diff --git a/.github/workflows/python-CI.yml b/.github/workflows/python-CI.yml new file mode 100644 index 0000000..82bbe53 --- /dev/null +++ b/.github/workflows/python-CI.yml @@ -0,0 +1,55 @@ +name: Python CI + +on: + push: + branches: + - master + tags: + - "v*" + paths: + - "python/**" + - ".github/workflows/python-CI.yml" + pull_request: + paths: + - "python/**" + - ".github/workflows/python-CI.yml" + workflow_dispatch: + +concurrency: + group: ${{ github.workflow }}-${{ github.ref }} + cancel-in-progress: ${{ startsWith(github.ref, 'refs/pull/') }} + +defaults: + run: + working-directory: python + +jobs: + test: + name: Python ${{ matrix.python-version }} - ${{ matrix.os }} + runs-on: ${{ matrix.os }} + strategy: + fail-fast: false + matrix: + python-version: ["3.10", "3.13"] + os: + - ubuntu-latest + - macos-latest + steps: + - uses: actions/checkout@v4 + - uses: julia-actions/setup-julia@v2 + with: + version: "1" + - uses: julia-actions/cache@v2 + - uses: julia-actions/julia-buildpkg@v1 + with: + project: "." + - uses: astral-sh/setup-uv@v5 + with: + python-version: ${{ matrix.python-version }} + - run: uv sync + - run: uv run ruff check . + - run: uv run pytest -q + # Julia-cross-validation and CUDA-backend tests skip themselves when + # julia / a GPU aren't available; the FastPIDC.jl project above is + # instantiated so those tests actually run (rather than erroring) + # on runners that ship a preinstalled julia, e.g. ubuntu-latest. diff --git a/.gitignore b/.gitignore index a85c821..6655340 100644 --- a/.gitignore +++ b/.gitignore @@ -12,4 +12,14 @@ # Documenter build output /docs/build/ -/docs/Manifest.toml \ No newline at end of file +/docs/Manifest.toml + +# Python (python/) +python/.venv/ +**/__pycache__/ +*.py[cod] +*.egg-info/ +python/.pytest_cache/ +python/.ruff_cache/ +python/.coverage +python/htmlcov/ \ No newline at end of file diff --git a/Project.toml b/Project.toml index 5bdb265..ff75e52 100644 --- a/Project.toml +++ b/Project.toml @@ -26,7 +26,8 @@ julia = "≥ 1.0.0" [extras] DelimitedFiles = "8bb1440f-4735-579b-a4ab-409b98df4dab" +LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" [targets] -test = ["DelimitedFiles", "Test"] +test = ["DelimitedFiles", "LinearAlgebra", "Test"] diff --git a/README.md b/README.md index 204ce80..27590a6 100644 --- a/README.md +++ b/README.md @@ -2,6 +2,41 @@ Documentation: https://meyer-lab.github.io/FastPIDC.jl/ +## Repository layout + +This repository holds two independent implementations of the same +algorithms, released and versioned separately, kept in one place so they're +easy to keep in sync: + +* **Julia** (`Project.toml`, `src/`, `ext/`, `test/`, `CLI_fastpidc.jl` at + the repository root) - the original package, `FastPIDC.jl`, registered + and installed the normal Julia way (`Pkg.add("FastPIDC")`). Its CI is + `.github/workflows/CI.yml`. +* **Python** (`python/`) - `fastpidc`, a standalone NumPy/SciPy port (it + does not call out to Julia at runtime), managed with + [uv](https://docs.astral.sh/uv/). See `python/README.md` for + installation and usage. Its CI is `.github/workflows/python-CI.yml`, + scoped to only run on changes under `python/`. + +Each package has its own dependency manifest, test suite and CI workflow, +so a change to one cannot break the other's build. `python/tests/` also +cross-validates its results against a freshly run `FastPIDC.jl` (skipped +automatically when `julia` isn't on `PATH`, e.g. in most CI runs) using the +shared fixtures under `test/data/` and `test/baseline_outputs/` - these are +Julia-agnostic edge lists, so both packages can use them without conflict. + +The two packages' GPU acceleration shares one implementation: the CUDA +kernels live in +[`python/src/fastpidc/kernels/pidc_kernels.cu`](python/src/fastpidc/kernels/pidc_kernels.cu), +written in plain CUDA C so they can be compiled from either language. +Python's `cuda` backend loads it via `cupy` (nvrtc); the Julia extension +(`ext/FastPIDCCUDAExt`) compiles it with `nvcc` and drives it with +`CUDA.jl`'s `cudacall` - see that file's header comment for both. + +When changing the algorithm, update both `src/`/`ext/` (Julia) and +`python/src/fastpidc/` (Python and the shared kernel) together, and re-run +`python/tests` with `julia` on `PATH` to confirm they still agree. + ## Description NetworkInference is a package for inferring (undirected) networks, given a set of measurements for each node. The main output is the `InferredNetwork` type, which represents a fully connected, weighted network, where an edge's weight indicates the relative confidence of that edge existing in the true network. See also [Scope](#scope). diff --git a/docs/src/api.md b/docs/src/api.md index f1fcaba..a20aa0c 100644 --- a/docs/src/api.md +++ b/docs/src/api.md @@ -143,8 +143,16 @@ Loaded automatically when `using CUDA` alongside `FastPIDC`. ```@docs FastPIDCCUDAExt -FastPIDCCUDAExt.joint_counts_kernel_chunked! -FastPIDCCUDAExt.mi_si_kernel_chunked! -FastPIDCCUDAExt.puc_accumulation_kernel_chunked! -FastPIDCCUDAExt.bayesian_blocks_dp_kernel! +FastPIDCCUDAExt._kernel_source_path +FastPIDCCUDAExt._compile_ptx +FastPIDCCUDAExt._get_module +FastPIDCCUDAExt._bb_kernel_name +FastPIDC.bayesian_blocks_cuda_available +FastPIDC.solve_bayesian_blocks_cuda ``` + +The GPU kernels themselves (`joint_counts_kernel`, `mi_si_kernel`, +`puc_accumulation_kernel`) are plain CUDA C, not Julia, so they aren't +Julia docstrings; see the header comments in +`python/src/fastpidc/kernels/pidc_kernels.cu`, the canonical source shared +with the Python package. diff --git a/ext/FastPIDCCUDAExt/FastPIDCCUDAExt.jl b/ext/FastPIDCCUDAExt/FastPIDCCUDAExt.jl index 32a7485..7cd04e0 100644 --- a/ext/FastPIDCCUDAExt/FastPIDCCUDAExt.jl +++ b/ext/FastPIDCCUDAExt/FastPIDCCUDAExt.jl @@ -1,158 +1,96 @@ """ FastPIDCCUDAExt -Package extension providing a CUDA-accelerated implementation of -[`FastPIDC.compute_puc_full_cuda`](@ref), loaded automatically once +Package extension providing CUDA-accelerated implementations of +[`FastPIDC.compute_puc_full_cuda`](@ref) and +[`FastPIDC.solve_bayesian_blocks_cuda`](@ref), loaded automatically once `using CUDA` makes the `CUDA` package available alongside `FastPIDC`. -Selected by passing `config.backend = :cuda` (the default) to -[`FastPIDC.compute_puc_full`](@ref). +Selected by passing `config.backend = :cuda` and `config.bb_backend = :cuda` +(both the default). + +Rather than maintaining a second, CUDA.jl-native copy of the kernels, this +extension compiles and drives the single canonical kernel source shared with +the Python package, `python/src/fastpidc/kernels/pidc_kernels.cu` (see that +file's header comment for both algorithms). It is plain CUDA C, so it is +compiled here with `nvcc` (required on `PATH` in addition to a functional +GPU) into PTX for the active device's compute capability, then loaded with +`CUDA.CuModule` and driven with `CUDA.cudacall` - the same kernels Python's +`cuda` backend loads via `cupy.RawModule`. """ module FastPIDCCUDAExt using FastPIDC using CUDA -# --- Kernels --- +# --- Shared kernel source: compile once per (session, GPU architecture) --- + +const _MODULE_CACHE = Dict{String,CuModule}() """ - joint_counts_kernel_chunked!(data, counts, n, m, k_bins, z_start, z_chunk_size) - -CUDA kernel: for a chunk of `z_chunk_size` target genes starting at -`z_start`, accumulate the joint bin-count histogram `counts[u, v, x, -z_local]` (co-occurrences of bin `u` for gene `x` and bin `v` for gene -`z_global = z_start + z_local - 1`) across all `m` samples in `data`. One -GPU thread handles one `(x, z_local)` pair; `n` is the number of genes and -`k_bins` the number of discretization bins. -""" -function joint_counts_kernel_chunked!(data, counts, n, m, k_bins, z_start, z_chunk_size) - x = (blockIdx().x - 1) * blockDim().x + threadIdx().x - z_local = (blockIdx().y - 1) * blockDim().y + threadIdx().y - - if x > n || z_local > z_chunk_size; return nothing; end - - z_global = z_start + z_local - 1 - if z_global > n || x == z_global; return nothing; end - - # Each thread computes joint counts for pair (x, z_global). Derive the - # increment from the count buffer so UInt16/UInt32 storage remains generic. - count_increment = one(eltype(counts)) - for s in 1:m - # Bin IDs may use a compact unsigned storage type on the GPU; widen - # them for bounds checks and native N-D indexing. - u = Int32(data[s, x]) - v = Int32(data[s, z_global]) - if u >= 1 && u <= k_bins && v >= 1 && v <= k_bins - counts[u, v, x, z_local] += count_increment - end - end + _kernel_source_path() -> String - return nothing +Path to the canonical CUDA kernel source, shared with the Python package. +Resolved relative to this Julia package's root, since a git-based install +(`Pkg.add(url = ...)`) clones the whole repository, `python/` included. +""" +function _kernel_source_path() + path = joinpath(pkgdir(FastPIDC), "python", "src", "fastpidc", "kernels", "pidc_kernels.cu") + isfile(path) || error( + "Shared CUDA kernel source not found at $path. FastPIDC.jl's CUDA " * + "extension expects to find it relative to the package root (see " * + "the FastPIDCCUDAExt module docstring); if FastPIDC.jl was " * + "installed without the `python/` subdirectory, this backend is " * + "unavailable.", + ) + return path end """ - mi_si_kernel_chunked!(counts, marginals, mi_matrix, si_matrix, n, m, k_bins, z_start, z_chunk_size) - -CUDA kernel: from the joint bin counts `counts` (as produced by -[`joint_counts_kernel_chunked!`](@ref)) and per-gene marginal bin -probabilities `marginals`, compute the mutual information -`mi_matrix[x, z_global]` and the specific information -`si_matrix[:, x, z_local]` of gene `x` with respect to target gene -`z_global = z_start + z_local - 1`, for the chunk of `z_chunk_size` targets -starting at `z_start`. One GPU thread handles one `(x, z_local)` pair; `n` -is the number of genes, `m` the number of samples, and `k_bins` the number -of discretization bins. + _compile_ptx(arch::String) -> String + +Compile the shared kernel source to PTX text targeting virtual architecture +`arch` (e.g. `"compute_89"`), using `nvcc`. Requires a CUDA toolkit +installation with `nvcc` on `PATH`. """ -function mi_si_kernel_chunked!(counts, marginals, mi_matrix, si_matrix, n, m, k_bins, z_start, z_chunk_size) - x = (blockIdx().x - 1) * blockDim().x + threadIdx().x - z_local = (blockIdx().y - 1) * blockDim().y + threadIdx().y - - if x > n || z_local > z_chunk_size; return nothing; end - - z_global = z_start + z_local - 1 - if z_global > n || x == z_global; return nothing; end - - inv_m = 1.0 / Float64(m) - mi_val = 0.0 - - for v in 1:k_bins - p_z_v = marginals[v, z_global] - if p_z_v <= 0.0; continue; end - - si_v = 0.0f0 # Use Float32 for Specific Information buffer - for u in 1:k_bins - p_x_u = marginals[u, x] - if p_x_u <= 0.0; continue; end - - c_uv = counts[u, v, x, z_local] - p_uv = Float64(c_uv) * inv_m - - if p_uv > 0.0 - mi_val += p_uv * log2(p_uv / (p_x_u * p_z_v)) - p_u_cond_v = p_uv / p_z_v - si_v += Float64(p_u_cond_v * log2(p_u_cond_v / p_x_u)) - end +function _compile_ptx(arch::String) + nvcc = Sys.which("nvcc") + nvcc === nothing && error( + "The CUDA backend needs `nvcc` (from a CUDA toolkit installation) " * + "on PATH to compile the shared kernel source " * + "(python/src/fastpidc/kernels/pidc_kernels.cu); none was found. " * + "Install the CUDA toolkit, or use `config.backend = :cpu`.", + ) + + src = _kernel_source_path() + mktempdir() do dir + ptx_path = joinpath(dir, "pidc_kernels.ptx") + cmd = `$nvcc --ptx -arch=$arch $src -o $ptx_path` + out = IOBuffer() + try + run(pipeline(cmd; stdout=out, stderr=out)) + catch e + error("nvcc failed to compile $src:\n$(String(take!(out)))") end - si_matrix[v, x, z_local] = si_v + return read(ptx_path, String) end - - mi_matrix[x, z_global] = mi_val - return nothing end """ - puc_accumulation_kernel_chunked!(si_matrix, mi_matrix, puc_scores, marginals, n, k_bins, z_start, z_chunk_size) - -CUDA kernel: for each target gene `z_global` in the current chunk and each -source gene `x`, accumulate the PUC contribution -`puc_scores[x, z_global] += (MI(x, z_global) - redundancy(x, y, z_global)) / -MI(x, z_global)` (clamped to be non-negative) summed over all other genes -`y`, using specific information values from `si_matrix` and marginal -probabilities from `marginals`. One GPU thread handles one `(x, z_local)` -pair, looping internally over `y`; `n` is the number of genes and `k_bins` -the number of discretization bins. Contributions still need to be -symmetrized (`puc_scores[i,j] + puc_scores[j,i]`) by the caller, since each -thread only writes `puc_scores[x, z_global]`. -""" -function puc_accumulation_kernel_chunked!(si_matrix, mi_matrix, puc_scores, marginals, n, k_bins, z_start, z_chunk_size) - x = (blockIdx().x - 1) * blockDim().x + threadIdx().x - z_local = (blockIdx().y - 1) * blockDim().y + threadIdx().y - - if x > n || z_local > z_chunk_size; return nothing; end - - z_global = z_start + z_local - 1 - if z_global > n || x == z_global; return nothing; end - - mi_xz = mi_matrix[x, z_global] - if mi_xz <= 1e-12; return nothing; end - - local_puc = 0.0 - # Y loop: to compute redundancy, we need SI for every other node Y with Z. - for y in 1:n - if y == x || y == z_global; continue; end - - redundancy = 0.0 - for k in 1:k_bins - p_z_k = marginals[k, z_global] - if p_z_k <= 0.0; continue; end - - # Read from the Float64 SI matrix, convert back to Float64 for math - si_x = Float64(si_matrix[k, x, z_local]) - si_y = Float64(si_matrix[k, y, z_local]) - - redundancy += p_z_k * min(si_x, si_y) - end + _get_module() -> CuModule - score = (mi_xz - redundancy) / mi_xz - if isfinite(score) && score > 0.0 - local_puc += score - end +The compiled kernel module for the current device's compute capability, +compiling (and caching, per architecture, for the life of the Julia +session) on first use. +""" +function _get_module() + cap = CUDA.capability(CUDA.device()) + arch = "compute_$(cap.major)$(cap.minor)" + get!(_MODULE_CACHE, arch) do + CuModule(_compile_ptx(arch)) end - - puc_scores[x, z_global] = local_puc - return nothing end -# --- Host Implementation --- +# --- Host implementation --- function _smallest_unsigned_type(max_value::Integer) max_value >= 0 || throw(ArgumentError("max_value must be nonnegative")) @@ -168,43 +106,67 @@ function _smallest_unsigned_type(max_value::Integer) end end -function _compute_puc_full_cuda_typed( - nodes, - config, - base, - ::Type{BinT}, - ::Type{CountT}, -) where {BinT<:Integer,CountT<:Integer} +""" + FastPIDC.compute_puc_full_cuda(nodes, config, base) -> (mi_scores, puc_scores) + +GPU implementation of [`FastPIDC.compute_puc_full`](@ref): computes the full +pairwise MI matrix and pre-context PUC matrix for `nodes` on the GPU, +processing genes along the target (`z`) axis in chunks (up to 256 genes at +a time) sized to fit the GPU memory currently free, to bound device memory +use even when the discretizer has picked a large number of bins (see the +chunk-sizing comment in the implementation). Moves discretized data and +marginal probabilities to the GPU once, then for each chunk launches the +shared `joint_counts_kernel`, `mi_si_kernel` and `puc_accumulation_kernel` +(see the `FastPIDCCUDAExt` module docstring) in sequence, symmetrizing the +resulting PUC matrix before returning both matrices to the CPU. +`config.verbose` enables progress printouts; `base` is currently unused +(mutual information is always computed in base 2 on the GPU, matching the +kernel source). Raises an `ErrorException` with a suggested remedy if even +a single-gene chunk would not fit in the currently-free GPU memory. + +Device buffers use Julia's column-major layout with dimensions reversed +relative to the kernel source's documented (row-major) shapes - e.g. a +kernel-documented `(k_bins, n)` array is allocated here with Julia size +`(n, k_bins)` - so that the flat in-memory layout the kernels index into +with manual pointer arithmetic is identical in both languages, with no +transposition needed at the call boundary. +""" +function FastPIDC.compute_puc_full_cuda(nodes, config, base) + md = _get_module() + joint_counts_kernel = CuFunction(md, "joint_counts_kernel") + mi_si_kernel = CuFunction(md, "mi_si_kernel") + puc_accumulation_kernel = CuFunction(md, "puc_accumulation_kernel") + num_nodes = length(nodes) num_samples = length(nodes[1].binned_values) k_bins = maximum(n -> n.number_of_bins, nodes) - # Prepare static data on CPU and move to GPU. - data_cpu = Matrix{BinT}(undef, num_samples, num_nodes) - marginals_cpu = zeros(Float64, k_bins, num_nodes) + # Prepare static data on CPU and move to GPU. The shared CUDA C kernels use + # 0-indexed Int32 bin ids; FastPIDC.jl's bin ids are 1-indexed, so shift + # them down at this boundary. + data_cpu = zeros(Int32, num_nodes, num_samples) # kernel shape (m, n), reversed + marginals_cpu = zeros(Float64, num_nodes, k_bins) # kernel shape (k_bins, n), reversed for i = 1:num_nodes - data_cpu[:, i] .= nodes[i].binned_values + data_cpu[i, :] .= Int32.(nodes[i].binned_values) .- Int32(1) p = nodes[i].probabilities - marginals_cpu[1:length(p), i] .= Float64.(p) + marginals_cpu[i, 1:length(p)] .= Float64.(p) end data_gpu = CuArray(data_cpu) marginals_gpu = CuArray(marginals_cpu) - # Global output matrices. + # Global output matrices (kernel shape (n, n); square, so no reversal needed). puc_scores_gpu = CUDA.zeros(Float64, num_nodes, num_nodes) mi_matrix_gpu = CUDA.zeros(Float64, num_nodes, num_nodes) - # Chunk configuration: `counts_chunk_gpu`/`si_chunk_gpu` scale with - # k_bins^2 * num_nodes * chunk_size and k_bins * num_nodes * chunk_size, - # respectively. Size the chunk to fit the GPU memory currently free rather - # than always requesting a fixed chunk size of 256. Because BB_prefix uses - # the smallest exact joint-count type, account for CountT rather than - # assuming Int32 storage. + # Chunked intermediates scale with k_bins^2 * num_nodes * chunk_size for + # joint counts and k_bins * num_nodes * chunk_size for specific information. + # Size the target-gene chunk from currently-free memory rather than always + # allocating a fixed 256-gene chunk. bytes_per_chunk_col = - k_bins^2 * num_nodes * sizeof(CountT) + # counts_chunk_gpu - k_bins * num_nodes * sizeof(Float64) # si_chunk_gpu - free_bytes, _ = CUDA.memory_info() + k_bins^2 * num_nodes * sizeof(Int32) + # counts_chunk_gpu + k_bins * num_nodes * sizeof(Float64) # si_chunk_gpu + free_bytes = Int(CUDA.free_memory()) safety_factor = 0.8 # headroom for fixed buffers + allocator overhead/fragmentation max_chunk_size = floor(Int, free_bytes * safety_factor / bytes_per_chunk_col) chunk_size = clamp(max_chunk_size, 1, min(256, num_nodes)) @@ -222,9 +184,10 @@ function _compute_puc_full_cuda_typed( ) end - # Chunked intermediate buffers, pre-allocated once. - counts_chunk_gpu = CUDA.zeros(CountT, k_bins, k_bins, num_nodes, chunk_size) - si_chunk_gpu = CUDA.zeros(Float64, k_bins, num_nodes, chunk_size) + # Chunked intermediate buffers (pre-allocated once), with dimensions + # reversed to preserve the row-major flat layout expected by the CUDA C kernels. + counts_chunk_gpu = CUDA.zeros(Int32, chunk_size, num_nodes, k_bins, k_bins) + si_chunk_gpu = CUDA.zeros(Float64, chunk_size, num_nodes, k_bins) if config.verbose println( @@ -236,63 +199,63 @@ function _compute_puc_full_cuda_typed( "(approx. $(ceil(Int, num_nodes / chunk_size)) iterations), " * "sized to fit $(round(free_bytes / 2^30, digits = 2)) GiB free GPU memory", ) - println( - "[FastPIDC] GPU storage types: bin IDs=$(BinT) (max bins=$k_bins), " * - "joint counts=$(CountT) (cells=$num_samples)", - ) end - # Iterate over the Z-axis in chunks - for z_start in 1:chunk_size:num_nodes - z_end = min(z_start + chunk_size - 1, num_nodes) - z_curr_chunk_size = z_end - z_start + 1 + threads = (16, 16) + + # Iterate over the Z-axis in chunks. The shared kernels use 0-based target + # indices, so convert z_start at the call boundary. + for z_start_1 in 1:chunk_size:num_nodes + z_start = z_start_1 - 1 + z_end = min(z_start_1 + chunk_size - 1, num_nodes) + z_curr_chunk_size = z_end - z_start_1 + 1 - # Wipe the intermediate buffers clean before the next chunk. - CUDA.fill!(counts_chunk_gpu, zero(CountT)) - CUDA.fill!(si_chunk_gpu, 0.0) + CUDA.fill!(counts_chunk_gpu, Int32(0)) + CUDA.fill!(si_chunk_gpu, Float64(0)) - threads = (16, 16) blocks = (cld(num_nodes, 16), cld(z_curr_chunk_size, 16)) - @cuda threads=threads blocks=blocks joint_counts_kernel_chunked!( - data_gpu, - counts_chunk_gpu, - Int32(num_nodes), - Int32(num_samples), - Int32(k_bins), - Int32(z_start), - Int32(z_curr_chunk_size), + cudacall( + joint_counts_kernel, + (CuPtr{Cint}, CuPtr{Cint}, Cint, Cint, Cint, Cint, Cint), + data_gpu, counts_chunk_gpu, + Cint(num_nodes), Cint(num_samples), Cint(k_bins), + Cint(z_start), Cint(z_curr_chunk_size); + blocks=blocks, threads=threads, ) - @cuda threads=threads blocks=blocks mi_si_kernel_chunked!( - counts_chunk_gpu, - marginals_gpu, - mi_matrix_gpu, - si_chunk_gpu, - Int32(num_nodes), - Int32(num_samples), - Int32(k_bins), - Int32(z_start), - Int32(z_curr_chunk_size), + cudacall( + mi_si_kernel, + ( + CuPtr{Cint}, CuPtr{Cdouble}, CuPtr{Cdouble}, CuPtr{Cdouble}, + Cint, Cint, Cint, Cint, Cint, + ), + counts_chunk_gpu, marginals_gpu, mi_matrix_gpu, si_chunk_gpu, + Cint(num_nodes), Cint(num_samples), Cint(k_bins), + Cint(z_start), Cint(z_curr_chunk_size); + blocks=blocks, threads=threads, ) - @cuda threads=threads blocks=blocks puc_accumulation_kernel_chunked!( - si_chunk_gpu, - mi_matrix_gpu, - puc_scores_gpu, - marginals_gpu, - Int32(num_nodes), - Int32(k_bins), - Int32(z_start), - Int32(z_curr_chunk_size), + cudacall( + puc_accumulation_kernel, + ( + CuPtr{Cdouble}, CuPtr{Cdouble}, CuPtr{Cdouble}, CuPtr{Cdouble}, + Cint, Cint, Cint, Cint, + ), + si_chunk_gpu, mi_matrix_gpu, puc_scores_gpu, marginals_gpu, + Cint(num_nodes), Cint(k_bins), + Cint(z_start), Cint(z_curr_chunk_size); + blocks=blocks, threads=threads, ) end - # Copy results back - puc_scores_cpu = Array(puc_scores_gpu) - mi_matrix_cpu = Array(mi_matrix_gpu) + # Kernels write row-major (x, z) into a Julia array whose dimensions were + # reversed above, so transpose the square outputs back to Julia's convention. + mi_matrix_cpu = permutedims(Array(mi_matrix_gpu)) + puc_scores_cpu = permutedims(Array(puc_scores_gpu)) - # Symmetrize PUC scores + # Symmetrize PUC scores: each ordered pair contains one directional + # contribution from the shared kernel. for i = 1:num_nodes for j = (i+1):num_nodes val = puc_scores_cpu[i, j] + puc_scores_cpu[j, i] @@ -304,196 +267,51 @@ function _compute_puc_full_cuda_typed( return mi_matrix_cpu, puc_scores_cpu end -""" - FastPIDC.compute_puc_full_cuda(nodes, config, base) -> (mi_scores, puc_scores) - -GPU implementation of [`FastPIDC.compute_puc_full`](@ref): computes the full -pairwise MI matrix and pre-context PUC matrix for `nodes` on the GPU, -processing genes along the target (`z`) axis in chunks (up to 256 genes at -a time) sized to fit the GPU memory currently free, to bound device memory -use even when the discretizer has picked a large number of bins (see the -chunk-sizing comment in the implementation). Moves discretized data and -marginal probabilities to the GPU once, then for each chunk launches -[`joint_counts_kernel_chunked!`](@ref), [`mi_si_kernel_chunked!`](@ref) and -[`puc_accumulation_kernel_chunked!`](@ref) in sequence, symmetrizing the -resulting PUC matrix before returning both matrices to the CPU. -`config.verbose` enables progress printouts; `base` is currently unused -(mutual information is always computed in base 2 on the GPU path). Raises -an `ErrorException` with a suggested remedy if even a single-gene chunk -would not fit in the currently-free GPU memory. -""" -function FastPIDC.compute_puc_full_cuda(nodes, config, base) - num_samples = length(nodes[1].binned_values) - k_bins = maximum(n -> n.number_of_bins, nodes) - - # Bin IDs only need to represent the largest per-gene bin index. - BinT = _smallest_unsigned_type(k_bins) - - # A joint count can reach the total number of cells. Choose the smallest - # exact unsigned type that can hold num_samples, guarding against overflow - # as datasets with larger cell counts are processed. - CountT = _smallest_unsigned_type(num_samples) - - return _compute_puc_full_cuda_typed(nodes, config, base, BinT, CountT) -end - - # --- Bayesian-block CUDA backend ------------------------------------------- FastPIDC.bayesian_blocks_cuda_available() = CUDA.functional() -# Deterministic comparison used by the Bayesian Blocks reduction: higher -# score wins, with exact ties resolved in favor of the smaller candidate index. -@inline function _bb_take_other( - other_score::Float64, - other_i::Int32, - current_score::Float64, - current_i::Int32, -)::Bool - return other_score > current_score || - (other_score == current_score && other_i < current_i) -end - """ - bayesian_blocks_dp_kernel!(...) + _bb_kernel_name(CountT, IndexT) -> String -Assign one CUDA block to each gene. Endpoints `K` remain sequential because -`best[K]` depends on earlier endpoints, while threads within the block evaluate -candidate starts `i <= K` in parallel. The reduction uses a deterministic -first-maximum rule: higher score wins, and exact ties choose the smaller `i`. +Entry point in the shared kernel source for the given prefix-count and +back-pointer element types. CUDA C has no generics, so `pidc_kernels.cu` +macro-generates one `extern "C"` kernel per valid type pair and the host +selects by name. """ -function bayesian_blocks_dp_kernel!( - prefix_counts::CuDeviceArray{CountT,1}, - block_lengths::CuDeviceArray{Float64,1}, - state_offsets::CuDeviceArray{Int64,1}, - block_offsets::CuDeviceArray{Int64,1}, - unique_counts::CuDeviceArray{Int32,1}, - best::CuDeviceArray{Float64,1}, - last::CuDeviceArray{IndexT,1}, - final_scores::CuDeviceArray{Float64,1}, - priors::CuDeviceArray{Float64,1}, -) where {CountT<:Unsigned,IndexT<:Unsigned} - gene = Int32(blockIdx().x) - tid = Int32(threadIdx().x) - nthreads = Int32(blockDim().x) - lane = ((tid - 1) & Int32(31)) + 1 - warp = ((tid - 1) >>> 5) + 1 - nwarps = nthreads >>> 5 - - # Keep one candidate per thread and one reduced candidate per warp. The - # reduction uses shared memory rather than generic shuffle helpers, keeping - # device dispatch fully concrete while requiring only two block barriers. - thread_scores = CuStaticSharedArray(Float64, 256) - thread_indices = CuStaticSharedArray(Int32, 256) - warp_scores = CuStaticSharedArray(Float64, 8) - warp_indices = CuStaticSharedArray(Int32, 8) - - @inbounds begin - state_start = state_offsets[gene] - block_start = block_offsets[gene] - n_unique = unique_counts[gene] - - # Match the CPU reference's singleton behavior explicitly. The generic - # event-fitness expression has zero block width when U_g == 1, whereas a - # constant gene should deterministically return its two outer edges and - # an objective score of zero. - if n_unique == 1 - if tid == 1 - best[state_start] = 0.0 - last[state_start] = one(IndexT) - final_scores[gene] = 0.0 - end - return nothing - end - - K = Int32(1) - while K <= n_unique - block_length_K1 = block_lengths[block_start + Int64(K)] - prefix_K = Float64(prefix_counts[state_start + Int64(K) - 1]) - prior = priors[K] - - local_best = -Inf - local_i = typemax(Int32) - i = tid - while i <= K - prefix_before = i == 1 ? 0.0 : - Float64(prefix_counts[state_start + Int64(i) - 2]) - count = prefix_K - prefix_before - width = - block_lengths[block_start + Int64(i) - 1] - block_length_K1 - - fit = count * log(count / width) - prior - if i > 1 - fit += best[state_start + Int64(i) - 2] - end - - if _bb_take_other(fit, i, local_best, local_i) - local_best = fit - local_i = i - end - i += nthreads - end - - thread_scores[tid] = local_best - thread_indices[tid] = local_i - sync_threads() - - # Each warp leader scans its 32 thread-local candidates in a fixed - # order. Exact ties still choose the smaller i, matching the CPU - # strict-`>` scan independently of launch size. - if lane == 1 - warp_start = (warp - 1) * Int32(32) + 1 - warp_end = warp_start + Int32(31) - warp_best = thread_scores[warp_start] - warp_i = thread_indices[warp_start] - slot = warp_start + 1 - while slot <= warp_end - other_score = thread_scores[slot] - other_i = thread_indices[slot] - if _bb_take_other(other_score, other_i, warp_best, warp_i) - warp_best = other_score - warp_i = other_i - end - slot += 1 - end - warp_scores[warp] = warp_best - warp_indices[warp] = warp_i - end - sync_threads() - - if tid == 1 - block_best = warp_scores[1] - block_i = warp_indices[1] - warp_slot = Int32(2) - while warp_slot <= nwarps - other_score = warp_scores[warp_slot] - other_i = warp_indices[warp_slot] - if _bb_take_other(other_score, other_i, block_best, block_i) - block_best = other_score - block_i = other_i - end - warp_slot += 1 - end - - state_index = state_start + Int64(K) - 1 - best[state_index] = block_best - # IndexT was selected from max(U_g), so this modular conversion - # is exact and avoids a checked integer constructor in device code. - last[state_index] = block_i % IndexT - if K == n_unique - final_scores[gene] = block_best - end - end +function _bb_kernel_name( + ::Type{CountT}, + ::Type{IndexT}, +) where {CountT<:Integer,IndexT<:Integer} + suffixes = Dict{DataType,String}( + UInt8 => "u8", + UInt16 => "u16", + UInt32 => "u32", + UInt64 => "u64", + ) - # `best[K]` is stored in global memory and is required by every - # thread during the next endpoint. Block synchronization makes that - # write visible before advancing K. - sync_threads() - K += 1 - end - end + haskey(suffixes, CountT) || throw( + ArgumentError( + "Bayesian-block prefix counts must be an unsigned type the shared " * + "kernel provides (UInt8, UInt16, UInt32 or UInt64); got $CountT", + ), + ) + haskey(suffixes, IndexT) || throw( + ArgumentError( + "Bayesian-block back-pointers must be an unsigned type the shared " * + "kernel provides (UInt8, UInt16, UInt32 or UInt64); got $IndexT", + ), + ) + # U_g never exceeds the observation count, so only these pairs exist. + sizeof(IndexT) <= sizeof(CountT) || throw( + ArgumentError( + "Bayesian-block back-pointer type $IndexT is wider than the " * + "prefix-count type $CountT, which the shared kernel does not " * + "instantiate (U_g never exceeds the observation count)", + ), + ) - return nothing + return "bayesian_blocks_dp_$(suffixes[CountT])_$(suffixes[IndexT])" end function _bb_threads_for_max_u(max_u::Integer) @@ -642,7 +460,9 @@ function _change_points_from_last(last_values, offset::Int, n::Int) 1 <= state <= n || throw( ArgumentError("invalid Bayesian-block state $state while backtracking"), ) - next_ind = Int(last_values[offset + state - 1]) + # The shared kernel writes 0-based predecessors (see pidc_kernels.cu); + # shift back to Julia's 1-based candidate indices here. + next_ind = Int(last_values[offset + state - 1]) + 1 1 <= next_ind <= state || throw( ArgumentError( "invalid Bayesian-block back-pointer $next_ind for state $state", @@ -673,24 +493,29 @@ function _solve_bb_cuda_batch_with_priors( prefix_gpu = CuArray(prefix_counts) block_gpu = CuArray(block_lengths) - state_offsets_gpu = CuArray(state_offsets) - block_offsets_gpu = CuArray(block_offsets) + # `state_offsets`/`block_offsets` are 1-based cursors for host-side slicing; + # the shared kernels index 0-based, so convert at the call boundary (as the + # PUC path does for `z_start`). + state_offsets_gpu = CuArray(state_offsets .- 1) + block_offsets_gpu = CuArray(block_offsets .- 1) unique_counts_gpu = CuArray(unique_counts) best_gpu = CUDA.zeros(Float64, length(prefix_counts)) last_gpu = CUDA.zeros(IndexT, length(prefix_counts)) final_scores_gpu = CUDA.zeros(Float64, length(problem_indices)) + bb_kernel = CuFunction(_get_module(), _bb_kernel_name(CountT, IndexT)) + try - @cuda threads=threads blocks=length(problem_indices) bayesian_blocks_dp_kernel!( - prefix_gpu, - block_gpu, - state_offsets_gpu, - block_offsets_gpu, - unique_counts_gpu, - best_gpu, - last_gpu, - final_scores_gpu, - priors_gpu, + cudacall( + bb_kernel, + ( + CuPtr{CountT}, CuPtr{Cdouble}, CuPtr{Int64}, CuPtr{Int64}, + CuPtr{Cint}, CuPtr{Cdouble}, CuPtr{IndexT}, CuPtr{Cdouble}, + CuPtr{Cdouble}, + ), + prefix_gpu, block_gpu, state_offsets_gpu, block_offsets_gpu, + unique_counts_gpu, best_gpu, last_gpu, final_scores_gpu, priors_gpu; + blocks=length(problem_indices), threads=threads, ) last_values = Array(last_gpu) diff --git a/python/README.md b/python/README.md new file mode 100644 index 0000000..d26cc9a --- /dev/null +++ b/python/README.md @@ -0,0 +1,135 @@ +# fastpidc + +Python port of [FastPIDC.jl](https://github.com/meyer-lab/FastPIDC.jl): +information-theoretic network inference (MI, CLR, PUC, PIDC) from per-node +(e.g. per-gene) measurements, following Chan, Stumpf & Babtie (2017), +*Gene Regulatory Network Inference from Single-Cell Data Using Multivariate +Information Measures*, Cell Systems. + +This package is a standalone, native Python/NumPy implementation - it does +not call out to Julia. See the repository root README for how this package +and the Julia package are organized and released together. + +## Installation + +This package is managed with [uv](https://docs.astral.sh/uv/). From this +directory: + +```sh +uv sync # install (CPU-only) +uv sync --extra cuda # also install the optional GPU (cupy) backend +``` + +## Basic usage + +```python +from fastpidc import get_nodes, infer_network, PIDCNetworkInference, PIDCConfig + +# One step: infer directly from a data file. +network = infer_network( + "data.txt", + PIDCNetworkInference(), + config=PIDCConfig(backend="cpu"), # or "cuda", if cupy + a GPU are available +) + +# Multiple steps: build nodes, then infer. +from fastpidc.network import infer_network_from_nodes + +nodes = get_nodes("data.txt") +network = infer_network_from_nodes(PIDCNetworkInference(), nodes) +``` + +The input data file's first line is treated as a header (discarded); each +subsequent line is `label value1 value2 ...`. + +`network.edges` is sorted by descending weight (confidence). Use +`fastpidc.write_network_file`/`write_network_npy` to save it, and +`fastpidc.get_adjacency_matrix` to threshold it into an adjacency matrix. + +## Command line + +```sh +uv run fastpidc --infile data.txt --outfile edges.tsv --backend cpu +``` + +Run `uv run fastpidc --help` for the full option list (discretizer, +estimator, output format, diagnostic score dumps, etc.) - it mirrors +`CLI_fastpidc.jl` in the Julia package. + +## Backends + +`PIDCConfig` selects a backend for each of the two compute-heavy stages: + +* `backend` - PUC/PIDC scoring. `"cuda"` (default) or `"cpu"`. +* `bb_backend` - the Bayesian-blocks dynamic program used to discretize each + node. `"cuda"` (default) or `"cpu"`. + +```python +from fastpidc import PIDCConfig + +PIDCConfig(backend="cpu", bb_backend="cpu") # no GPU needed +``` + +The two fail differently, mirroring FastPIDC.jl: `backend="cuda"` without a +usable GPU raises, because there is no automatic CPU equivalent to fall back +to, whereas `bb_backend="cuda"` warns and uses the CPU solver, since both +Bayesian-block solvers select the same bin edges and only throughput differs. + +The CPU paths are direct NumPy ports of the reference algorithm and are the +numerical reference; PUC/PIDC is inherently `O(N^3)`, so the CPU backend suits +small-to-moderate networks (tens to low hundreds of nodes). + +Both GPU paths bound their device memory from what is currently free rather +than assuming a fixed allocation: PUC sizes its target-gene chunk, and +Bayesian blocks groups nodes into workload buckets and splits each into +batches that fit a memory budget. If a single node or gene cannot fit even +alone, that is an explicit error naming the cause, not an allocator failure. + +### One shared kernel source + +Neither package reimplements the other's kernels. `pidc_kernels.cu` is the +single canonical CUDA C implementation of both the chunked PUC algorithm and +the Bayesian-blocks dynamic program, compiled and launched at runtime from +either language: + +| | Python | Julia | +|---|---|---| +| compiler | `cupy.RawModule` (nvrtc) | `nvcc --ptx` | +| loader | cupy | `CUDA.CuModule` | +| launcher | `RawKernel.__call__` | `CUDA.cudacall` | + +It lives at `src/fastpidc/kernels/pidc_kernels.cu` in this package, and +FastPIDC.jl's `ext/FastPIDCCUDAExt` resolves it relative to the repository +root. Edits to it affect both packages: build it with **both** compilers (nvrtc +is stricter - it has none of the host headers `nvcc` pulls in) and run both +test suites. `tests/test_bayesian_blocks.py` and Julia's +`test/cuda_bayesian_blocks_tests.jl` each pin the GPU results against their own +CPU reference, and against each other through it. + +Because CUDA C has no generics, the Bayesian-block entry points are +macro-generated per (prefix-count, back-pointer) integer type pair, so narrow +datasets do not pay for 64-bit buffers. Both hosts resolve the same names +(`_bb_kernel_name` on either side). + +## Testing + +```sh +uv run pytest +``` + +When a working `julia` executable is on `PATH`, the tests marked `julia` +cross-check results against a freshly run `FastPIDC.jl` (bin edges, MI, PUC +and inferred edge weights); GPU tests likewise require `cupy` and a device. +Both groups skip themselves automatically when unavailable. + +Across languages the selected Bayesian-block partition is compared exactly, +while objective scores use a tolerance: the per-endpoint prior involves +`K ** -0.478`, and Julia's and NumPy's `pow` differ by one ULP at a few +endpoints. That shifts a score by ~1e-15 without changing which partition +wins. + +```sh +uv run pytest -m julia # only the Julia cross-validation tests +uv run pytest -m "not julia" # everything else +uv run ruff check . +``` diff --git a/python/pyproject.toml b/python/pyproject.toml new file mode 100644 index 0000000..31e87fc --- /dev/null +++ b/python/pyproject.toml @@ -0,0 +1,37 @@ +[project] +name = "fastpidc" +version = "0.1.0" +description = "Information-theoretic network inference (MI, CLR, PUC, PIDC) - Python port of FastPIDC.jl" +readme = "README.md" +license = "MIT" +requires-python = ">=3.10" +authors = [{ name = "Meyer Lab" }] +dependencies = ["numpy>=1.24", "scipy>=1.11", "h5py>=3.9"] + +[project.optional-dependencies] +cuda = ["cupy-cuda12x>=12.0"] + +[project.scripts] +fastpidc = "fastpidc.cli:main" + +[dependency-groups] +dev = ["pytest>=8.0", "pytest-cov>=5.0", "ruff>=0.8"] + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[tool.hatch.build.targets.wheel] +packages = ["src/fastpidc"] +artifacts = ["src/fastpidc/kernels/*.cu"] + +[tool.pytest.ini_options] +testpaths = ["tests"] +markers = ["julia: cross-validates against a freshly run FastPIDC.jl (requires julia on PATH)"] + +[tool.ruff] +line-length = 120 +target-version = "py310" + +[tool.ruff.lint] +select = ["E", "F", "I", "UP"] diff --git a/python/src/fastpidc/__init__.py b/python/src/fastpidc/__init__.py new file mode 100644 index 0000000..7cd0d6c --- /dev/null +++ b/python/src/fastpidc/__init__.py @@ -0,0 +1,47 @@ +"""fastpidc: information-theoretic network inference (MI, CLR, PUC, PIDC). + +A package for inferring undirected gene regulatory (or other) networks from +per-node measurements, using the information-theoretic algorithms MI, CLR, +PUC and PIDC (Chan, Stumpf & Babtie 2017). This is a Python port of +`FastPIDC.jl `_; see that +repository's ``python/`` directory for how the two packages are kept in +sync. + +The main entry points are :func:`get_nodes`/:func:`infer_network` to build +an :class:`InferredNetwork` from a data file, and +:func:`write_network_file`/:func:`write_network_npy` to save the result. +""" + +from .api import infer_network +from .io import get_adjacency_matrix, get_nodes, read_network_file, write_network_file, write_network_npy +from .network import ( + AbstractNetworkInference, + CLRNetworkInference, + MINetworkInference, + PIDCNetworkInference, + PUCNetworkInference, +) +from .types import Edge, InferredNetwork, Node, PIDCConfig + +__all__ = [ + # Common types + "Node", + "Edge", + "InferredNetwork", + "PIDCConfig", + # Network inference algorithms + "AbstractNetworkInference", + "MINetworkInference", + "CLRNetworkInference", + "PUCNetworkInference", + "PIDCNetworkInference", + # Functions for inferring networks + "get_nodes", + "write_network_file", + "write_network_npy", + "read_network_file", + "get_adjacency_matrix", + "infer_network", +] + +__version__ = "0.1.0" diff --git a/python/src/fastpidc/api.py b/python/src/fastpidc/api.py new file mode 100644 index 0000000..bf26fde --- /dev/null +++ b/python/src/fastpidc/api.py @@ -0,0 +1,75 @@ +"""Top-level convenience entry point. + +Ported from FastPIDC.jl's ``infer_network`` (``src/infer_network.jl``). +""" + +from __future__ import annotations + +from .io import get_nodes, write_network_file, write_network_npy +from .network import AbstractNetworkInference, infer_network_from_nodes +from .types import InferredNetwork, PIDCConfig + +__all__ = ["infer_network"] + +_OUTPUT_FORMATS = ("tsv", "npy") + + +def infer_network( + data_file_path: str, + inference: AbstractNetworkInference, + *, + delim: str | None = None, + discretizer: str = "bayesian_blocks", + estimator: str = "maximum_likelihood", + number_of_bins: int = 10, + base: float = 2, + out_file_path: str | None = None, + output_format: str = "tsv", + config: PIDCConfig | None = None, +) -> InferredNetwork: + """Infer a network, given a data file and a network inference algorithm. + + The first line of the file is assumed to be headers (discarded), and + each subsequent line represents one node:: + + Label data_value1 data_value2 ... + + though a different delimiter may be specified. ``"maximum_likelihood"`` + is recommended as the estimator for PUC and PIDC. + + Parameters + ---------- + out_file_path : path to the output file. If ``None`` (default), no file + is written. + output_format : ``"tsv"`` or ``"npy"``. + """ + if output_format not in _OUTPUT_FORMATS: + raise ValueError(f"Unsupported output_format={output_format!r}. Use 'tsv' or 'npy'.") + if config is None: + config = PIDCConfig() + + if config.verbose: + print("[fastpidc] Getting nodes...") + nodes = get_nodes( + data_file_path, + delim=delim, + discretizer=discretizer, + estimator=estimator, + number_of_bins=number_of_bins, + bb_backend=config.bb_backend, + verbose=config.verbose, + ) + + if config.verbose: + print("[fastpidc] Inferring network...") + inferred_network = infer_network_from_nodes(inference, nodes, estimator=estimator, base=base, config=config) + + if out_file_path: + if config.verbose: + print("[fastpidc] Writing network to file...") + if output_format == "tsv": + write_network_file(out_file_path, inferred_network) + else: + write_network_npy(out_file_path, inferred_network) + + return inferred_network diff --git a/python/src/fastpidc/cli.py b/python/src/fastpidc/cli.py new file mode 100644 index 0000000..752bfe7 --- /dev/null +++ b/python/src/fastpidc/cli.py @@ -0,0 +1,161 @@ +"""FastPIDC command-line runner (GPU-accelerated network inference). + +Ported from ``CLI_fastpidc.jl``. Installed as the ``fastpidc`` console +script (see ``pyproject.toml``). +""" + +from __future__ import annotations + +import argparse +import sys +import time +import traceback +from datetime import datetime + +from .api import infer_network +from .network import PIDCNetworkInference +from .types import PIDCConfig + +_DELIM_ALIASES = { + "space": " ", + " ": " ", + "tab": "\t", + "\\t": "\t", + "comma": ",", + ",": ",", + "pipe": "|", + "|": "|", +} + + +def _say(msg: str) -> None: + print(f"[{datetime.now():%H:%M:%S}] {msg}") + + +def _parse_delim(s: str) -> str | None: + s_l = s.strip().lower() + if s_l in ("auto", "false"): + return None + if s_l in _DELIM_ALIASES: + return _DELIM_ALIASES[s_l] + if len(s) == 1: + return s + raise ValueError(f"Unsupported --delim={s!r}. Use one of: space, tab, comma, pipe, auto, or a single character.") + + +def _build_parser() -> argparse.ArgumentParser: + parser = argparse.ArgumentParser( + prog="fastpidc", + description="FastPIDC command-line runner (GPU-accelerated network inference)", + ) + parser.add_argument("--infile", required=True, help="Path to input expression table (space/CSV/TSV-like)") + parser.add_argument("--outfile", required=True, help="Where to write the PIDC edge list") + parser.add_argument( + "--delim", default="space", help="One of: 'space', 'tab', 'comma', 'pipe' or a single char. Default: space" + ) + parser.add_argument( + "--discretizer", + default="bayesian_blocks", + help="e.g. 'uniform_width', 'bayesian_blocks'. Default: bayesian_blocks", + ) + parser.add_argument("--estimator", default="maximum_likelihood", help="Default: maximum_likelihood") + parser.add_argument( + "--n_bins", type=int, default=10, help="Number of bins (ignored by bayesian_blocks). Default: 10" + ) + parser.add_argument("--base", type=int, default=2, help="Log base for MI (2, e-like int, 10). Default: 2") + parser.add_argument("--backend", default="cuda", choices=("cuda", "cpu"), help="PUC/PIDC backend. Default: cuda") + parser.add_argument( + "--bb-backend", + default="cuda", + choices=("cuda", "cpu"), + help="Bayesian-blocks backend. Default: cuda", + ) + parser.add_argument("--output-format", default="tsv", choices=("tsv", "npy"), help="Default: tsv") + parser.add_argument("--dump-mi-path", default=None, help="If set, dump MI scores here (.npy)") + parser.add_argument("--dump-puc-path", default=None, help="If set, dump pre-context PUC scores here (.npy)") + parser.add_argument("--verbose", action="store_true", help="Print detailed progress information") + return parser + + +def main(argv: list[str] | None = None) -> int: + parser = _build_parser() + args = parser.parse_args(argv) + + try: + delim = _parse_delim(args.delim) + except ValueError as e: + parser.error(str(e)) + return 2 + + if args.backend == "cuda" or args.bb_backend == "cuda": + _say("Checking for CUDA availability...") + from .cuda import cuda_available + + if not cuda_available(): + # The PUC backend has no CPU fallback, so a missing GPU is fatal + # there; Bayesian blocks falls back on its own with a warning. + if args.backend == "cuda": + _say( + "ERROR: CUDA backend requested, but cupy is not installed or no functional " + "GPU was detected. Try running with --backend cpu --bb-backend cpu" + ) + return 1 + else: + _say("CUDA GPU detected successfully.") + + config = PIDCConfig( + backend=args.backend, + bb_backend=args.bb_backend, + discretizer=args.discretizer, + estimator=args.estimator, + dump_mi_path=args.dump_mi_path, + dump_puc_path=args.dump_puc_path, + verbose=args.verbose, + ) + + print(">>> FastPIDC run configuration") + print(f" infile = {args.infile}") + print(f" outfile = {args.outfile}") + print(f" output_format = {args.output_format}") + print(f" delim = {args.delim}") + print(f" discretizer = {args.discretizer}") + print(f" estimator = {args.estimator}") + print(f" n_bins = {args.n_bins}") + print(f" base = {args.base}") + print(f" backend = {config.backend}") + print(f" bb_backend = {config.bb_backend}") + print(f" dump_mi_path = {config.dump_mi_path or 'none'}") + print(f" dump_puc_path = {config.dump_puc_path or 'none'}") + print(f" verbose = {config.verbose}") + print() + + _say(f"Reading data from {args.infile} ...") + t_start = time.time() + + try: + infer_network( + args.infile, + PIDCNetworkInference(), + delim=delim, + discretizer=args.discretizer, + estimator=args.estimator, + number_of_bins=args.n_bins, + base=args.base, + config=config, + out_file_path=args.outfile, + output_format=args.output_format, + ) + except Exception as e: + _say(f"ERROR: {e}") + print("\nTraceback:") + traceback.print_exc() + _say("Tip: If the error mentions discretization, try --discretizer uniform_width and --n_bins 10-20.") + return 1 + + _say(f"Wrote edges to {args.outfile}") + _say(f"All done. Total runtime: {time.time() - t_start:.1f} s") + return 0 + + +if __name__ == "__main__": + sys.exit(main()) diff --git a/python/src/fastpidc/cuda.py b/python/src/fastpidc/cuda.py new file mode 100644 index 0000000..84fe0e5 --- /dev/null +++ b/python/src/fastpidc/cuda.py @@ -0,0 +1,538 @@ +"""GPU-accelerated PUC scoring and Bayesian-blocks discretization. + +Host-side driver for the shared CUDA kernels in +``fastpidc/kernels/pidc_kernels.cu`` (see that file for the algorithm and +the sharing strategy with FastPIDC.jl's CUDA extension). Requires the +optional ``cupy`` dependency (install with ``pip install fastpidc[cuda]``) +and a functional GPU. + +Genes are processed along the target ("z") axis in chunks sized to fit the +currently free device memory, mirroring +``FastPIDCCUDAExt.compute_puc_full_cuda`` in FastPIDC.jl. +""" + +from __future__ import annotations + +import os +from functools import lru_cache +from pathlib import Path + +import numpy as np + +from .discretizers import BayesianBlocksProblem, BayesianBlocksSolution +from .types import Node + +__all__ = ["compute_puc_full_cuda", "cuda_available", "solve_bayesian_blocks_cuda"] + +_KERNEL_SOURCE_PATH = Path(__file__).with_name("kernels") / "pidc_kernels.cu" +_MAX_CHUNK_SIZE = 256 +# Headroom for the fixed buffers, allocator overhead and fragmentation, matching +# the safety factor used by FastPIDC.jl's CUDA extension. +_CHUNK_MEMORY_SAFETY_FACTOR = 0.8 +_FALLBACK_CUDA_HEADER_DIRS = ("/usr", "/usr/local/cuda") + + +def _ensure_cuda_path() -> None: + """Best-effort fallback for systems (e.g. some Debian/Ubuntu CUDA + installs) where the CUDA toolkit headers live under a system prefix + that cupy's nvrtc backend does not probe automatically. + + Must run before cupy is first imported: cupy resolves its include-path + search once (effectively at import time), so setting ``CUDA_PATH`` any + later has no effect. This is why it is invoked at import time below, + rather than lazily inside ``_load_module``. + """ + if "CUDA_PATH" in os.environ: + return + for candidate in _FALLBACK_CUDA_HEADER_DIRS: + if (Path(candidate) / "include" / "cuda_runtime.h").exists(): + os.environ["CUDA_PATH"] = candidate + return + + +_ensure_cuda_path() + + +def cuda_available() -> bool: + """Whether ``cupy`` is importable and reports a functional GPU.""" + try: + import cupy as cp + except ImportError: + return False + try: + return cp.cuda.runtime.getDeviceCount() > 0 + except Exception: + return False + + +@lru_cache(maxsize=1) +def _load_module(): + import cupy as cp + + _ensure_cuda_path() + source = _KERNEL_SOURCE_PATH.read_text() + return cp.RawModule(code=source, options=("--std=c++11",)) + + +def _chunk_size_for_free_memory(n: int, k_bins: int, free_bytes: int) -> int: + """Largest target-gene chunk whose intermediate buffers fit in + ``free_bytes`` of device memory, capped at :data:`_MAX_CHUNK_SIZE`. + + The chunked intermediates scale with ``k_bins**2 * n`` (joint counts) and + ``k_bins * n`` (specific information) per target gene, so an adaptive + discretizer that picks many bins can make even one gene per chunk too + large; that case raises instead of failing inside the allocator. + """ + bytes_per_chunk_column = k_bins**2 * n * np.dtype(np.int32).itemsize + k_bins * n * np.dtype(np.float64).itemsize + usable_bytes = free_bytes * _CHUNK_MEMORY_SAFETY_FACTOR + max_chunk_size = int(usable_bytes // bytes_per_chunk_column) + if max_chunk_size < 1: + raise RuntimeError( + f"compute_puc_full_cuda: even a single-gene chunk would require " + f"{bytes_per_chunk_column / 2**30:.2f} GiB of GPU memory (only " + f"{usable_bytes / 2**30:.2f} GiB usable), because the discretizer selected " + f"k_bins={k_bins} bins per gene. This is usually caused by an adaptive " + f'discretizer (e.g. "bayesian_blocks", the default) picking an unbounded ' + f'number of bins on a dataset with many samples. Try discretizer="uniform_width" ' + f"with a fixed, small number_of_bins (e.g. 10-20), or config.backend = 'cpu'." + ) + return min(max_chunk_size, _MAX_CHUNK_SIZE, n) + + +def compute_puc_full_cuda( + nodes: list[Node], *, base: float = 2, verbose: bool = False, chunk_size: int | None = None +) -> tuple[np.ndarray, np.ndarray]: + """GPU implementation of :func:`fastpidc.puc.compute_puc_full`. + + Parameters + ---------- + base : accepted for signature parity with the CPU path but unused: mutual + information is always computed in base 2 on the GPU, matching + FastPIDC.jl's CUDA extension. + chunk_size : number of target genes processed per pass. ``None`` (the + default) sizes it from the currently free device memory, as + FastPIDC.jl does. + """ + del base + if not cuda_available(): + raise RuntimeError( + "CUDA backend requested but cupy is not installed or no functional " + "GPU was detected. Install the 'cuda' extra and ensure a GPU is " + "available, or use config.backend = 'cpu'." + ) + + import cupy as cp + + module = _load_module() + joint_counts_kernel = module.get_function("joint_counts_kernel") + mi_si_kernel = module.get_function("mi_si_kernel") + puc_accumulation_kernel = module.get_function("puc_accumulation_kernel") + + n = len(nodes) + m = nodes[0].binned_values.size + k_bins = max(node.number_of_bins for node in nodes) + + if chunk_size is None: + chunk_size = _chunk_size_for_free_memory(n, k_bins, int(cp.cuda.runtime.memGetInfo()[0])) + + data_host = np.zeros((m, n), dtype=np.int32) + marginals_host = np.zeros((k_bins, n), dtype=np.float64) + for i, node in enumerate(nodes): + data_host[:, i] = node.binned_values + marginals_host[: node.number_of_bins, i] = node.probabilities + + data_gpu = cp.asarray(data_host) + marginals_gpu = cp.asarray(marginals_host) + + puc_scores_gpu = cp.zeros((n, n), dtype=cp.float64) + mi_matrix_gpu = cp.zeros((n, n), dtype=cp.float64) + + counts_chunk_gpu = cp.zeros((k_bins, k_bins, n, chunk_size), dtype=cp.int32) + si_chunk_gpu = cp.zeros((k_bins, n, chunk_size), dtype=cp.float64) + + threads = (16, 16) + + if verbose: + n_chunks = -(-n // chunk_size) + print(f"[fastpidc] GPU chunked PUC: processing {n} x {n} pairs (k_bins={k_bins})...") + print(f"[fastpidc] Using chunk size {chunk_size} ({n_chunks} iterations)") + + for z_start in range(0, n, chunk_size): + z_chunk_size = min(chunk_size, n - z_start) + + counts_chunk_gpu.fill(0) + si_chunk_gpu.fill(0.0) + + blocks = (-(-n // threads[0]), -(-z_chunk_size // threads[1])) + + joint_counts_kernel( + blocks, + threads, + ( + data_gpu, + counts_chunk_gpu, + np.int32(n), + np.int32(m), + np.int32(k_bins), + np.int32(z_start), + np.int32(z_chunk_size), + ), + ) + mi_si_kernel( + blocks, + threads, + ( + counts_chunk_gpu, + marginals_gpu, + mi_matrix_gpu, + si_chunk_gpu, + np.int32(n), + np.int32(m), + np.int32(k_bins), + np.int32(z_start), + np.int32(z_chunk_size), + ), + ) + puc_accumulation_kernel( + blocks, + threads, + ( + si_chunk_gpu, + mi_matrix_gpu, + puc_scores_gpu, + marginals_gpu, + np.int32(n), + np.int32(k_bins), + np.int32(z_start), + np.int32(z_chunk_size), + ), + ) + + puc_scores = cp.asnumpy(puc_scores_gpu) + mi_matrix = cp.asnumpy(mi_matrix_gpu) + + # Symmetrize: each ordered pair (x, z) only holds one of the two + # directional contributions (see the module docstring in pidc_kernels.cu). + puc_scores = puc_scores + puc_scores.T + + return mi_matrix, puc_scores + + +# --- Bayesian blocks -------------------------------------------------------- +# +# Mirrors ``FastPIDCCUDAExt``'s host code: genes are grouped into U_g quantile +# buckets (so each launch picks a thread count suited to its block sizes), each +# bucket is split into batches that fit a memory budget, and each batch is +# flattened into the packed buffers the shared kernel indexes with per-gene +# offsets. Back-pointers come back 0-based and are backtracked on the host. + +# Keep headroom for the CUDA context, allocator bookkeeping and other live +# allocations while still using most of the free device memory. +_BB_MEMORY_BUDGET_FRACTION = 0.65 +_BB_VALID_THREAD_COUNTS = (32, 64, 128, 256) +_BB_TYPE_SUFFIX = { + np.dtype(np.uint8): "u8", + np.dtype(np.uint16): "u16", + np.dtype(np.uint32): "u32", + np.dtype(np.uint64): "u64", +} + + +def _smallest_unsigned_dtype(max_value: int) -> np.dtype: + """Narrowest unsigned dtype that represents ``max_value`` exactly.""" + if max_value < 0: + raise ValueError("max_value must be nonnegative") + for dtype in (np.uint8, np.uint16, np.uint32, np.uint64): + if max_value <= np.iinfo(dtype).max: + return np.dtype(dtype) + raise ValueError(f"max_value {max_value} exceeds uint64") + + +def _bb_kernel_name(count_dtype: np.dtype, index_dtype: np.dtype) -> str: + """Entry point in the shared kernel source for these element types. + + CUDA C has no generics, so ``pidc_kernels.cu`` macro-generates one kernel + per valid (prefix-count, back-pointer) type pair and the host selects by + name. FastPIDC.jl's ``_bb_kernel_name`` resolves the same names. + """ + for dtype in (count_dtype, index_dtype): + if dtype not in _BB_TYPE_SUFFIX: + raise ValueError(f"Bayesian-block buffers must be an unsigned type; got {dtype}") + if index_dtype.itemsize > count_dtype.itemsize: + raise ValueError( + f"back-pointer type {index_dtype} is wider than the prefix-count type " + f"{count_dtype}, which the shared kernel does not instantiate " + "(U_g never exceeds the observation count)" + ) + return f"bayesian_blocks_dp_{_BB_TYPE_SUFFIX[count_dtype]}_{_BB_TYPE_SUFFIX[index_dtype]}" + + +def _bb_threads_for_max_u(max_u: int) -> int: + """Threads per block for a bucket whose largest problem has ``max_u`` + unique values.""" + if max_u <= 32: + return 32 + if max_u <= 512: + return 64 + if max_u <= 4096: + return 128 + return 256 + + +def _bb_prior_values(max_u: int) -> np.ndarray: + """Prior (eq. 21, Scargle 2012) per endpoint. + + It depends only on the endpoint, not on the gene, so it is computed once on + the host with the CPU solver's expression - which also removes it as a + source of CPU/GPU numerical variation. + """ + endpoints = np.arange(1, max_u + 1, dtype=np.float64) + return 4 - np.log(73.53 * 0.05 * (endpoints**-0.478)) + + +def _bb_quantile_buckets(problems: list[BayesianBlocksProblem]) -> list[list[int]]: + """Group gene indices into up to four buckets of similar U_g. + + U_g is already known from preparation, so this is an O(G log G) sort of + indices rather than another pass over the expression data. + """ + n = len(problems) + if n == 0: + return [] + order = sorted(range(n), key=lambda i: problems[i].prefix_counts.size) + n_buckets = min(4, n) + buckets = [] + for bucket in range(1, n_buckets + 1): + lo = (bucket - 1) * n // n_buckets + hi = bucket * n // n_buckets + if lo < hi: + buckets.append(order[lo:hi]) + return buckets + + +def _bb_problem_bytes(problem: BayesianBlocksProblem, count_dtype: np.dtype, index_dtype: np.dtype) -> int: + """Device bytes one prepared problem contributes to a batch.""" + u = problem.prefix_counts.size + return ( + 8 * (u + 1) # block lengths + + count_dtype.itemsize * u # prefix counts + + 8 * u # best scores + + index_dtype.itemsize * u # back-pointers + ) + + +def _bb_memory_batches( + bucket: list[int], + problems: list[BayesianBlocksProblem], + budget_bytes: int, + count_dtype: np.dtype, + index_dtype: np.dtype, +) -> list[list[int]]: + """Split a bucket into batches whose packed buffers fit ``budget_bytes``.""" + batches: list[list[int]] = [] + current: list[int] = [] + current_bytes = 0 + + for problem_index in bucket: + problem_bytes = _bb_problem_bytes(problems[problem_index], count_dtype, index_dtype) + if problem_bytes > budget_bytes: + raise RuntimeError( + f"One Bayesian-block problem requires {problem_bytes} bytes, which exceeds " + f"the CUDA batch budget of {budget_bytes} bytes. Reduce the number of unique " + "input values for that gene, or use bb_backend='cpu'." + ) + if current and current_bytes + problem_bytes > budget_bytes: + batches.append(current) + current = [] + current_bytes = 0 + current.append(problem_index) + current_bytes += problem_bytes + + if current: + batches.append(current) + return batches + + +def _flatten_bb_batch( + problems: list[BayesianBlocksProblem], problem_indices: list[int], count_dtype: np.dtype +) -> tuple[np.ndarray, np.ndarray, np.ndarray, np.ndarray, np.ndarray]: + """Pack a batch of problems into the flat buffers the shared kernel reads, + with 0-based per-gene offsets.""" + unique_counts = np.array([problems[i].prefix_counts.size for i in problem_indices], dtype=np.int32) + if unique_counts.size and unique_counts.max() > np.iinfo(np.int32).max: + raise ValueError("Bayesian-blocks CUDA backend supports at most 2**31-1 unique values per gene") + + state_offsets = np.zeros(len(problem_indices), dtype=np.int64) + block_offsets = np.zeros(len(problem_indices), dtype=np.int64) + state_offsets[1:] = np.cumsum(unique_counts, dtype=np.int64)[:-1] + block_offsets[1:] = np.cumsum(unique_counts.astype(np.int64) + 1)[:-1] + + total_states = int(unique_counts.sum()) + prefix_counts = np.empty(total_states, dtype=count_dtype) + block_lengths = np.empty(total_states + len(problem_indices), dtype=np.float64) + + for local_gene, problem_index in enumerate(problem_indices): + problem = problems[problem_index] + u = problem.prefix_counts.size + state_start = int(state_offsets[local_gene]) + block_start = int(block_offsets[local_gene]) + prefix_counts[state_start : state_start + u] = problem.prefix_counts + block_lengths[block_start : block_start + u + 1] = problem.edges[-1] - problem.edges + + return prefix_counts, block_lengths, state_offsets, block_offsets, unique_counts + + +def _change_points_from_last(last_values: np.ndarray, offset: int, n: int) -> np.ndarray: + """Backtrack one gene's 0-based device back-pointers into an edge path. + + A valid partition may place every unique value in its own block, so the + path holds up to ``n + 1`` entries. + """ + if n < 1: + raise ValueError("Bayesian-block backtracking requires n >= 1") + + change_points = np.empty(n + 1, dtype=np.int64) + cursor = n + 1 + ind = n + while True: + cursor -= 1 + change_points[cursor] = ind + if ind == 0: + break + next_ind = int(last_values[offset + ind - 1]) + if not 0 <= next_ind < ind: + raise RuntimeError(f"invalid Bayesian-block back-pointer {next_ind} for state {ind}") + ind = next_ind + + return change_points[cursor:] + + +def _solve_bb_batch( + problems: list[BayesianBlocksProblem], + problem_indices: list[int], + threads: int, + count_dtype: np.dtype, + index_dtype: np.dtype, + priors_gpu, +) -> list[BayesianBlocksSolution]: + import cupy as cp + + if threads not in _BB_VALID_THREAD_COUNTS: + raise ValueError(f"CUDA Bayesian blocks requires a thread count from {_BB_VALID_THREAD_COUNTS}; got {threads}") + + prefix_counts, block_lengths, state_offsets, block_offsets, unique_counts = _flatten_bb_batch( + problems, problem_indices, count_dtype + ) + + prefix_gpu = cp.asarray(prefix_counts) + block_gpu = cp.asarray(block_lengths) + state_offsets_gpu = cp.asarray(state_offsets) + block_offsets_gpu = cp.asarray(block_offsets) + unique_counts_gpu = cp.asarray(unique_counts) + best_gpu = cp.zeros(prefix_counts.size, dtype=cp.float64) + last_gpu = cp.zeros(prefix_counts.size, dtype=index_dtype) + final_scores_gpu = cp.zeros(len(problem_indices), dtype=cp.float64) + + kernel = _load_module().get_function(_bb_kernel_name(count_dtype, index_dtype)) + kernel( + (len(problem_indices),), + (threads,), + ( + prefix_gpu, + block_gpu, + state_offsets_gpu, + block_offsets_gpu, + unique_counts_gpu, + best_gpu, + last_gpu, + final_scores_gpu, + priors_gpu, + ), + ) + + last_values = cp.asnumpy(last_gpu) + final_scores = cp.asnumpy(final_scores_gpu) + # Return this batch's device buffers to cupy's pool now: a run may process + # many U_g buckets, and holding them until the next collection would eat + # into the budget the next batch was sized against. + del prefix_gpu, block_gpu, state_offsets_gpu, block_offsets_gpu + del unique_counts_gpu, best_gpu, last_gpu, final_scores_gpu + + return [ + BayesianBlocksSolution( + _change_points_from_last(last_values, int(state_offsets[local_gene]), int(unique_counts[local_gene])), + float(final_scores[local_gene]), + ) + for local_gene in range(len(problem_indices)) + ] + + +def solve_bayesian_blocks_cuda( + problems: list[BayesianBlocksProblem], *, verbose: bool = False +) -> list[BayesianBlocksSolution]: + """Solve prepared Bayesian-block problems on the GPU. + + Drives the shared ``bayesian_blocks_dp_*`` kernels, which use the same + deterministic first-maximum reduction as + :func:`fastpidc.discretizers.solve_bayesian_blocks_cpu`, so the selected + change points agree exactly with the CPU reference. + + Raises + ------ + RuntimeError + If no GPU backend is available, or if one gene's problem alone exceeds + the device memory budget. + """ + if not cuda_available(): + raise RuntimeError( + "CUDA Bayesian blocks requested but cupy is not installed or no functional " + "GPU was detected. Install the 'cuda' extra, or use bb_backend='cpu'." + ) + if not problems: + return [] + + import cupy as cp + + # A cumulative prefix count reaches the observation count, and back-pointers + # only need to index candidates up to U_g, so pick the narrowest exact type + # for each rather than paying for 64-bit buffers on every dataset. + sample_count = max(int(round(float(p.prefix_counts[-1]))) for p in problems) + max_u = max(p.prefix_counts.size for p in problems) + count_dtype = _smallest_unsigned_dtype(sample_count) + index_dtype = _smallest_unsigned_dtype(max_u) + + free_bytes = int(cp.cuda.runtime.memGetInfo()[0]) + budget_bytes = max(1, int(_BB_MEMORY_BUDGET_FRACTION * free_bytes)) + + if verbose: + unique_counts = sorted(p.prefix_counts.size for p in problems) + median_u = unique_counts[(len(unique_counts) - 1) // 2] + print( + f"[fastpidc] CUDA Bayesian blocks: {len(problems)} genes, " + f"U_g median={median_u}, max={unique_counts[-1]}, " + f"prefix counts={count_dtype}, back-pointers={index_dtype}" + ) + print(f"[fastpidc] CUDA Bayesian blocks memory budget: {budget_bytes / 2**30:.2f} GiB") + + priors_gpu = cp.asarray(_bb_prior_values(max_u)) + solutions: list[BayesianBlocksSolution | None] = [None] * len(problems) + + for bucket_number, bucket in enumerate(_bb_quantile_buckets(problems), start=1): + bucket_max_u = max(problems[i].prefix_counts.size for i in bucket) + threads = _bb_threads_for_max_u(bucket_max_u) + batches = _bb_memory_batches(bucket, problems, budget_bytes, count_dtype, index_dtype) + + if verbose: + bucket_min_u = min(problems[i].prefix_counts.size for i in bucket) + print( + f"[fastpidc] CUDA BB bucket {bucket_number}: {len(bucket)} genes, " + f"U_g={bucket_min_u}:{bucket_max_u}, threads={threads}, batches={len(batches)}" + ) + + for batch in batches: + for problem_index, solution in zip( + batch, _solve_bb_batch(problems, batch, threads, count_dtype, index_dtype, priors_gpu) + ): + solutions[problem_index] = solution + + return solutions # type: ignore[return-value] diff --git a/python/src/fastpidc/discretizers.py b/python/src/fastpidc/discretizers.py new file mode 100644 index 0000000..52f388d --- /dev/null +++ b/python/src/fastpidc/discretizers.py @@ -0,0 +1,313 @@ +"""Discretization algorithms for continuous data. + +Ported from FastPIDC.jl's ``src/discretizers.jl`` (itself vendored from +`Discretizers.jl `_), trimmed to the +uniform-width, uniform-count and Bayesian blocks binning used by FastPIDC. + +Unlike the Julia implementation, bin ids here are **0-indexed**, to match +Python/NumPy conventions. Bayesian-block change points are likewise +0-indexed into :attr:`BayesianBlocksProblem.edges`. + +This module holds the CPU Bayesian-block solver, which is the numerical +reference for both packages. The GPU solver lives in :mod:`fastpidc.cuda`, +which drives the same shared CUDA kernel FastPIDC.jl uses. +""" + +from __future__ import annotations + +import warnings +from dataclasses import dataclass + +import numpy as np + +__all__ = [ + "BayesianBlocksProblem", + "BayesianBlocksSolution", + "LinearDiscretizer", + "binedges_bayesian_blocks", + "binedges_uniform_count", + "binedges_uniform_width", + "get_bin_ids", + "prepare_bayesian_blocks", + "solve_bayesian_blocks_cpu", +] + + +class LinearDiscretizer: + """Encode values into bins defined by a sorted list of edges. + + A value ``v`` is encoded into bin ``b`` (0-indexed) if + ``binedges[b] <= v < binedges[b + 1]`` (the last bin is closed on both + ends). Values outside the edges are clamped to the nearest end bin. + """ + + __slots__ = ("binedges", "nbins") + + def __init__(self, binedges: np.ndarray): + binedges = np.asarray(binedges, dtype=np.float64) + if binedges.size < 2: + raise ValueError("bin edges must contain at least 2 values") + if np.any(np.diff(binedges) <= 0): + raise ValueError("Bin edges must be sorted in increasing order") + self.binedges = binedges + self.nbins = binedges.size - 1 + + def encode(self, x: np.ndarray) -> np.ndarray: + """Return the (0-indexed) bin id(s) that ``x`` falls into.""" + x = np.asarray(x, dtype=np.float64) + if np.any(np.isnan(x)): + raise ValueError("cannot encode NaN values") + # searchsorted(edges, x, side="right") - 1 gives the bin such that + # edges[b] <= x < edges[b+1], matching the bisection search used by + # the Julia implementation. + ids = np.searchsorted(self.binedges, x, side="right") - 1 + ids = np.clip(ids, 0, self.nbins - 1) + return ids + + +def binedges_uniform_width(data: np.ndarray, nbins: int) -> np.ndarray: + """``nbins + 1`` edges spaced evenly across ``data``'s range.""" + lo, hi = np.min(data), np.max(data) + if not hi > lo: + raise ValueError("data must contain more than one distinct value") + return np.linspace(lo, hi, nbins + 1) + + +def binedges_uniform_count(data: np.ndarray, nbins: int) -> np.ndarray: + """``nbins + 1`` edges such that each bin holds an (approximately) equal + number of sorted data points. + + Raises ``ValueError`` if there are fewer points than bins, or if any two + resulting edges coincide (non-unique bin edges). + """ + data = np.asarray(data, dtype=np.float64) + n = data.size + if n < nbins: + raise ValueError("too many bins requested") + + order = np.argsort(data, kind="stable") + sorted_data = data[order] + + counts_per_bin, remainder = divmod(n, nbins) + edges = np.empty(nbins + 1, dtype=np.float64) + edges[0] = sorted_data[0] + edges[-1] = sorted_data[-1] + + ind = 0 + for i in range(1, nbins): + counts = counts_per_bin + (1 if remainder > 0 else 0) + remainder -= 1 + ind += counts + edges[i] = (sorted_data[ind - 1] + sorted_data[ind]) / 2.0 + if edges[i - 1] == edges[i]: + raise ValueError("binedges non-unique") + + return edges + + +# --- Bayesian blocks ------------------------------------------------------- +# +# Histogram variant of the algorithm in Scargle (2012): event data are sorted, +# then binned by maximizing a fitness function via dynamic programming, so both +# the number and the placement of bins are chosen adaptively. Ported from the +# vendored implementation in FastPIDC.jl's ``discretizers.jl`` (originally by +# Michael P.H. Stumpf and T. Chan, based on Jake Vanderplas' Python code). +# +# Like the Julia implementation, preparation (sorting and unique-value +# compression, which is backend-independent) is separated from the dynamic +# program itself, so the two stages can be tested and compared in isolation. +# +# References +# ---------- +# Scargle 2012: http://adsabs.harvard.edu/abs/2012arXiv1207.5578S + + +@dataclass(frozen=True, slots=True) +class BayesianBlocksProblem: + """Prepared inputs for the Bayesian-block dynamic program. + + Attributes + ---------- + edges : ``(n_unique + 1,)`` candidate bin edges: the smallest observed + value, the midpoints between consecutive unique values, and the + largest observed value. + prefix_counts : ``(n_unique,)`` cumulative multiplicities, so + ``prefix_counts[i]`` is how many observations are ``<=`` the + ``i``-th unique value. Stored as float64 (they are exact integers + well below 2**53) so the dynamic program needs no casts. + """ + + edges: np.ndarray + prefix_counts: np.ndarray + + +@dataclass(frozen=True, slots=True) +class BayesianBlocksSolution: + """Selected change points and the final dynamic-program objective value. + + Attributes + ---------- + change_points : 0-indexed positions into :attr:`BayesianBlocksProblem.edges`. + score : the dynamic program's objective value at the last endpoint. + """ + + change_points: np.ndarray + score: float + + +def prepare_bayesian_blocks(data: np.ndarray) -> BayesianBlocksProblem: + """Sort one node's observations, collapse repeated values, and build the + prefix-count representation used by the dynamic program. + + Raises + ------ + ValueError + If ``data`` is empty. + """ + sorted_data = np.sort(np.ravel(np.asarray(data, dtype=np.float64))) + m = sorted_data.size + if m == 0: + raise ValueError("Bayesian blocks requires at least one observation") + + # One pass over the sorted values yields both the unique values and, for + # free, their cumulative multiplicities: each run boundary is exactly the + # number of observations at or below the preceding unique value. + boundaries = np.flatnonzero(sorted_data[1:] != sorted_data[:-1]) + 1 + run_starts = np.concatenate(([0], boundaries)) + unique_data = sorted_data[run_starts] + prefix_counts = np.concatenate((boundaries, [m])).astype(np.float64) + + n = unique_data.size + edges = np.empty(n + 1, dtype=np.float64) + edges[0] = unique_data[0] + edges[1:-1] = 0.5 * (unique_data[:-1] + unique_data[1:]) + edges[-1] = unique_data[-1] + + return BayesianBlocksProblem(edges, prefix_counts) + + +def solve_bayesian_blocks_cpu(problem: BayesianBlocksProblem) -> BayesianBlocksSolution: + """Solve one prepared Bayesian-block problem with the exact prefix-count + dynamic program. + + Prefix counts let each candidate block's observation count be recovered in + O(1), instead of maintaining a running count vector. The counts are exact + integers in float64, so the fitness values - and the first-maximum + tie-breaking that follows from them - are bit-identical to FastPIDC.jl's + reference solver. + """ + prefix_counts = problem.prefix_counts + n = prefix_counts.size + + if n == 1: + # A constant node: its two outer edges coincide, so the generic + # fitness expression would divide by a zero-width block. Return the + # degenerate two-edge partition explicitly, as the Julia reference does. + return BayesianBlocksSolution(np.array([0, 1], dtype=np.int64), 0.0) + + block_length = problem.edges[-1] - problem.edges + # counts_before[i] is the cumulative count strictly before candidate start + # i, so a block [i, K] holds prefix_counts[K] - counts_before[i] points. + counts_before = np.empty(n, dtype=np.float64) + counts_before[0] = 0.0 + counts_before[1:] = prefix_counts[:-1] + + best = np.zeros(n, dtype=np.float64) + last = np.zeros(n, dtype=np.int64) + + for k in range(n): # endpoint K = k + 1 in the reference's 1-indexed terms + counts = prefix_counts[k] - counts_before[: k + 1] + widths = block_length[: k + 1] - block_length[k + 1] + + # Prior (eq. 21) and fitness function (eq. 19) from Scargle 2012. + prior = 4 - np.log(73.53 * 0.05 * ((k + 1) ** -0.478)) + fitness = counts * np.log(counts / widths) - prior + fitness[1:] += best[:k] + + # np.argmax returns the first maximum, matching the reference scan's + # strict `>` comparison. + i_max = int(np.argmax(fitness)) + last[k] = i_max + best[k] = fitness[i_max] + + # The maximal partition places every unique value in its own block, so the + # backtracked path can hold up to n + 1 edge indices; reserve that many and + # fill from the end. + change_points = np.empty(n + 1, dtype=np.int64) + cursor = n + 1 + ind = n + while True: + cursor -= 1 + change_points[cursor] = ind + if ind == 0: + break + ind = int(last[ind - 1]) + + return BayesianBlocksSolution(change_points[cursor:], float(best[-1])) + + +def binedges_bayesian_blocks(data: np.ndarray) -> np.ndarray: + """Bayesian-blocks bin edges for ``data``. + + Convenience wrapper around :func:`prepare_bayesian_blocks` and + :func:`solve_bayesian_blocks_cpu`. + """ + problem = prepare_bayesian_blocks(data) + solution = solve_bayesian_blocks_cpu(problem) + return problem.edges[solution.change_points] + + +def _encode_uniform_width(values: np.ndarray, number_of_bins: int) -> tuple[np.ndarray, int]: + edges = binedges_uniform_width(values, number_of_bins) + return LinearDiscretizer(edges).encode(values), number_of_bins + + +def get_bin_ids(values: np.ndarray, mode: str, number_of_bins: int) -> tuple[np.ndarray, int]: + """Discretize ``values`` into bin ids using discretization method ``mode``. + + Parameters + ---------- + values : array of raw (continuous) data values. + mode : one of ``"bayesian_blocks"``, ``"uniform_width"``, + ``"uniform_count"`` or ``"binarize"``. Falls back to + ``"uniform_width"`` (with a :class:`RuntimeWarning`) if ``mode`` is + unrecognized, or if the requested method fails on this data. + number_of_bins : number of bins to use; ignored (and overwritten in the + return value) when ``mode == "bayesian_blocks"``. + + Returns + ------- + (bin_ids, number_of_bins) : the (0-indexed) bin id of each value, and the + actual number of bins used. + """ + values = np.asarray(values, dtype=np.float64) + lo, hi = np.min(values), np.max(values) + + if lo == hi: + return np.zeros(values.shape, dtype=np.int64), 1 + + if mode == "binarize": + return np.where(values == 0, 0, 1).astype(np.int64), 2 + + if mode == "uniform_width": + return _encode_uniform_width(values, number_of_bins) + + if mode == "uniform_count": + try: + edges = binedges_uniform_count(values, number_of_bins) + except ValueError: + warnings.warn("Uniform count failed, fell back to uniform width", RuntimeWarning, stacklevel=2) + return _encode_uniform_width(values, number_of_bins) + return LinearDiscretizer(edges).encode(values), number_of_bins + + if mode == "bayesian_blocks": + try: + edges = binedges_bayesian_blocks(values) + discretizer = LinearDiscretizer(edges) + except ValueError: + warnings.warn("Bayesian blocks failed, fell back to uniform width", RuntimeWarning, stacklevel=2) + return _encode_uniform_width(values, number_of_bins) + return discretizer.encode(values), discretizer.nbins + + warnings.warn(f"Discretizer {mode!r} doesn't exist, fell back to uniform width", RuntimeWarning, stacklevel=2) + return _encode_uniform_width(values, number_of_bins) diff --git a/python/src/fastpidc/dump.py b/python/src/fastpidc/dump.py new file mode 100644 index 0000000..33b73c1 --- /dev/null +++ b/python/src/fastpidc/dump.py @@ -0,0 +1,40 @@ +"""Binary diagnostic score dumps, shared by MI and PUC. + +Ported from FastPIDC.jl's ``src/mi_dump.jl`` and ``src/puc_dump.jl``. +""" + +from __future__ import annotations + +import numpy as np + +from .types import Node, PIDCConfig, score_genes_path, score_output_path, write_genes_file + +__all__ = ["dump_mi_scores", "dump_puc_scores"] + + +def _dump_score_matrix(scores: np.ndarray, nodes: list[Node], file_path: str, score_name: str) -> str: + n = len(nodes) + if scores.shape != (n, n): + raise ValueError(f"score matrix shape {scores.shape} does not match {n} nodes") + + output_path = score_output_path(file_path, score_name) + np.save(output_path, scores) + write_genes_file(score_genes_path(output_path, score_name), nodes) + return output_path + + +def dump_mi_scores(mi_scores: np.ndarray, nodes: list[Node], config: PIDCConfig) -> str | None: + """Write the full symmetric MI score matrix to ``_mi.npy`` + (float64), alongside a ``_genes.txt`` row/column sidecar.""" + if config.dump_mi_path is None: + return None + return _dump_score_matrix(mi_scores, nodes, config.dump_mi_path, "mi") + + +def dump_puc_scores(scores: np.ndarray, nodes: list[Node], config: PIDCConfig) -> str | None: + """Write the full symmetric pre-context PUC score matrix to + ``_puc.npy`` (float64), alongside a ``_genes.txt`` + row/column sidecar.""" + if config.dump_puc_path is None: + return None + return _dump_score_matrix(scores, nodes, config.dump_puc_path, "puc") diff --git a/python/src/fastpidc/information.py b/python/src/fastpidc/information.py new file mode 100644 index 0000000..20ba934 --- /dev/null +++ b/python/src/fastpidc/information.py @@ -0,0 +1,143 @@ +"""Probability estimators and information-theoretic formulae. + +Ported from FastPIDC.jl's ``src/information_measures.jl`` (itself vendored +from `InformationMeasures.jl +`_), trimmed to the +probability estimation and information-measure formulae used by FastPIDC. + +References +---------- +Hausser, J.; Strimmer, K. (2009). "Entropy Inference and the James-Stein +Estimator, with Application to Nonlinear Gene Association Networks". +https://arxiv.org/abs/0811.3579 + +Timme, N.; Alford, W.; Flecker, B.; Beggs, J.M. (2013). "Synergy, redundancy, +and multivariate information measures: an experimentalist's perspective". +Journal of Computational Neuroscience 36(2):119-140. +""" + +from __future__ import annotations + +import numpy as np + +__all__ = [ + "apply_mutual_information_formula", + "apply_redundancy_formula", + "apply_specific_information_formula", + "get_frequencies_from_bin_ids", + "get_joint_frequencies_from_bin_ids", + "get_lambda", + "get_probabilities", +] + + +def get_frequencies_from_bin_ids(bin_ids: np.ndarray, number_of_bins: int) -> np.ndarray: + """Count how many values fall into each of ``number_of_bins`` bins.""" + return np.bincount(bin_ids, minlength=number_of_bins).astype(np.float64) + + +def get_joint_frequencies_from_bin_ids( + bin_ids_x: np.ndarray, + bin_ids_y: np.ndarray, + number_of_bins_x: int, + number_of_bins_y: int, +) -> np.ndarray: + """Joint frequency of each ``(bin_ids_x, bin_ids_y)`` pair, as a + ``number_of_bins_x`` by ``number_of_bins_y`` matrix of counts.""" + flat_index = bin_ids_x.astype(np.int64) * number_of_bins_y + bin_ids_y.astype(np.int64) + counts = np.bincount(flat_index, minlength=number_of_bins_x * number_of_bins_y) + return counts.reshape(number_of_bins_x, number_of_bins_y).astype(np.float64) + + +# --- Probability estimators ------------------------------------------------- + + +def _probabilities_maximum_likelihood(frequencies: np.ndarray) -> np.ndarray: + return frequencies / frequencies.sum() + + +def _probabilities_dirichlet(frequencies: np.ndarray, prior: float) -> np.ndarray: + prior_frequencies = np.full(frequencies.shape, prior, dtype=np.float64) + return (frequencies + prior_frequencies) / (frequencies.sum() + prior_frequencies.sum()) + + +def get_lambda(normalized_frequencies: np.ndarray, target: float | np.ndarray, n: float) -> float: + """James-Stein shrinkage intensity given normalized frequencies, a + ``target`` distribution and sample size ``n``. Clamped to ``[0, 1]``.""" + if n == 0 or n == 1: + return 1.0 + varu = normalized_frequencies * (1 - normalized_frequencies) / (n - 1) + msp = float(np.sum((normalized_frequencies - target) ** 2)) + lam = 1.0 if msp == 0 else float(np.sum(varu) / msp) + return min(max(lam, 0.0), 1.0) + + +def _probabilities_shrinkage(frequencies: np.ndarray, lam: float | None) -> np.ndarray: + target = 1.0 / frequencies.size + n = frequencies.sum() + normalized_frequencies = frequencies / n + if lam is None: + lam = get_lambda(normalized_frequencies, target, n) + return lam * target + (1 - lam) * normalized_frequencies + + +def get_probabilities( + estimator: str, + frequencies: np.ndarray, + *, + lam: float | None = None, + prior: float = 1.0, +) -> np.ndarray: + """Estimate probabilities from bin ``frequencies``. + + Parameters + ---------- + estimator : ``"maximum_likelihood"`` (or ``"miller_madow"``, treated the + same), ``"shrinkage"`` or ``"dirichlet"``. + lam : shrinkage intensity, only used if ``estimator == "shrinkage"``. + Estimated automatically (via :func:`get_lambda`) if ``None``. + prior : Dirichlet prior, only used if ``estimator == "dirichlet"``. + """ + if estimator in ("maximum_likelihood", "miller_madow"): + return _probabilities_maximum_likelihood(frequencies) + if estimator == "shrinkage": + return _probabilities_shrinkage(frequencies, lam) + if estimator == "dirichlet": + return _probabilities_dirichlet(frequencies, prior) + raise ValueError(f"unknown estimator: {estimator!r}") + + +# --- Formulae ---------------------------------------------------------- + + +def _remove_non_finite(x: np.ndarray) -> np.ndarray: + return np.where(np.isfinite(x), x, 0.0) + + +def apply_mutual_information_formula(p_xy: np.ndarray, p_x: np.ndarray, p_y: np.ndarray, base: float) -> float: + """Mutual information ``sum(p_xy * log_base(p_xy / (p_x * p_y)))`` + between two variables. Non-finite terms (from zero probabilities) are + treated as zero.""" + with np.errstate(divide="ignore", invalid="ignore"): + terms = p_xy * (np.log(p_xy / (p_x * p_y)) / np.log(base)) + return float(np.sum(_remove_non_finite(terms))) + + +def apply_specific_information_formula( + p_xz: np.ndarray, p_x: np.ndarray, p_z: np.ndarray, axis: int, base: float +) -> np.ndarray: + """Specific information of a source variable with respect to a target + variable. Summation is performed along ``axis`` of ``p_xz`` (the + source's axis), so the result has one value per target bin.""" + with np.errstate(divide="ignore", invalid="ignore"): + terms = (p_xz / p_z) * (np.log(p_xz / (p_x * p_z)) / np.log(base)) + return np.sum(_remove_non_finite(terms), axis=axis) + + +def apply_redundancy_formula(p_z: np.ndarray, si1: np.ndarray, si2: np.ndarray, base: float) -> float: + """Redundancy between two source variables with respect to a common + target: the expectation (over ``p_z``) of ``min(si1, si2)``. ``base`` is + accepted for a consistent signature but unused (``si1``/``si2`` already + encode the log base they were computed with).""" + del base + return float(np.sum(np.ravel(p_z) * np.minimum(np.ravel(si1), np.ravel(si2)))) diff --git a/python/src/fastpidc/io.py b/python/src/fastpidc/io.py new file mode 100644 index 0000000..dbca215 --- /dev/null +++ b/python/src/fastpidc/io.py @@ -0,0 +1,403 @@ +"""Reading data files into :class:`~fastpidc.types.Node`s, and reading/writing +inferred networks. + +Ported from FastPIDC.jl's ``src/infer_network.jl``. +""" + +from __future__ import annotations + +import csv +import warnings +from collections.abc import Callable, Sequence + +import h5py +import numpy as np +from scipy import sparse + +from .discretizers import ( + BayesianBlocksProblem, + LinearDiscretizer, + prepare_bayesian_blocks, +) +from .information import get_frequencies_from_bin_ids, get_probabilities +from .types import ( + Edge, + InferredNetwork, + Node, + network_genes_path, + npy_output_path, + write_genes_file, +) + +__all__ = [ + "get_adjacency_matrix", + "get_nodes", + "read_network_file", + "write_network_file", + "write_network_npy", +] + +_SPARSE_KEY = "matrix_sparse_csc" +_MATRIX_KEYS = (_SPARSE_KEY, "matrix_dense", "X", "matrix", "data") + + +def _build_nodes( + labels: Sequence[str], + value_at: Callable[[int], np.ndarray], + *, + discretizer: str, + estimator: str, + number_of_bins: int, + bb_backend: str, + verbose: bool, +) -> list[Node]: + """Construct nodes from a callable returning one node's observations. + + With ``bb_backend="cuda"`` and the Bayesian-blocks discretizer, problems are + prepared on the CPU, solved as one batch on the GPU, and only then encoded + into bins - mirroring FastPIDC.jl's ``_build_nodes``. Every other + combination keeps the simpler per-node path. + """ + if bb_backend not in ("cpu", "cuda"): + raise ValueError(f"bb_backend must be 'cpu' or 'cuda', got {bb_backend!r}") + + if discretizer == "bayesian_blocks" and bb_backend == "cuda": + from .cuda import cuda_available + + if not cuda_available(): + # Unlike the PUC backend, this falls back rather than raising: both + # solvers select the same bin edges, so only throughput differs. + warnings.warn( + "CUDA Bayesian blocks requested, but cupy is not installed or no " + "functional GPU was found. Falling back to the CPU reference solver.", + RuntimeWarning, + stacklevel=3, + ) + bb_backend = "cpu" + + if discretizer != "bayesian_blocks" or bb_backend == "cpu": + return [ + Node.from_raw_values(str(label), np.ravel(value_at(i)), discretizer, estimator, number_of_bins) + for i, label in enumerate(labels) + ] + + return _build_nodes_bayesian_blocks_cuda( + labels, value_at, estimator=estimator, number_of_bins=number_of_bins, verbose=verbose + ) + + +def _build_nodes_bayesian_blocks_cuda( + labels: Sequence[str], + value_at: Callable[[int], np.ndarray], + *, + estimator: str, + number_of_bins: int, + verbose: bool, +) -> list[Node]: + from .cuda import solve_bayesian_blocks_cuda + + # `value_at` is called once per node in each pass rather than caching every + # node's values, so the batch only ever retains the prepared problems (as + # FastPIDC.jl's `_build_nodes` does). For a large expression matrix the + # cached copy would rival the matrix itself. + problems: list[BayesianBlocksProblem | None] = [] + for i in range(len(labels)): + try: + problems.append(prepare_bayesian_blocks(value_at(i))) + except ValueError: + problems.append(None) + + # Constant nodes (a single unique value) have no partition to search, and + # failed preparations have nothing to solve, so neither joins the batch. + active = [i for i, problem in enumerate(problems) if problem is not None and problem.prefix_counts.size > 1] + solutions = solve_bayesian_blocks_cuda( + [problems[i] for i in active], # type: ignore[misc] + verbose=verbose, + ) + solution_by_node = dict(zip(active, solutions)) + + nodes: list[Node] = [] + for i, label in enumerate(labels): + problem = problems[i] + values = np.ravel(np.asarray(value_at(i), dtype=np.float64)) + + if problem is None: + warnings.warn( + f"Bayesian blocks failed for {label}, fell back to uniform width", + RuntimeWarning, + stacklevel=3, + ) + nodes.append(Node.from_raw_values(str(label), values, "uniform_width", estimator, number_of_bins)) + continue + + if problem.prefix_counts.size == 1: + binned_values = np.zeros(values.size, dtype=np.int64) + bins = 1 + else: + edges = problem.edges[solution_by_node[i].change_points] + discretizer = LinearDiscretizer(edges) + binned_values = discretizer.encode(values) + bins = discretizer.nbins + + probabilities = get_probabilities(estimator, get_frequencies_from_bin_ids(binned_values, bins)) + nodes.append(Node(str(label), binned_values, bins, probabilities)) + problems[i] = None + + return nodes + + +def get_nodes( + data_file_path: str, + *, + delim: str | None = None, + discretizer: str = "bayesian_blocks", + estimator: str = "maximum_likelihood", + number_of_bins: int = 10, + bb_backend: str = "cuda", + verbose: bool = False, +) -> list[Node]: + """Get a list of all :class:`Node`s from a data file. + + Dispatches to :func:`_get_nodes_h5` for ``.h5`` files, or to the + whitespace/delimited text loader otherwise. ``bb_backend`` selects the + Bayesian-blocks solver (``"cuda"`` falls back to ``"cpu"`` with a warning + when no GPU is available). + """ + if str(data_file_path).endswith(".h5"): + return _get_nodes_h5( + data_file_path, + discretizer=discretizer, + estimator=estimator, + number_of_bins=number_of_bins, + bb_backend=bb_backend, + verbose=verbose, + ) + return _get_nodes_text( + data_file_path, + delim=delim, + discretizer=discretizer, + estimator=estimator, + number_of_bins=number_of_bins, + bb_backend=bb_backend, + verbose=verbose, + ) + + +def _get_nodes_text( + data_file_path: str, + *, + delim: str | None = None, + discretizer: str = "bayesian_blocks", + estimator: str = "maximum_likelihood", + number_of_bins: int = 10, + bb_backend: str = "cuda", + verbose: bool = False, +) -> list[Node]: + """Get a list of all Nodes from a data file. + + The first line of the file is assumed to be headers (discarded), and + each subsequent line represents one node:: + + Label data_value1 data_value2 ... + + though a different delimiter may be specified. ``"maximum_likelihood"`` + is recommended as the estimator for PUC and PIDC. + """ + with open(data_file_path, newline="") as fh: + reader = csv.reader(fh, delimiter=delim) if delim else _WhitespaceReader(fh) + next(reader) # discard header line + rows = [row for row in reader if row] + + return _build_nodes( + [row[0] for row in rows], + lambda i: np.array(rows[i][1:], dtype=np.float64), + discretizer=discretizer, + estimator=estimator, + number_of_bins=number_of_bins, + bb_backend=bb_backend, + verbose=verbose, + ) + + +class _WhitespaceReader: + """Minimal whitespace-delimited line reader, mirroring + ``DelimitedFiles.readdlm``'s default (any run of whitespace splits + fields).""" + + def __init__(self, fh): + self._fh = fh + + def __iter__(self): + return self + + def __next__(self): + line = next(self._fh) + return line.split() + + +def _get_nodes_h5( + data_file_path: str, + *, + discretizer: str = "bayesian_blocks", + estimator: str = "maximum_likelihood", + number_of_bins: int = 10, + bb_backend: str = "cuda", + verbose: bool = False, +) -> list[Node]: + """Get a list of all :class:`Node`s from an HDF5 (``.h5``) expression file. + + The file must contain a ``"gene_names"`` dataset, and an expression + matrix under one of ``"matrix_sparse_csc"``, ``"matrix_dense"``, ``"X"``, + ``"matrix"`` or ``"data"`` (checked in that order). The matrix may be a + dense HDF5 dataset, with the logical shape ``(cells, genes)`` as written + by AnnData/scanpy and reported by h5py, or an HDF5 group holding a CSC + sparse matrix (``"data"``, ``"indices"``, ``"indptr"`` datasets plus a + ``"shape"`` attribute) in that same ``(cells, genes)`` orientation. + """ + with h5py.File(data_file_path, "r") as f: + if "gene_names" not in f: + raise ValueError(f"Invalid HDF5 schema in {data_file_path}. Missing required dataset: 'gene_names'") + gene_names = [name.decode() if isinstance(name, bytes) else str(name) for name in f["gene_names"][()]] + + matrix_key = next((key for key in _MATRIX_KEYS if key in f), None) + if matrix_key is None: + raise ValueError("Could not find expression data. Expected key 'X' or similar.") + + obj = f[matrix_key] + + if isinstance(obj, h5py.Group): + required = ("data", "indices", "indptr") + if not all(k in obj for k in required): + raise ValueError( + f"Sparse matrix group '{matrix_key}' is missing required datasets: 'data', 'indices', or 'indptr'." + ) + if "shape" not in obj.attrs: + raise ValueError(f"Sparse matrix group '{matrix_key}' is missing the required attribute: 'shape'.") + shape = tuple(int(s) for s in obj.attrs["shape"]) + x_raw = sparse.csc_matrix((obj["data"][()], obj["indices"][()], obj["indptr"][()]), shape=shape) + elif isinstance(obj, h5py.Dataset): + # h5py reports the dataset's logical shape as stored, (cells, genes). + x_raw = obj[()] + else: + raise ValueError(f"Object at '{matrix_key}' is neither an HDF5 group nor a dataset.") + + def column_at(i: int) -> np.ndarray: + column = x_raw[:, i] + if sparse.issparse(column): + column = column.todense() + return np.asarray(column, dtype=np.float64).ravel() + + return _build_nodes( + gene_names, + column_at, + discretizer=discretizer, + estimator=estimator, + number_of_bins=number_of_bins, + bb_backend=bb_backend, + verbose=verbose, + ) + + +def write_network_file(file_path: str, inferred_network: InferredNetwork) -> None: + """Write a network file from an :class:`InferredNetwork`. + + Each line contains an edge; since networks are undirected, each edge is + written in both directions with the same weight:: + + LabelX LabelY WeightXY + LabelY LabelX WeightXY + ... + """ + with open(file_path, "w") as out: + for edge in inferred_network.edges: + n1, n2 = edge.nodes + out.write(f"{n1.label}\t{n2.label}\t{edge.weight}\n") + out.write(f"{n2.label}\t{n1.label}\t{edge.weight}\n") + + +def write_network_npy(file_path: str, inferred_network: InferredNetwork) -> None: + """Write an inferred undirected weighted network as a dense NumPy binary + file (``.npy``) plus a sidecar gene list file preserving row/column order. + + Outputs + ------- + file_path : ``N x N`` dense weighted adjacency matrix (float32). + ``_genes.txt`` : one gene label per line, matching matrix + row/column order. + """ + file_path = npy_output_path(file_path) + + labels = [node.label for node in inferred_network.nodes] + labels_to_ids = {label: i for i, label in enumerate(labels)} + n = len(labels) + + adjacency = np.zeros((n, n), dtype=np.float32) + for edge in inferred_network.edges: + i = labels_to_ids[edge.nodes[0].label] + j = labels_to_ids[edge.nodes[1].label] + w = np.float32(edge.weight) + adjacency[i, j] = w + adjacency[j, i] = w + + np.save(file_path, adjacency) + write_genes_file(network_genes_path(file_path), inferred_network.nodes) + + +def read_network_file(file_path: str) -> InferredNetwork: + """Read a network file and create an :class:`InferredNetwork`. + + Assumes each line contains an edge and each edge is written in both + directions with the same weight (see :func:`write_network_file`). + """ + labels_to_nodes: dict[str, Node] = {} + edges: list[Edge] = [] + + def _get_node(label: str) -> Node: + if label not in labels_to_nodes: + labels_to_nodes[label] = Node(label) + return labels_to_nodes[label] + + with open(file_path) as fh: + for line_number, line in enumerate(fh): + if line_number % 2 != 0: + continue # each edge is written twice; keep only one direction + if not line.strip(): + continue + label1, label2, weight = line.split() + n1, n2 = _get_node(label1), _get_node(label2) + edges.append(Edge((n1, n2), float(weight))) + + return InferredNetwork(list(labels_to_nodes.values()), edges) + + +def get_adjacency_matrix( + inferred_network: InferredNetwork, threshold: float = 0.1, *, absolute: bool = False +) -> tuple[np.ndarray, dict[str, int], dict[int, str]]: + """Get an adjacency matrix given an :class:`InferredNetwork` and a + threshold. + + If ``absolute`` is ``False`` (default), ``threshold`` is the proportion + of (highest-weighted) edges to keep; otherwise it is interpreted as an + absolute confidence score, and all edges with weight ``>= threshold`` + are kept. + """ + nodes = inferred_network.nodes + n = len(nodes) + adjacency = np.zeros((n, n), dtype=bool) + + labels_to_ids = {node.label: i for i, node in enumerate(nodes)} + ids_to_labels = {i: node.label for i, node in enumerate(nodes)} + + edges = inferred_network.edges + if absolute: + number_of_edges = next((i for i, e in enumerate(edges) if e.weight < threshold), len(edges)) + else: + number_of_edges = round(len(edges) * threshold) + + for edge in edges[:number_of_edges]: + i = labels_to_ids[edge.nodes[0].label] + j = labels_to_ids[edge.nodes[1].label] + adjacency[i, j] = True + adjacency[j, i] = True + + return adjacency, labels_to_ids, ids_to_labels diff --git a/python/src/fastpidc/kernels/pidc_kernels.cu b/python/src/fastpidc/kernels/pidc_kernels.cu new file mode 100644 index 0000000..d640104 --- /dev/null +++ b/python/src/fastpidc/kernels/pidc_kernels.cu @@ -0,0 +1,362 @@ +// Shared CUDA kernels for PIDC network inference. +// +// This is the canonical GPU implementation of the two compute-heavy stages of +// FastPIDC: +// +// * The chunked PUC algorithm: for each chunk of "target" genes z, it (1) +// accumulates joint bin-count histograms between every source gene x and +// each target z in the chunk, (2) turns those histograms into pairwise +// mutual information and specific-information values, and (3) accumulates +// the resulting Proportional Unique Contribution (PUC) scores. +// * The Bayesian-blocks dynamic program used to discretize each gene, with +// one CUDA block per gene (see the second section below). +// +// It is written in plain CUDA C (no Julia- or Python-specific glue) so it +// is compiled and launched from either language's GPU bindings, both at +// runtime, from this one file: +// * Python: loaded via `cupy.RawModule` (see `fastpidc.cuda`), which +// invokes nvrtc to compile this source. +// * Julia: the FastPIDC.jl CUDA extension (`ext/FastPIDCCUDAExt`) shells +// out to `nvcc --ptx` to compile this source for the active device's +// compute capability, then loads the result with `CUDA.CuModule` and +// drives it with `CUDA.cudacall`. +// +// Both hosts pass 0-indexed bin ids, marginals and offsets in the shapes +// documented per kernel below; FastPIDC.jl is 1-indexed internally, so its host +// code shifts bin ids and block offsets down by one before upload, and shifts +// the Bayesian-block back-pointers back up after download. Only float scores +// otherwise cross that boundary. +// +// All arrays are indexed 0-based, row-major (C order), and passed as flat +// buffers with the shapes documented per kernel. + +extern "C" { + +// data: (m, n) int32 -- data[s * n + x] = bin id of gene x, sample s +// counts: (k_bins, k_bins, n, chunk) int32, zero-initialized by the caller +// counts[((u * k_bins + v) * n + x) * chunk + z_local] +// One thread handles one (x, z_local) pair, looping over all m samples. +__global__ void joint_counts_kernel( + const int* __restrict__ data, + int* counts, + int n, int m, int k_bins, + int z_start, int z_chunk_size) +{ + int x = blockIdx.x * blockDim.x + threadIdx.x; + int z_local = blockIdx.y * blockDim.y + threadIdx.y; + if (x >= n || z_local >= z_chunk_size) return; + + int z_global = z_start + z_local; + if (z_global >= n || x == z_global) return; + + for (int s = 0; s < m; ++s) { + int u = data[s * n + x]; + int v = data[s * n + z_global]; + if (u >= 0 && u < k_bins && v >= 0 && v < k_bins) { + int idx = ((u * k_bins + v) * n + x) * z_chunk_size + z_local; + atomicAdd(&counts[idx], 1); + } + } +} + +// counts: (k_bins, k_bins, n, chunk) int32, as produced above +// marginals: (k_bins, n) float64 -- marginals[v * n + x] = P(gene x == bin v) +// mi_matrix: (n, n) float64 -- mi_matrix[x * n + z] +// si_matrix: (k_bins, n, chunk) float64 -- si_matrix[(v * n + x) * chunk + z_local] +// specific information of source x with respect to target z_global, +// at target bin v. +// One thread handles one (x, z_local) pair. +__global__ void mi_si_kernel( + const int* __restrict__ counts, + const double* __restrict__ marginals, + double* mi_matrix, + double* si_matrix, + int n, int m, int k_bins, + int z_start, int z_chunk_size) +{ + int x = blockIdx.x * blockDim.x + threadIdx.x; + int z_local = blockIdx.y * blockDim.y + threadIdx.y; + if (x >= n || z_local >= z_chunk_size) return; + + int z_global = z_start + z_local; + if (z_global >= n || x == z_global) return; + + double inv_m = 1.0 / (double)m; + double mi_val = 0.0; + + for (int v = 0; v < k_bins; ++v) { + double p_z_v = marginals[v * n + z_global]; + if (p_z_v <= 0.0) continue; + + double si_v = 0.0; + for (int u = 0; u < k_bins; ++u) { + double p_x_u = marginals[u * n + x]; + if (p_x_u <= 0.0) continue; + + int c_uv = counts[((u * k_bins + v) * n + x) * z_chunk_size + z_local]; + double p_uv = (double)c_uv * inv_m; + + if (p_uv > 0.0) { + mi_val += p_uv * log2(p_uv / (p_x_u * p_z_v)); + double p_u_cond_v = p_uv / p_z_v; + si_v += p_u_cond_v * log2(p_u_cond_v / p_x_u); + } + } + si_matrix[(v * n + x) * z_chunk_size + z_local] = si_v; + } + + mi_matrix[x * n + z_global] = mi_val; +} + +// si_matrix: (k_bins, n, chunk) float64, as produced above +// mi_matrix: (n, n) float64 +// puc_scores: (n, n) float64 -- puc_scores[x * n + z_global] (one direction only; +// the caller must symmetrize puc_scores[i,j] + puc_scores[j,i]) +// marginals: (k_bins, n) float64 +// One thread handles one (x, z_local) pair, looping internally over source y. +__global__ void puc_accumulation_kernel( + const double* __restrict__ si_matrix, + const double* __restrict__ mi_matrix, + double* puc_scores, + const double* __restrict__ marginals, + int n, int k_bins, + int z_start, int z_chunk_size) +{ + int x = blockIdx.x * blockDim.x + threadIdx.x; + int z_local = blockIdx.y * blockDim.y + threadIdx.y; + if (x >= n || z_local >= z_chunk_size) return; + + int z_global = z_start + z_local; + if (z_global >= n || x == z_global) return; + + double mi_xz = mi_matrix[x * n + z_global]; + if (mi_xz <= 1e-12) return; + + double local_puc = 0.0; + for (int y = 0; y < n; ++y) { + if (y == x || y == z_global) continue; + + double redundancy = 0.0; + for (int k = 0; k < k_bins; ++k) { + double p_z_k = marginals[k * n + z_global]; + if (p_z_k <= 0.0) continue; + + double si_x = si_matrix[(k * n + x) * z_chunk_size + z_local]; + double si_y = si_matrix[(k * n + y) * z_chunk_size + z_local]; + redundancy += p_z_k * fmin(si_x, si_y); + } + + double score = (mi_xz - redundancy) / mi_xz; + if (isfinite(score) && score > 0.0) { + local_puc += score; + } + } + + puc_scores[x * n + z_global] = local_puc; +} + +} // extern "C" + +// --------------------------------------------------------------------------- +// Bayesian blocks dynamic program +// --------------------------------------------------------------------------- +// +// Exact Bayesian-blocks segmentation (Scargle 2012) of one gene's sorted, +// unique-value-collapsed observations. One CUDA block handles one gene. +// +// Endpoints K stay sequential because best[K] depends on earlier endpoints, +// while the threads within a block evaluate the candidate block starts i <= K +// in parallel and reduce them with a deterministic first-maximum rule: a +// higher score wins, and an exact tie takes the smaller i. That reproduces the +// CPU reference's strict-`>` left-to-right scan for any launch geometry, so +// CPU and GPU agree on the selected partition bit for bit. +// +// Several genes' problems are packed back to back into flat buffers; each +// gene's slices start at state_offsets[gene] (arrays with one entry per unique +// value) and block_offsets[gene] (block lengths, one entry per unique value +// plus one). Both offsets are 0-based, like every other index in this file. +// +// The prefix-count and back-pointer element types are chosen per batch by the +// host, from the observation count and the largest U_g respectively, so wide +// integers are not paid for on datasets that do not need them. C has no +// generics, so the entry points below are macro-generated per (count, +// back-pointer) type pair; the host picks the matching name. +// +// prefix_counts: (total_states,) CountT -- cumulative multiplicities per gene +// block_lengths: (total_states + n_genes,) float64 -- edges[end] - edges[j] +// state_offsets: (n_genes,) int64 -- 0-based start in prefix/best/last +// block_offsets: (n_genes,) int64 -- 0-based start in block_lengths +// unique_counts: (n_genes,) int32 -- U_g per gene +// best: (total_states,) float64 -- output, per-endpoint objective +// last: (total_states,) IndexT -- output, 0-based predecessor index +// final_scores: (n_genes,) float64 -- output, objective at endpoint U_g +// priors: (>= max U_g,) float64 -- prior per endpoint, host-computed +// +// Launch with blocks = n_genes and threads in {32, 64, 128, 256}. + +#define FASTPIDC_BB_MAX_THREADS 256 +#define FASTPIDC_BB_MAX_WARPS (FASTPIDC_BB_MAX_THREADS / 32) +#define FASTPIDC_BB_NO_CANDIDATE 0x7FFFFFFF + +// Built as a bit pattern rather than via 's INFINITY / : +// nvrtc (which cupy uses) compiles without the host headers nvcc pulls in, and +// this file must build identically under both. +__device__ __forceinline__ double fastpidc_negative_infinity() +{ + return __longlong_as_double((long long)0xFFF0000000000000ULL); +} + +// Higher score wins; an exact tie keeps the smaller candidate index. +__device__ __forceinline__ bool fastpidc_bb_take_other( + double other_score, int other_i, double current_score, int current_i) +{ + return other_score > current_score || + (other_score == current_score && other_i < current_i); +} + +template +__device__ void fastpidc_bayesian_blocks_dp( + const CountT* __restrict__ prefix_counts, + const double* __restrict__ block_lengths, + const long long* __restrict__ state_offsets, + const long long* __restrict__ block_offsets, + const int* __restrict__ unique_counts, + double* best, + IndexT* last, + double* final_scores, + const double* __restrict__ priors) +{ + // One candidate per thread, then one reduced candidate per warp. Shared + // memory rather than shuffles keeps the reduction order fixed and explicit. + __shared__ double thread_scores[FASTPIDC_BB_MAX_THREADS]; + __shared__ int thread_indices[FASTPIDC_BB_MAX_THREADS]; + __shared__ double warp_scores[FASTPIDC_BB_MAX_WARPS]; + __shared__ int warp_indices[FASTPIDC_BB_MAX_WARPS]; + + const int gene = blockIdx.x; + const int tid = threadIdx.x; + const int nthreads = blockDim.x; + const int lane = tid & 31; + const int warp = tid >> 5; + const int nwarps = nthreads >> 5; + + const long long state_start = state_offsets[gene]; + const long long block_start = block_offsets[gene]; + const int n_unique = unique_counts[gene]; + + // Match the CPU reference's singleton behavior explicitly. The generic + // event-fitness expression has zero block width when U_g == 1, whereas a + // constant gene should deterministically return its two outer edges and an + // objective score of zero. Every thread returns, so no barrier diverges. + if (n_unique == 1) { + if (tid == 0) { + best[state_start] = 0.0; + last[state_start] = (IndexT)0; + final_scores[gene] = 0.0; + } + return; + } + + for (int k = 0; k < n_unique; ++k) { + const double block_length_end = block_lengths[block_start + k + 1]; + const double prefix_k = (double)prefix_counts[state_start + k]; + const double prior = priors[k]; + + double local_best = fastpidc_negative_infinity(); + int local_i = FASTPIDC_BB_NO_CANDIDATE; + + for (int i = tid; i <= k; i += nthreads) { + const double prefix_before = + (i == 0) ? 0.0 : (double)prefix_counts[state_start + i - 1]; + const double count = prefix_k - prefix_before; + const double width = block_lengths[block_start + i] - block_length_end; + + // Fitness function (eq. 19) and prior (eq. 21) from Scargle 2012. + double fit = count * log(count / width) - prior; + if (i > 0) { + fit += best[state_start + i - 1]; + } + + if (fastpidc_bb_take_other(fit, i, local_best, local_i)) { + local_best = fit; + local_i = i; + } + } + + thread_scores[tid] = local_best; + thread_indices[tid] = local_i; + __syncthreads(); + + // Each warp leader scans its 32 thread-local candidates in a fixed + // order, so ties still resolve to the smaller i regardless of how the + // candidates were distributed across threads. + if (lane == 0) { + const int warp_start = warp * 32; + double warp_best = thread_scores[warp_start]; + int warp_i = thread_indices[warp_start]; + for (int slot = warp_start + 1; slot < warp_start + 32; ++slot) { + if (fastpidc_bb_take_other( + thread_scores[slot], thread_indices[slot], warp_best, warp_i)) { + warp_best = thread_scores[slot]; + warp_i = thread_indices[slot]; + } + } + warp_scores[warp] = warp_best; + warp_indices[warp] = warp_i; + } + __syncthreads(); + + if (tid == 0) { + double block_best = warp_scores[0]; + int block_i = warp_indices[0]; + for (int slot = 1; slot < nwarps; ++slot) { + if (fastpidc_bb_take_other( + warp_scores[slot], warp_indices[slot], block_best, block_i)) { + block_best = warp_scores[slot]; + block_i = warp_indices[slot]; + } + } + best[state_start + k] = block_best; + // IndexT was selected by the host from max(U_g), so this narrowing + // conversion is exact. + last[state_start + k] = (IndexT)block_i; + if (k == n_unique - 1) { + final_scores[gene] = block_best; + } + } + + // best[k] lives in global memory and every thread reads it at the next + // endpoint, so the write must be visible before advancing k. + __syncthreads(); + } +} + +#define FASTPIDC_BB_KERNEL(NAME, COUNT_T, INDEX_T) \ + extern "C" __global__ void NAME( \ + const COUNT_T* __restrict__ prefix_counts, \ + const double* __restrict__ block_lengths, \ + const long long* __restrict__ state_offsets, \ + const long long* __restrict__ block_offsets, \ + const int* __restrict__ unique_counts, \ + double* best, \ + INDEX_T* last, \ + double* final_scores, \ + const double* __restrict__ priors) \ + { \ + fastpidc_bayesian_blocks_dp( \ + prefix_counts, block_lengths, state_offsets, block_offsets, \ + unique_counts, best, last, final_scores, priors); \ + } + +// U_g never exceeds the observation count, so the back-pointer type is never +// wider than the prefix-count type; only those pairs are instantiated. +FASTPIDC_BB_KERNEL(bayesian_blocks_dp_u8_u8, unsigned char, unsigned char) +FASTPIDC_BB_KERNEL(bayesian_blocks_dp_u16_u8, unsigned short, unsigned char) +FASTPIDC_BB_KERNEL(bayesian_blocks_dp_u16_u16, unsigned short, unsigned short) +FASTPIDC_BB_KERNEL(bayesian_blocks_dp_u32_u8, unsigned int, unsigned char) +FASTPIDC_BB_KERNEL(bayesian_blocks_dp_u32_u16, unsigned int, unsigned short) +FASTPIDC_BB_KERNEL(bayesian_blocks_dp_u32_u32, unsigned int, unsigned int) +FASTPIDC_BB_KERNEL(bayesian_blocks_dp_u64_u8, unsigned long long, unsigned char) +FASTPIDC_BB_KERNEL(bayesian_blocks_dp_u64_u16, unsigned long long, unsigned short) +FASTPIDC_BB_KERNEL(bayesian_blocks_dp_u64_u32, unsigned long long, unsigned int) +FASTPIDC_BB_KERNEL(bayesian_blocks_dp_u64_u64, unsigned long long, unsigned long long) diff --git a/python/src/fastpidc/network.py b/python/src/fastpidc/network.py new file mode 100644 index 0000000..ef4f850 --- /dev/null +++ b/python/src/fastpidc/network.py @@ -0,0 +1,256 @@ +"""Network inference algorithms and the :class:`InferredNetwork` builder. + +MI, CLR, PUC and PIDC are explained in Chan, Stumpf & Babtie (2017) +(http://biorxiv.org/content/early/2017/04/26/082099), along with terms such +as specific information, proportional unique contribution, context, etc. + +Ported from FastPIDC.jl's ``src/network_inference.jl`` and ``src/infer_network.jl``. +""" + +from __future__ import annotations + +from dataclasses import dataclass + +import numpy as np +from scipy import stats + +from .information import ( + apply_mutual_information_formula, + apply_specific_information_formula, + get_joint_frequencies_from_bin_ids, + get_probabilities, +) +from .types import Edge, InferredNetwork, Node, PIDCConfig + +__all__ = [ + "AbstractNetworkInference", + "CLRNetworkInference", + "MINetworkInference", + "PIDCNetworkInference", + "PUCNetworkInference", + "build_sorted_edges", + "get_joint_probabilities", + "get_mi_and_si", + "get_mi_scores", + "get_weights", + "infer_network_from_nodes", +] + + +@dataclass(frozen=True, slots=True) +class AbstractNetworkInference: + """Base class for network inference algorithm selectors. + + Concrete subclasses select behavior via the :attr:`apply_context` and + :attr:`get_puc` class attributes. + """ + + apply_context: bool = False + get_puc: bool = False + + +class MINetworkInference(AbstractNetworkInference): + """Mutual information (MI): raw pairwise MI as edge weights.""" + + def __init__(self) -> None: + super().__init__(apply_context=False, get_puc=False) + + +class CLRNetworkInference(AbstractNetworkInference): + """Context Likelihood of Relatedness (CLR): MI weights with per-node + background context applied.""" + + def __init__(self) -> None: + super().__init__(apply_context=True, get_puc=False) + + +class PUCNetworkInference(AbstractNetworkInference): + """Proportional Unique Contribution (PUC): redundancy-corrected MI, + without context.""" + + def __init__(self) -> None: + super().__init__(apply_context=False, get_puc=True) + + +class PIDCNetworkInference(AbstractNetworkInference): + """Partial Information Decomposition and Context (PIDC): PUC scores with + per-node background context applied.""" + + def __init__(self) -> None: + super().__init__(apply_context=True, get_puc=True) + + +def get_joint_probabilities(node1: Node, node2: Node, estimator: str) -> tuple[np.ndarray, np.ndarray, np.ndarray]: + """Estimate the joint probability distribution for ``node1`` and + ``node2`` (a matrix over their bin ids) using ``estimator``, along with + the marginal distributions recovered by summing over the other node's + bins.""" + frequencies = get_joint_frequencies_from_bin_ids( + node1.binned_values, node2.binned_values, node1.number_of_bins, node2.number_of_bins + ) + probabilities = get_probabilities(estimator, frequencies) + # `probabilities` is already a property of each Node, but recomputing it + # gets the correct array shapes and, for MI/CLR, means we don't assume + # the marginal for a node is always the same no matter the second node + # (allowing estimators other than maximum_likelihood). We still can't do + # this for PUC/PIDC, since 3-node joint distributions in `puc.py` do + # make that assumption. + probabilities1 = probabilities.sum(axis=1, keepdims=True) + probabilities2 = probabilities.sum(axis=0, keepdims=True) + return probabilities, probabilities1, probabilities2 + + +def get_mi_and_si(node1: Node, node2: Node, estimator: str, base: float) -> tuple[float, np.ndarray, np.ndarray]: + """Mutual information between ``node1`` and ``node2``, plus the specific + information of each node with respect to the other.""" + probabilities, p1, p2 = get_joint_probabilities(node1, node2, estimator) + mi = apply_mutual_information_formula(probabilities, p1, p2, base) + # probabilities has shape (node1.number_of_bins, node2.number_of_bins); + # axis 0 is node1's (the source, for si1) axis, axis 1 is node2's. + si1 = apply_specific_information_formula(probabilities, p1, p2, 0, base) + si2 = apply_specific_information_formula(probabilities, p2, p1, 1, base) + return mi, si1, si2 + + +def get_mi_scores(nodes: list[Node], estimator: str, base: float) -> np.ndarray: + """Pairwise mutual information between all ``nodes``, as a symmetric + ``len(nodes)`` by ``len(nodes)`` matrix (the diagonal is left as zero).""" + n = len(nodes) + scores = np.zeros((n, n), dtype=np.float64) + for i in range(n): + for j in range(i + 1, n): + mi, _, _ = get_mi_and_si(nodes[i], nodes[j], estimator, base) + scores[i, j] = mi + scores[j, i] = mi + return scores + + +def _fit_gamma(scores_i: np.ndarray) -> tuple[float, float] | None: + """MLE-fit a zero-located Gamma distribution to ``scores_i``, returning + ``(shape, scale)``, or ``None`` if the fit is not viable (mirroring the + Julia implementation's try/catch fallback to CLR-style z-scores).""" + if scores_i.size < 2 or np.any(scores_i <= 0) or np.var(scores_i) == 0: + return None + try: + shape, _loc, scale = stats.gamma.fit(scores_i, floc=0) + except Exception: + return None + if not (np.isfinite(shape) and np.isfinite(scale) and shape > 0 and scale > 0): + return None + return float(shape), float(scale) + + +def get_weights( + inference: PIDCNetworkInference | CLRNetworkInference, + scores: np.ndarray, + nodes: list[Node], +) -> np.ndarray: + """Apply background-context weighting to raw pairwise ``scores`` (MI for + :class:`CLRNetworkInference`, PUC for :class:`PIDCNetworkInference`). + + For each node, a background distribution of its scores against all + other nodes is used to standardize its scores: for + :class:`PIDCNetworkInference`, a Gamma distribution is fit to the + background (falling back to a CLR-style z-score if the fit fails for + either node in a pair); for :class:`CLRNetworkInference`, a z-score + against the background mean/variance is always used. See Chan, Stumpf & + Babtie (2017) for details. + """ + n = len(nodes) + is_pidc = isinstance(inference, PIDCNetworkInference) + + use_gamma = np.zeros(n, dtype=bool) + gamma_shape = np.zeros(n, dtype=np.float64) + gamma_scale = np.zeros(n, dtype=np.float64) + clr_mean = np.zeros(n, dtype=np.float64) + clr_var = np.zeros(n, dtype=np.float64) + + for i in range(n): + scores_i = np.delete(scores[:, i], i) + clr_mean[i] = scores_i.mean() + clr_var[i] = scores_i.var(ddof=1) + + if is_pidc: + fit = _fit_gamma(scores_i) + if fit is not None: + gamma_shape[i], gamma_scale[i] = fit + use_gamma[i] = True + + weights = np.zeros((n, n), dtype=np.float64) + for i in range(n): + for j in range(i + 1, n): + score = scores[i, j] + if is_pidc and use_gamma[i] and use_gamma[j]: + w = stats.gamma.cdf(score, gamma_shape[i], scale=gamma_scale[i]) + stats.gamma.cdf( + score, gamma_shape[j], scale=gamma_scale[j] + ) + else: + diff_i = score - clr_mean[i] + diff_j = score - clr_mean[j] + term_i = 0.0 if (clr_var[i] == 0 or diff_i < 0) else diff_i**2 / clr_var[i] + term_j = 0.0 if (clr_var[j] == 0 or diff_j < 0) else diff_j**2 / clr_var[j] + w = np.sqrt(term_i + term_j) + weights[i, j] = w + weights[j, i] = w + return weights + + +def build_sorted_edges(nodes: list[Node], weights: np.ndarray) -> list[Edge]: + """Build an :class:`Edge` for every pair of ``nodes``, weighted by the + corresponding entry of ``weights``, sorted in descending order of + weight.""" + n = len(nodes) + edges = [Edge((nodes[i], nodes[j]), float(weights[i, j])) for i in range(n) for j in range(i + 1, n)] + edges.sort(key=lambda e: e.weight, reverse=True) + return edges + + +def infer_network_from_nodes( + inference: AbstractNetworkInference, + nodes: list[Node], + *, + estimator: str = "maximum_likelihood", + base: float = 2, + config: PIDCConfig | None = None, +) -> InferredNetwork: + """Construct an :class:`InferredNetwork` given a network inference + algorithm and a list of :class:`Node`, computing pairwise scores (MI or + PUC, depending on ``inference``), optionally applying context weighting, + and sorting the resulting edges by descending weight. + + ``estimator="maximum_likelihood"`` is recommended for PUC and PIDC: the + package's speedups assume the marginal probability distribution for a + node, in the joint distribution with any two other nodes, is always the + same. Using other estimators violates that assumption for PUC/PIDC (in + :func:`get_joint_probabilities` and the PUC computation). + """ + if config is None: + config = PIDCConfig() + + if inference.get_puc: + from . import dump + from .puc import compute_puc_full + + mi_scores, scores = compute_puc_full(nodes, estimator=estimator, base=base, config=config) + + if isinstance(inference, PIDCNetworkInference) and config.dump_mi_path is not None: + if config.verbose: + print("[fastpidc] Writing MI scores.") + dump.dump_mi_scores(mi_scores, nodes, config) + + if config.dump_puc_path is not None: + if config.verbose: + print("[fastpidc] Writing pre-context PUC scores.") + dump.dump_puc_scores(scores, nodes, config) + + if inference.apply_context: + if config.verbose: + print("[fastpidc] Context weighting.") + weights = get_weights(inference, scores, nodes) + else: + weights = scores + else: + scores = get_mi_scores(nodes, estimator, base) + weights = get_weights(inference, scores, nodes) if inference.apply_context else scores + + return InferredNetwork(nodes, build_sorted_edges(nodes, weights)) diff --git a/python/src/fastpidc/puc.py b/python/src/fastpidc/puc.py new file mode 100644 index 0000000..982abd7 --- /dev/null +++ b/python/src/fastpidc/puc.py @@ -0,0 +1,109 @@ +"""Proportional Unique Contribution (PUC) score computation. + +Ported from FastPIDC.jl's ``src/puc_full.jl``. Computes, for every ordered +triple ``(x, y, z)`` of distinct nodes, the redundancy between sources ``x`` +and ``y`` with respect to target ``z`` from cached specific-information +values, and accumulates:: + + PUC(x, z) += max(0, (MI(x, z) - redundancy) / MI(x, z)) + +symmetrically (skipped when ``MI(x, z)`` is ~0). + +The CPU backend mirrors the reference (non-distributed) Julia +implementation directly: it caches pairwise MI and specific-information +values for all node pairs, then vectorizes the inner "for each other node +y" loop with NumPy. It is intended for small-to-moderate networks; for +large gene sets, use ``config.backend = "cuda"`` (see :mod:`fastpidc.cuda`), +which mirrors the chunked GPU kernel used by FastPIDC.jl. +""" + +from __future__ import annotations + +import numpy as np + +from .network import get_mi_and_si +from .types import Node, PIDCConfig + +__all__ = ["compute_puc_full"] + +_MI_EPSILON = 1e-12 + + +def _increment(x: int, z: int, mi: float, redundancy: float, puc: np.ndarray) -> None: + if mi <= _MI_EPSILON: + return + score = (mi - redundancy) / mi + score = score if (np.isfinite(score) and score >= 0) else 0.0 + puc[x, z] += score + puc[z, x] += score + + +def _compute_puc_full_cpu(nodes: list[Node], estimator: str, base: float) -> tuple[np.ndarray, np.ndarray]: + n = len(nodes) + mi = np.zeros((n, n), dtype=np.float64) + # si_by_target[z] is an (n, nodes[z].number_of_bins) array; row x holds + # the specific information of source x with respect to target z. + si_by_target = [np.zeros((n, node.number_of_bins), dtype=np.float64) for node in nodes] + + for x in range(n): + for z in range(x + 1, n): + mi_val, si1, si2 = get_mi_and_si(nodes[x], nodes[z], estimator, base) + mi[x, z] = mi[z, x] = mi_val + si_by_target[z][x, :] = si1 + si_by_target[x][z, :] = si2 + + puc = np.zeros((n, n), dtype=np.float64) + for x in range(n): + for z in range(x + 1, n): + mi_xz = mi[x, z] + if mi_xz <= _MI_EPSILON: + continue + + # Sources x & y, target z. + si_target_z = si_by_target[z] + redundancy_z = np.minimum(si_target_z[x, :], si_target_z) @ nodes[z].probabilities + scores_z = (mi_xz - redundancy_z) / mi_xz + scores_z = np.where(np.isfinite(scores_z) & (scores_z >= 0), scores_z, 0.0) + scores_z[x] = scores_z[z] = 0.0 + + # Sources y & z, target x. + si_target_x = si_by_target[x] + redundancy_x = np.minimum(si_target_x[z, :], si_target_x) @ nodes[x].probabilities + scores_x = (mi_xz - redundancy_x) / mi_xz + scores_x = np.where(np.isfinite(scores_x) & (scores_x >= 0), scores_x, 0.0) + scores_x[x] = scores_x[z] = 0.0 + + total = float(scores_z.sum() + scores_x.sum()) + puc[x, z] = puc[z, x] = total + + return mi, puc + + +def compute_puc_full( + nodes: list[Node], + *, + estimator: str = "maximum_likelihood", + base: float = 2, + config: PIDCConfig | None = None, +) -> tuple[np.ndarray, np.ndarray]: + """Compute the full pairwise MI matrix and pre-context PUC matrix for + ``nodes``. + + Returns + ------- + (mi_scores, puc_scores) : each a dense ``len(nodes)``-by-``len(nodes)`` + matrix. + """ + if config is None: + config = PIDCConfig() + + if config.backend == "cuda": + from .cuda import compute_puc_full_cuda + + if config.verbose: + print(f"[fastpidc] Computing PUC scores. Backend: {config.backend}") + return compute_puc_full_cuda(nodes, base=base, verbose=config.verbose) + + if config.verbose: + print(f"[fastpidc] Computing PUC scores. Backend: {config.backend}") + return _compute_puc_full_cpu(nodes, estimator, base) diff --git a/python/src/fastpidc/types.py b/python/src/fastpidc/types.py new file mode 100644 index 0000000..6f3c9d0 --- /dev/null +++ b/python/src/fastpidc/types.py @@ -0,0 +1,171 @@ +"""Basic types for inferring a network. + +Ported from FastPIDC.jl's ``src/common.jl``. +""" + +from __future__ import annotations + +from dataclasses import dataclass, field +from pathlib import Path + +import numpy as np + +from .discretizers import get_bin_ids +from .information import get_frequencies_from_bin_ids, get_probabilities + +__all__ = ["Edge", "InferredNetwork", "Node", "PIDCConfig"] + +_VALID_BACKENDS = ("cpu", "cuda") + + +@dataclass(frozen=True, slots=True) +class PIDCConfig: + """Runtime configuration for PUC/PIDC network inference. + + Parameters + ---------- + backend : computation backend for PUC/PIDC, either ``"cuda"`` (default, + requires an optional GPU dependency and a functional GPU) or + ``"cpu"``. + bb_backend : computation backend for the Bayesian-blocks dynamic program, + either ``"cuda"`` (default) or ``"cpu"``. + discretizer, estimator : mirror the defaults used by :func:`get_nodes`. + dump_mi_path, dump_puc_path : if set, the pairwise MI / pre-context PUC + score matrix is written to ``_mi.npy`` / ``_puc.npy`` + (see :mod:`fastpidc.dump`). + verbose : print progress information while inferring the network. + + Notes + ----- + The two backends fail differently, mirroring FastPIDC.jl: requesting + ``backend="cuda"`` without a usable GPU raises, whereas + ``bb_backend="cuda"`` warns and falls back to the CPU solver, since the two + Bayesian-block solvers produce the same bin edges either way. + """ + + backend: str = "cuda" + bb_backend: str = "cuda" + discretizer: str = "bayesian_blocks" + estimator: str = "maximum_likelihood" + dump_mi_path: str | None = None + dump_puc_path: str | None = None + verbose: bool = False + + def __post_init__(self) -> None: + if self.backend not in _VALID_BACKENDS: + raise ValueError(f"backend must be one of {_VALID_BACKENDS}, got {self.backend!r}") + if self.bb_backend not in _VALID_BACKENDS: + raise ValueError(f"bb_backend must be one of {_VALID_BACKENDS}, got {self.bb_backend!r}") + + +@dataclass(frozen=True, slots=True) +class Node: + """A node (e.g. gene) with its discretized data and metadata. + + Attributes + ---------- + label : unique identifying label. + binned_values : data values discretized into (0-indexed) bins. + number_of_bins : number of bins the data were discretized into. + probabilities : probability distribution across the bins. + """ + + label: str + binned_values: np.ndarray = field(default_factory=lambda: np.zeros(0, dtype=np.int64)) + number_of_bins: int = 0 + probabilities: np.ndarray = field(default_factory=lambda: np.zeros(0, dtype=np.float64)) + + @classmethod + def from_raw_values( + cls, + label: str, + raw_values: np.ndarray, + discretizer: str, + estimator: str, + number_of_bins: int, + ) -> Node: + """Construct a :class:`Node` from raw (continuous) data values, + discretizing with ``discretizer`` and estimating bin probabilities + with ``estimator``.""" + raw_values = np.asarray(raw_values, dtype=np.float64) + binned_values, number_of_bins = get_bin_ids(raw_values, discretizer, number_of_bins) + frequencies = get_frequencies_from_bin_ids(binned_values, number_of_bins) + probabilities = get_probabilities(estimator, frequencies) + return cls(str(label), binned_values, number_of_bins, probabilities) + + +@dataclass(frozen=True, slots=True) +class Edge: + """Undirected edge between two nodes. + + ``weight`` indicates confidence of the edge existing in the true + network. Weights are used to rank edges; different algorithms may use a + different scale, so relative weights within one inferred network are + more meaningful than the absolute weight out of context. + """ + + nodes: tuple[Node, Node] + weight: float + + +@dataclass(frozen=True, slots=True) +class InferredNetwork: + """A weighted, fully connected network. + + An edge's weight indicates the relative confidence of that edge existing + in the true network. + + Attributes + ---------- + nodes : all the nodes, in an arbitrary order. + edges : all the edges, in descending order of weight. + """ + + nodes: list[Node] + edges: list[Edge] + + +# --- Output path helpers ----------------------------------------------- + + +def npy_output_path(file_path: str) -> str: + """Replace the extension of ``file_path`` with ``.npy``.""" + return str(Path(file_path).with_suffix(".npy")) + + +def score_output_path(file_path: str, score_name: str) -> str: + """Build the ``.npy`` output path for a score dump named ``score_name`` + (``"mi"`` or ``"puc"``), appending a ``_mi``/``_puc`` suffix to the stem + of ``file_path`` unless it is already present.""" + if score_name not in ("mi", "puc"): + raise ValueError(f"score_name must be 'mi' or 'puc', got {score_name!r}") + npy_path = Path(npy_output_path(file_path)) + suffix = f"_{score_name}" + stem = npy_path.stem + if not stem.endswith(suffix): + stem = stem + suffix + return str(npy_path.with_name(stem + ".npy")) + + +def network_genes_path(file_path: str) -> str: + """Path of the gene-label sidecar file for an inferred-network ``.npy`` + dump at ``file_path``.""" + return str(Path(npy_output_path(file_path)).with_name(Path(npy_output_path(file_path)).stem + "_genes.txt")) + + +def score_genes_path(file_path: str, score_name: str) -> str: + """Path of the gene-label sidecar file for the ``score_name`` (``"mi"`` + or ``"puc"``) ``.npy`` dump derived from ``file_path``.""" + score_path = Path(score_output_path(file_path, score_name)) + suffix = f"_{score_name}" + stem = score_path.stem + stem = stem.removesuffix(suffix) + return str(score_path.with_name(stem + "_genes.txt")) + + +def write_genes_file(file_path: str, nodes) -> None: + """Write one :class:`Node` label per line to ``file_path``, in the order + given by ``nodes``, to serve as the row/column key for a companion + ``.npy`` matrix.""" + with open(file_path, "w") as fh: + fh.writelines(f"{node.label}\n" for node in nodes) diff --git a/python/tests/conftest.py b/python/tests/conftest.py new file mode 100644 index 0000000..43b0a95 --- /dev/null +++ b/python/tests/conftest.py @@ -0,0 +1,48 @@ +import shutil +import subprocess +from pathlib import Path + +import pytest + +REPO_ROOT = Path(__file__).resolve().parents[2] +JULIA_TEST_DATA = REPO_ROOT / "test" / "data" +JULIA_BASELINE_OUTPUTS = REPO_ROOT / "test" / "baseline_outputs" + + +@pytest.fixture(scope="session") +def julia_test_data() -> Path: + if not JULIA_TEST_DATA.exists(): + pytest.skip(f"Julia test data not found at {JULIA_TEST_DATA}") + return JULIA_TEST_DATA + + +@pytest.fixture(scope="session") +def julia_available() -> bool: + return shutil.which("julia") is not None + + +@pytest.fixture(scope="session") +def run_julia(julia_available): + """Run a Julia script against the repository's FastPIDC.jl project. + + Skips the calling test if no `julia` executable is on PATH, and fails it + (rather than returning partial output) if the script errors. + """ + + def _run(script: str, timeout: float = 600) -> str: + if not julia_available: + pytest.skip("julia executable not found") + # Julia formats warnings with box-drawing characters, so decode + # explicitly rather than relying on the (possibly ASCII) locale. + proc = subprocess.run( + ["julia", f"--project={REPO_ROOT}", "-e", script], + capture_output=True, + encoding="utf-8", + errors="replace", + timeout=timeout, + ) + if proc.returncode != 0: + pytest.fail(f"julia run failed:\n{proc.stdout}\n{proc.stderr}") + return proc.stdout + + return _run diff --git a/python/tests/test_against_julia.py b/python/tests/test_against_julia.py new file mode 100644 index 0000000..ea2692e --- /dev/null +++ b/python/tests/test_against_julia.py @@ -0,0 +1,167 @@ +"""Cross-validate the Python port against a freshly run FastPIDC.jl. + +These tests shell out to `julia --project=` and are skipped +automatically if a working `julia` executable is not on PATH (e.g. in CI +jobs that don't set up Julia). They are the main correctness guarantee that +this package produces the same results as FastPIDC.jl, without depending on +Julia at runtime for normal use. + +Note: `test/baseline_outputs/*.tsv` in the repository are pre-existing +snapshot files that may be stale relative to the current Julia source (this +was true for at least one gene in `pidc_toy_edges.tsv` at the time this +suite was written - see the git history for details), so these tests always +run Julia fresh rather than trusting those files. +""" + +from __future__ import annotations + +import textwrap + +import numpy as np +import pytest + +from fastpidc import PIDCConfig, get_nodes +from fastpidc.network import ( + CLRNetworkInference, + MINetworkInference, + PIDCNetworkInference, + PUCNetworkInference, + get_mi_scores, + infer_network_from_nodes, +) + +pytestmark = pytest.mark.julia + +_ALGORITHMS = ( + ("mi", MINetworkInference), + ("clr", CLRNetworkInference), + ("puc", PUCNetworkInference), + ("pidc", PIDCNetworkInference), +) + + +def _run_julia_networks(run_julia, data_file: str, out_dir): + """Infer all four networks with FastPIDC.jl, returning the output paths and + the bin count Julia's discretizer chose for each node. + + Bayesian blocks is pinned to Julia's CPU solver: its `:cuda` default only + takes effect once the caller has done `using CUDA` (which loads the + package extension), so leaving it here would just emit a fallback warning. + FastPIDC.jl's own suite covers its CPU/GPU Bayesian-block equivalence. + """ + out_paths = {name: str(out_dir / f"julia_{name}.tsv") for name, _ in _ALGORITHMS} + inference_exprs = "\n".join( + f'write_network_file("{out_paths[name]}", InferredNetwork({cls.__name__}(), nodes; config=cfg))' + for name, cls in _ALGORITHMS + ) + output = run_julia( + textwrap.dedent( + f""" + using FastPIDC + nodes = get_nodes("{data_file}"; bb_backend=:cpu) + println("NBINS:", join([n.number_of_bins for n in nodes], ",")) + cfg = PIDCConfig(backend=:cpu) + {inference_exprs} + """ + ) + ) + nbins_line = next(line for line in output.splitlines() if line.startswith("NBINS:")) + nbins = [int(x) for x in nbins_line.removeprefix("NBINS:").split(",")] + return out_paths, nbins + + +def _load_edge_map(path: str) -> dict: + edges = {} + with open(path) as fh: + for line in fh: + a, b, w = line.split() + edges[frozenset((a, b))] = float(w) + return edges + + +def _edge_map(network) -> dict: + return {frozenset((e.nodes[0].label, e.nodes[1].label)): e.weight for e in network.edges} + + +def _assert_matches(python_map: dict, julia_map: dict, atol: float = 1e-8) -> None: + """Compare edge weights keyed by node-label pair. + + The default tolerance is far above the differences actually observed + (~1e-13 for PIDC, ~1e-15 for MI/PUC), which come only from the two + implementations' summation order. + """ + assert set(python_map) <= set(julia_map) + max_diff = max(abs(python_map[k] - julia_map[k]) for k in python_map) + assert max_diff < atol, f"max diff {max_diff} exceeds tolerance" + + +# CLR standardizes each raw MI score against that node's background +# distribution as (score - mean) / sqrt(variance). A node whose mutual +# information against every other node is "zero up to floating point" (e.g. a +# near-constant column) has a background variance around 1e-32, which turns +# ordinary float64 rounding differences between the two implementations' +# summation order into O(1) differences in the standardized score. That is +# numerical ill-conditioning inherent to dividing by a near-zero variance, not +# a porting bug, so edges touching such a node are checked only for rank +# concordance. +_DEGENERATE_BACKGROUND_VARIANCE = 1e-20 + + +def _ill_conditioned_labels(nodes) -> set[str]: + mi = get_mi_scores(nodes, "maximum_likelihood", 2) + return { + node.label + for i, node in enumerate(nodes) + if np.delete(mi[:, i], i).var(ddof=1) < _DEGENERATE_BACKGROUND_VARIANCE + } + + +@pytest.mark.parametrize("data_file_name", ["yeast1_10_data.txt", "toy_small_200.txt"]) +def test_all_algorithms_match_julia(run_julia, julia_test_data, data_file_name, tmp_path): + data_file = julia_test_data / data_file_name + out_paths, julia_nbins = _run_julia_networks(run_julia, str(data_file), tmp_path) + + nodes = get_nodes(str(data_file)) + python_nbins = [n.number_of_bins for n in nodes] + + # FastPIDC.jl's Bayesian-blocks change-point backtracking used to have a + # narrow off-by-one edge case (a BoundsError, caught and silently + # downgraded to a uniform-width fallback) for data with very few unique + # values whose optimal segmentation assigned every point its own block - + # e.g. mostly constant data with a single outlier - which this Python + # port never reproduced. Now that the off-by-one is fixed in the Julia + # source too, bin counts should always agree; this guards that. + assert python_nbins == julia_nbins + + ill_conditioned = _ill_conditioned_labels(nodes) + config = PIDCConfig(backend="cpu") + for name, inference_cls in _ALGORITHMS: + network = infer_network_from_nodes(inference_cls(), nodes, config=config) + python_edges = _edge_map(network) + julia_edges = _load_edge_map(out_paths[name]) + assert set(python_edges) == set(julia_edges) + + if name == "clr": + well_conditioned = {k: v for k, v in python_edges.items() if not (k & ill_conditioned)} + _assert_matches(well_conditioned, julia_edges) + + py_vals = [python_edges[k] for k in python_edges] + jl_vals = [julia_edges[k] for k in python_edges] + correlation = float(np.corrcoef(py_vals, jl_vals)[0, 1]) + assert correlation > 0.98, f"{name}: correlation {correlation} too low" + else: + _assert_matches(python_edges, julia_edges) + + +def test_gpu_backend_matches_julia(run_julia, julia_test_data, tmp_path): + from fastpidc.cuda import cuda_available + + if not cuda_available(): + pytest.skip("no functional GPU / cupy backend available") + + data_file = julia_test_data / "toy_small_200.txt" + out_paths, _ = _run_julia_networks(run_julia, str(data_file), tmp_path) + + nodes = get_nodes(str(data_file)) + gpu_network = infer_network_from_nodes(PIDCNetworkInference(), nodes, config=PIDCConfig(backend="cuda")) + _assert_matches(_edge_map(gpu_network), _load_edge_map(out_paths["pidc"]), atol=1e-6) diff --git a/python/tests/test_api.py b/python/tests/test_api.py new file mode 100644 index 0000000..02fb1b4 --- /dev/null +++ b/python/tests/test_api.py @@ -0,0 +1,53 @@ +import numpy as np +import pytest + +from fastpidc import PIDCConfig, infer_network +from fastpidc.network import MINetworkInference, PIDCNetworkInference + + +@pytest.fixture +def text_data_file(tmp_path): + path = tmp_path / "data.txt" + path.write_text("header ignored\nA 0.1 0.2 0.9 0.8 0.1 0.9\nB 0.9 0.8 0.1 0.2 0.9 0.1\nC 0.5 0.4 0.6 0.5 0.4 0.6\n") + return path + + +def test_infer_network_writes_tsv(tmp_path, text_data_file): + out_path = tmp_path / "edges.tsv" + network = infer_network( + str(text_data_file), + PIDCNetworkInference(), + discretizer="uniform_width", + number_of_bins=2, + out_file_path=str(out_path), + config=PIDCConfig(backend="cpu"), + ) + assert len(network.edges) == 3 + lines = out_path.read_text().splitlines() + assert len(lines) == 6 # 3 edges x 2 directions + + +def test_infer_network_writes_npy(tmp_path, text_data_file): + out_path = tmp_path / "edges.npy" + infer_network( + str(text_data_file), + MINetworkInference(), + discretizer="uniform_width", + number_of_bins=2, + out_file_path=str(out_path), + output_format="npy", + config=PIDCConfig(backend="cpu"), + ) + matrix = np.load(out_path) + assert matrix.shape == (3, 3) + + +def test_infer_network_no_file_written_by_default(tmp_path, text_data_file): + network = infer_network(str(text_data_file), MINetworkInference(), discretizer="uniform_width", number_of_bins=2) + assert len(network.nodes) == 3 + assert list(tmp_path.iterdir()) == [text_data_file] + + +def test_infer_network_rejects_unknown_output_format(text_data_file): + with pytest.raises(ValueError, match="output_format"): + infer_network(str(text_data_file), MINetworkInference(), output_format="xml") diff --git a/python/tests/test_bayesian_blocks.py b/python/tests/test_bayesian_blocks.py new file mode 100644 index 0000000..98a5df8 --- /dev/null +++ b/python/tests/test_bayesian_blocks.py @@ -0,0 +1,360 @@ +"""Bayesian-blocks discretization: solver behavior and FastPIDC.jl parity. + +FastPIDC.jl is the behavioral reference. Within a language the solvers are +required to agree bit for bit, so those checks compare raw float bits. + +Across languages, the selected partition - change points, and therefore bin +edges - must still match exactly, but the objective score is compared with a +tolerance: the per-endpoint prior involves `K ** -0.478`, and Julia's and +NumPy's `pow` differ by one ULP at a handful of endpoints (K = 591, 1810 and +1922 among the first 2000). That shifts a score by ~1e-15 without changing +which partition wins. FastPIDC.jl's own CPU/GPU tests use the same convention. +""" + +from __future__ import annotations + +import warnings + +import numpy as np +import pytest + +from fastpidc.discretizers import ( + BayesianBlocksProblem, + LinearDiscretizer, + binedges_bayesian_blocks, + prepare_bayesian_blocks, + solve_bayesian_blocks_cpu, +) + + +def _pseudo_random_zero_inflated(seed: int, size: int = 64) -> np.ndarray: + """Deterministic zero-inflated values, mirroring the generator used by + FastPIDC.jl's `test/bayesian_blocks_tests.jl`.""" + mask = (1 << 64) - 1 + state = seed + values = np.empty(size, dtype=np.float64) + for i in range(size): + state = (state * 6364136223846793005 + 1442695040888963407) & mask + value = float(state % 2001 - 1000) / 1000 + values[i] = 0.0 if state % 5 == 0 else value + return values + + +def _synthetic_cases() -> dict[str, np.ndarray]: + cases = { + "repeated_values": np.array([0.0, 0.0, 0.0, 1.0, 1.0, 2.0, 3.0, 3.0, 8.0, 13.0]), + "negatives_and_repeats": np.array([-4.0, -2.0, -2.0, -1.0, 0.0, 0.0, 0.25, 0.5, 2.0, 9.0]), + "tiny_spacings": np.array([0.0, 0.0, 1.0e-12, 2.0e-12, 0.1, 0.1, 1.0, 10.0, 100.0]), + "uniform_grid": np.linspace(-3.0, 5.0, 24), + "mostly_constant_with_outlier": np.concatenate((np.zeros(20), [5.0])), + "all_singletons": np.array([1.0, 2.0, 3.0]), + "two_heavy_levels": np.concatenate((np.zeros(30), np.full(30, 7.0))), + "constant": np.full(16, 2.5), + "single_observation": np.array([1.5]), + "clustered": np.concatenate((np.zeros(12), np.arange(0.5, 8.5, 0.5), np.full(12, 15.0))), + "quadratic": np.array([i**2 / 17 for i in range(40)]), + } + for seed in (1, 2, 3, 7, 11): + cases[f"zero_inflated_{seed}"] = _pseudo_random_zero_inflated(seed) + return cases + + +SYNTHETIC_CASES = _synthetic_cases() + +# An exactly-tied fitness pair is not reachable from raw observations (candidate +# blocks always differ in either their point count or their width), so the +# tie-breaking rule is exercised through a hand-built problem instead. At +# endpoint K = 2 the two candidate starts below score identically, bit for bit. +TIE_PROBLEM = BayesianBlocksProblem( + edges=np.array([0.0, 31.85815406716697, 38.74613546065674]), + prefix_counts=np.array([27.0, 28.0]), +) + + +def _legacy_binedges(data: np.ndarray) -> np.ndarray: + """Frozen copy of the incremental count-vector solver used before the + prefix-count rewrite, kept so the new implementation can be required to + reproduce the previous edges bit for bit (as FastPIDC.jl does for its own + frozen reference).""" + sorted_data = np.sort(np.ravel(np.asarray(data, dtype=np.float64))) + unique_data, counts = np.unique(sorted_data, return_counts=True) + n = unique_data.size + nn_vec = counts.astype(np.float64) + + edges = np.empty(n + 1, dtype=np.float64) + edges[0] = unique_data[0] + edges[1:-1] = 0.5 * (unique_data[:-1] + unique_data[1:]) + edges[-1] = unique_data[-1] + block_length = unique_data[-1] - edges + + count_vec = np.zeros(n, dtype=np.float64) + best = np.zeros(n, dtype=np.float64) + last = np.zeros(n, dtype=np.int64) + + for k in range(n): + widths = block_length[: k + 1] - block_length[k + 1] + count_vec[: k + 1] += nn_vec[k] + prior = 4 - np.log(73.53 * 0.05 * ((k + 1) ** -0.478)) + with np.errstate(divide="ignore", invalid="ignore"): + fit_vec = count_vec[: k + 1] * np.log(count_vec[: k + 1] / widths) - prior + if k > 0: + fit_vec[1:] += best[:k] + i_max = int(np.argmax(fit_vec)) + last[k] = i_max + best[k] = fit_vec[i_max] + + change_points = [] + ind = n + while True: + change_points.append(ind) + if ind == 0: + break + ind = last[ind - 1] + change_points.reverse() + return edges[change_points] + + +def _same_bits(a: np.ndarray, b: np.ndarray) -> bool: + a, b = np.asarray(a, dtype=np.float64), np.asarray(b, dtype=np.float64) + return a.shape == b.shape and np.array_equal(a.view(np.uint64), b.view(np.uint64)) + + +# --- Fixtures -------------------------------------------------------------- + + +@pytest.fixture(scope="session") +def repository_genes(julia_test_data) -> list[tuple[str, np.ndarray]]: + """A deterministic spread of real genes from the repository's test data. + + Includes the genes with the fewest and the most distinct values (where + Bayesian blocks is most sensitive) plus an evenly spaced sample. + """ + rows: list[tuple[str, np.ndarray]] = [] + with open(julia_test_data / "toy_small_200.txt") as fh: + next(fh) + for line in fh: + fields = line.split() + if fields: + rows.append((fields[0], np.array(fields[1:], dtype=np.float64))) + + by_uniqueness = sorted(range(len(rows)), key=lambda i: np.unique(rows[i][1]).size) + selected = {by_uniqueness[0], by_uniqueness[-1], *range(0, len(rows), 20)} + return [rows[i] for i in sorted(selected)] + + +@pytest.fixture(scope="session") +def julia_bb_results(run_julia, repository_genes, tmp_path_factory): + """Bayesian-block edges, change points and scores from FastPIDC.jl. + + Julia is invoked once per session (its startup dominates the solve + itself) for both the synthetic cases and the real repository genes. + """ + work_dir = tmp_path_factory.mktemp("julia_bb") + cases = dict(SYNTHETIC_CASES) + cases.update({f"gene::{label}": values for label, values in repository_genes}) + + names = sorted(cases) + for index, name in enumerate(names): + np.save(work_dir / f"in_{index}.npy", np.asarray(cases[name], dtype=np.float64)) + + run_julia( + "using FastPIDC, NPZ\n" + f'dir = raw"{work_dir}"\n' + f"for index = 0:{len(names) - 1}\n" + ' values = npzread(joinpath(dir, "in_$(index).npy"))\n' + " problem = FastPIDC.prepare_bayesian_blocks(values)\n" + " solution = FastPIDC.solve_bayesian_blocks_cpu(problem)\n" + ' npzwrite(joinpath(dir, "edges_$(index).npy"), problem.edges[solution.change_points])\n' + ' npzwrite(joinpath(dir, "cps_$(index).npy"), solution.change_points .- 1)\n' + ' npzwrite(joinpath(dir, "score_$(index).npy"), [solution.score])\n' + "end\n" + ) + + return { + name: ( + np.load(work_dir / f"edges_{index}.npy"), + np.load(work_dir / f"cps_{index}.npy"), + float(np.load(work_dir / f"score_{index}.npy")[0]), + ) + for index, name in enumerate(names) + } + + +# --- Preparation ----------------------------------------------------------- + + +def test_prepare_collapses_repeated_values_into_prefix_counts(): + problem = prepare_bayesian_blocks(np.array([3.0, 1.0, 1.0, 1.0, 3.0, 5.0])) + # Unique values 1, 3, 5 with multiplicities 3, 2, 1. + np.testing.assert_array_equal(problem.prefix_counts, [3.0, 5.0, 6.0]) + # Outer edges are the extreme observations; interior edges are midpoints. + np.testing.assert_allclose(problem.edges, [1.0, 2.0, 4.0, 5.0]) + + +@pytest.mark.parametrize("name", sorted(SYNTHETIC_CASES)) +def test_prepare_prefix_counts_match_cumulative_multiplicities(name): + values = SYNTHETIC_CASES[name] + problem = prepare_bayesian_blocks(values) + unique_values, counts = np.unique(values, return_counts=True) + + np.testing.assert_array_equal(problem.prefix_counts, np.cumsum(counts)) + assert problem.edges.size == unique_values.size + 1 + assert problem.edges[0] == values.min() + assert problem.edges[-1] == values.max() + assert problem.prefix_counts[-1] == values.size + + +def test_prepare_rejects_empty_input(): + with pytest.raises(ValueError, match="at least one observation"): + prepare_bayesian_blocks(np.array([])) + + +# --- Solver behavior ------------------------------------------------------- + + +def test_constant_input_returns_degenerate_two_edge_partition(): + problem = prepare_bayesian_blocks(np.full(7, 2.5)) + with warnings.catch_warnings(): + # The generic fitness expression would divide by a zero-width block + # here; the solver must special-case it rather than compute infinities. + warnings.simplefilter("error") + solution = solve_bayesian_blocks_cpu(problem) + + np.testing.assert_array_equal(solution.change_points, [0, 1]) + assert solution.score == 0.0 + np.testing.assert_array_equal(problem.edges[solution.change_points], [2.5, 2.5]) + + +def test_mostly_constant_with_outlier_uses_the_maximal_partition(): + # This is the all-singleton case: the optimum keeps every candidate edge, + # so the backtracked path is one longer than the number of unique values. + values = SYNTHETIC_CASES["mostly_constant_with_outlier"] + problem = prepare_bayesian_blocks(values) + solution = solve_bayesian_blocks_cpu(problem) + + n_unique = problem.prefix_counts.size + assert solution.change_points.size == n_unique + 1 + np.testing.assert_array_equal(solution.change_points, np.arange(n_unique + 1)) + np.testing.assert_array_equal(binedges_bayesian_blocks(values), problem.edges) + + +@pytest.mark.parametrize("name", sorted(SYNTHETIC_CASES)) +def test_change_points_are_a_valid_increasing_edge_path(name): + problem = prepare_bayesian_blocks(SYNTHETIC_CASES[name]) + solution = solve_bayesian_blocks_cpu(problem) + + assert solution.change_points[0] == 0 + assert solution.change_points[-1] == problem.prefix_counts.size + assert np.all(np.diff(solution.change_points) > 0) + + +@pytest.mark.parametrize("name", sorted(SYNTHETIC_CASES)) +def test_matches_frozen_count_vector_solver(name): + values = SYNTHETIC_CASES[name] + assert _same_bits(binedges_bayesian_blocks(values), _legacy_binedges(values)) + + +@pytest.mark.parametrize("name", sorted(SYNTHETIC_CASES)) +def test_solver_is_deterministic(name): + problem = prepare_bayesian_blocks(SYNTHETIC_CASES[name]) + first = solve_bayesian_blocks_cpu(problem) + second = solve_bayesian_blocks_cpu(problem) + np.testing.assert_array_equal(first.change_points, second.change_points) + assert _same_bits(np.array([first.score]), np.array([second.score])) + + +def test_exact_fitness_tie_selects_the_earlier_candidate(): + solution = solve_bayesian_blocks_cpu(TIE_PROBLEM) + # Candidate starts 0 and 1 score identically at the final endpoint; the + # first maximum wins, so the single-block partition is kept. + np.testing.assert_array_equal(solution.change_points, [0, 2]) + + +def test_repository_genes_produce_usable_bin_edges(repository_genes): + constant_genes = 0 + for label, values in repository_genes: + edges = binedges_bayesian_blocks(values) + assert edges.size >= 2, label + assert edges[0] == values.min(), label + assert edges[-1] == values.max(), label + + if np.unique(values).size == 1: + # A constant gene collapses to a zero-width interval, which is not + # a usable discretizer; `get_bin_ids` short-circuits it to one bin + # before Bayesian blocks is ever reached. + constant_genes += 1 + np.testing.assert_array_equal(edges, [values[0], values[0]]) + continue + + assert np.all(np.diff(edges) > 0), label + assert LinearDiscretizer(edges).encode(values).max() == edges.size - 2, label + + # The sampled genes deliberately include the least-varying gene in the + # repository data, which is constant. + assert constant_genes == 1 + + +# --- FastPIDC.jl parity ---------------------------------------------------- + + +def _assert_matches_julia(solution, problem, julia_result, label: str = "") -> None: + edges, change_points, score = julia_result + np.testing.assert_array_equal(solution.change_points, change_points, err_msg=label) + assert _same_bits(problem.edges[solution.change_points], edges), label + assert solution.score == pytest.approx(score, abs=1e-9, rel=1e-12), label + + +@pytest.mark.julia +@pytest.mark.parametrize("name", sorted(SYNTHETIC_CASES)) +def test_synthetic_cases_match_julia(name, julia_bb_results): + problem = prepare_bayesian_blocks(SYNTHETIC_CASES[name]) + _assert_matches_julia(solve_bayesian_blocks_cpu(problem), problem, julia_bb_results[name], name) + + +@pytest.mark.julia +def test_repository_genes_match_julia(repository_genes, julia_bb_results): + for label, values in repository_genes: + problem = prepare_bayesian_blocks(values) + _assert_matches_julia(solve_bayesian_blocks_cpu(problem), problem, julia_bb_results[f"gene::{label}"], label) + + +@pytest.mark.julia +def test_gpu_solver_matches_julia(repository_genes, julia_bb_results): + """Both languages drive the same shared CUDA kernel, so this pins the two + GPU paths against each other (via Julia's CPU reference).""" + from fastpidc.cuda import cuda_available, solve_bayesian_blocks_cuda + + if not cuda_available(): + pytest.skip("no functional GPU / cupy backend available") + + names = sorted(SYNTHETIC_CASES) + cases = [(name, SYNTHETIC_CASES[name]) for name in names] + cases += [(f"gene::{label}", values) for label, values in repository_genes] + + problems = [prepare_bayesian_blocks(values) for _, values in cases] + # A constant node has no partition to search and is never batched to the GPU. + solvable = [i for i, p in enumerate(problems) if p.prefix_counts.size > 1] + solutions = solve_bayesian_blocks_cuda([problems[i] for i in solvable]) + + for i, solution in zip(solvable, solutions): + name = cases[i][0] + _assert_matches_julia(solution, problems[i], julia_bb_results[name], name) + + +@pytest.mark.julia +def test_exact_fitness_tie_matches_julia(run_julia): + edges = ", ".join(repr(float(e)) for e in TIE_PROBLEM.edges) + prefix_counts = ", ".join(repr(float(c)) for c in TIE_PROBLEM.prefix_counts) + output = run_julia( + "using FastPIDC\n" + f"problem = FastPIDC.BayesianBlocksProblem([{edges}], [{prefix_counts}])\n" + "solution = FastPIDC.solve_bayesian_blocks_cpu(problem)\n" + 'println("CPS:", join(solution.change_points .- 1, ","))' + ) + julia_change_points = [int(x) for x in _tagged_line(output, "CPS:").split(",")] + solution = solve_bayesian_blocks_cpu(TIE_PROBLEM) + np.testing.assert_array_equal(solution.change_points, julia_change_points) + + +def _tagged_line(output: str, tag: str) -> str: + return next(line for line in output.splitlines() if line.startswith(tag)).removeprefix(tag) diff --git a/python/tests/test_cli.py b/python/tests/test_cli.py new file mode 100644 index 0000000..4d141ee --- /dev/null +++ b/python/tests/test_cli.py @@ -0,0 +1,120 @@ +import numpy as np +import pytest + +from fastpidc.cli import _parse_delim, main + + +@pytest.fixture +def text_data_file(tmp_path): + path = tmp_path / "data.txt" + path.write_text( + "header ignored\n" + "A\t0.1\t0.2\t0.9\t0.8\t0.1\t0.9\n" + "B\t0.9\t0.8\t0.1\t0.2\t0.9\t0.1\n" + "C\t0.5\t0.4\t0.6\t0.5\t0.4\t0.6\n" + ) + return path + + +@pytest.mark.parametrize( + "raw,expected", + [("space", " "), ("tab", "\t"), ("comma", ","), ("pipe", "|"), ("auto", None), (";", ";")], +) +def test_parse_delim(raw, expected): + assert _parse_delim(raw) == expected + + +def test_parse_delim_rejects_multi_char(): + with pytest.raises(ValueError): + _parse_delim("nope") + + +def test_cli_runs_end_to_end(tmp_path, text_data_file, capsys): + out_path = tmp_path / "edges.tsv" + exit_code = main( + [ + "--infile", + str(text_data_file), + "--outfile", + str(out_path), + "--delim", + "tab", + "--backend", + "cpu", + "--discretizer", + "uniform_width", + "--n_bins", + "2", + ] + ) + assert exit_code == 0 + lines = out_path.read_text().splitlines() + assert len(lines) == 6 + + out = capsys.readouterr().out + assert "All done" in out + + +def test_cli_accepts_bb_backend(tmp_path, text_data_file, capsys): + out_path = tmp_path / "edges.tsv" + exit_code = main( + [ + "--infile", + str(text_data_file), + "--outfile", + str(out_path), + "--delim", + "tab", + "--backend", + "cpu", + "--bb-backend", + "cpu", + ] + ) + assert exit_code == 0 + assert "bb_backend = cpu" in capsys.readouterr().out + + +def test_cli_rejects_unknown_bb_backend(tmp_path, text_data_file): + with pytest.raises(SystemExit): + main( + [ + "--infile", + str(text_data_file), + "--outfile", + str(tmp_path / "edges.tsv"), + "--bb-backend", + "tpu", + ] + ) + + +def test_cli_reports_error_for_missing_file(tmp_path, capsys): + exit_code = main(["--infile", str(tmp_path / "missing.txt"), "--outfile", str(tmp_path / "out.tsv")]) + assert exit_code == 1 + assert "ERROR" in capsys.readouterr().out + + +def test_cli_npy_output(tmp_path, text_data_file): + out_path = tmp_path / "edges.npy" + exit_code = main( + [ + "--infile", + str(text_data_file), + "--outfile", + str(out_path), + "--delim", + "tab", + "--backend", + "cpu", + "--discretizer", + "uniform_width", + "--n_bins", + "2", + "--output-format", + "npy", + ] + ) + assert exit_code == 0 + matrix = np.load(out_path) + assert matrix.shape == (3, 3) diff --git a/python/tests/test_cuda.py b/python/tests/test_cuda.py new file mode 100644 index 0000000..59a94d8 --- /dev/null +++ b/python/tests/test_cuda.py @@ -0,0 +1,299 @@ +"""GPU backend: optionality, chunk sizing, and CPU/GPU agreement. + +The GPU tests skip themselves when ``cupy`` or a functional device is +missing; the rest run everywhere, since keeping CUDA strictly optional is +itself part of the package's contract. +""" + +from __future__ import annotations + +import subprocess +import sys + +import numpy as np +import pytest + +from fastpidc.cuda import ( + _MAX_CHUNK_SIZE, + _bb_kernel_name, + _bb_memory_batches, + _bb_problem_bytes, + _bb_quantile_buckets, + _bb_threads_for_max_u, + _chunk_size_for_free_memory, + _smallest_unsigned_dtype, + cuda_available, +) +from fastpidc.discretizers import prepare_bayesian_blocks, solve_bayesian_blocks_cpu +from fastpidc.io import get_nodes +from fastpidc.puc import compute_puc_full +from fastpidc.types import Node, PIDCConfig + +GIB = 2**30 + + +def _make_nodes(n_nodes: int = 8, n_samples: int = 200, n_bins: int = 4, seed: int = 0) -> list[Node]: + rng = np.random.default_rng(seed) + base = rng.integers(0, n_bins, size=n_samples) + nodes = [] + for i in range(n_nodes): + noise = rng.integers(0, n_bins, size=n_samples) + mix = np.where(rng.random(n_samples) < 0.8 - 0.08 * i, base, noise) % n_bins + nodes.append( + Node.from_raw_values(f"N{i}", mix.astype(np.float64), "uniform_width", "maximum_likelihood", n_bins) + ) + return nodes + + +def test_import_does_not_require_cupy(): + # A CPU-only install must be able to import the package (and everything it + # re-exports) without cupy being present or even imported. + script = "import sys; import fastpidc; assert 'cupy' not in sys.modules, sorted(sys.modules)" + subprocess.run([sys.executable, "-c", script], check=True) + + +def test_cuda_available_returns_a_bool(): + assert isinstance(cuda_available(), bool) + + +def test_chunk_size_is_capped_by_the_maximum(): + # Plenty of memory for a small problem: the fixed cap applies. + assert _chunk_size_for_free_memory(n=1000, k_bins=4, free_bytes=64 * GIB) == _MAX_CHUNK_SIZE + + +def test_chunk_size_never_exceeds_the_number_of_genes(): + assert _chunk_size_for_free_memory(n=10, k_bins=4, free_bytes=64 * GIB) == 10 + + +def test_chunk_size_shrinks_when_memory_is_tight(): + tight = _chunk_size_for_free_memory(n=5000, k_bins=64, free_bytes=8 * GIB) + roomy = _chunk_size_for_free_memory(n=5000, k_bins=64, free_bytes=64 * GIB) + assert 1 <= tight < roomy <= _MAX_CHUNK_SIZE + + +def test_chunk_size_raises_when_a_single_gene_chunk_does_not_fit(): + # An adaptive discretizer choosing thousands of bins makes the per-target + # intermediates exceed device memory; that must be an explicit error rather + # than an allocator failure deep inside the kernel launch loop. + with pytest.raises(RuntimeError, match="single-gene chunk"): + _chunk_size_for_free_memory(n=20000, k_bins=4000, free_bytes=8 * GIB) + + +@pytest.mark.skipif(not cuda_available(), reason="no functional GPU / cupy backend available") +def test_gpu_matches_cpu_backend(): + nodes = _make_nodes() + cpu_mi, cpu_puc = compute_puc_full(nodes, config=PIDCConfig(backend="cpu")) + gpu_mi, gpu_puc = compute_puc_full(nodes, config=PIDCConfig(backend="cuda")) + + np.testing.assert_allclose(gpu_mi, cpu_mi, atol=1e-12) + np.testing.assert_allclose(gpu_puc, cpu_puc, atol=1e-9) + + +@pytest.mark.skipif(not cuda_available(), reason="no functional GPU / cupy backend available") +def test_gpu_result_is_independent_of_chunk_size(): + from fastpidc.cuda import compute_puc_full_cuda + + nodes = _make_nodes(n_nodes=12) + auto_mi, auto_puc = compute_puc_full_cuda(nodes) + chunked_mi, chunked_puc = compute_puc_full_cuda(nodes, chunk_size=3) + + np.testing.assert_array_equal(chunked_mi, auto_mi) + np.testing.assert_array_equal(chunked_puc, auto_puc) + + +# --- Bayesian blocks: kernel selection ------------------------------------ + + +@pytest.mark.parametrize( + "max_value,expected", + [(0, np.uint8), (255, np.uint8), (256, np.uint16), (65535, np.uint16), (65536, np.uint32)], +) +def test_smallest_unsigned_dtype(max_value, expected): + assert _smallest_unsigned_dtype(max_value) == np.dtype(expected) + + +def test_smallest_unsigned_dtype_rejects_negative(): + with pytest.raises(ValueError): + _smallest_unsigned_dtype(-1) + + +@pytest.mark.parametrize( + "count,index,expected", + [ + (np.uint8, np.uint8, "bayesian_blocks_dp_u8_u8"), + (np.uint32, np.uint16, "bayesian_blocks_dp_u32_u16"), + (np.uint64, np.uint64, "bayesian_blocks_dp_u64_u64"), + ], +) +def test_bb_kernel_name_matches_the_shared_source(count, index, expected): + # FastPIDC.jl's `_bb_kernel_name` must resolve these same names. + assert _bb_kernel_name(np.dtype(count), np.dtype(index)) == expected + + +def test_bb_kernel_name_rejects_a_wider_back_pointer_type(): + # U_g never exceeds the observation count, so this pair is not instantiated. + with pytest.raises(ValueError, match="wider"): + _bb_kernel_name(np.dtype(np.uint8), np.dtype(np.uint16)) + + +def test_bb_kernel_name_rejects_signed_types(): + with pytest.raises(ValueError, match="unsigned"): + _bb_kernel_name(np.dtype(np.int32), np.dtype(np.uint8)) + + +@pytest.mark.parametrize("max_u,expected", [(32, 32), (33, 64), (512, 64), (513, 128), (4096, 128), (4097, 256)]) +def test_bb_threads_for_max_u(max_u, expected): + assert _bb_threads_for_max_u(max_u) == expected + + +# --- Bayesian blocks: workload bucketing and the memory budget -------------- + + +def _bb_problems(sizes=(3, 40, 7, 900, 120, 5)): + rng = np.random.default_rng(0) + return [prepare_bayesian_blocks(rng.normal(size=size)) for size in sizes] + + +def test_bb_quantile_buckets_cover_every_problem_exactly_once(): + problems = _bb_problems() + buckets = _bb_quantile_buckets(problems) + assert sorted(i for bucket in buckets for i in bucket) == list(range(len(problems))) + assert 1 <= len(buckets) <= 4 + + +def test_bb_quantile_buckets_of_empty_input(): + assert _bb_quantile_buckets([]) == [] + + +def test_bb_problem_bytes_counts_every_device_buffer(): + problem = _bb_problems(sizes=(40,))[0] + u = problem.prefix_counts.size + expected = 8 * (u + 1) + 1 * u + 8 * u + 1 * u # lengths + prefix + best + back-pointers + assert _bb_problem_bytes(problem, np.dtype(np.uint8), np.dtype(np.uint8)) == expected + + +def test_bb_memory_batches_keeps_one_batch_when_everything_fits(): + problems = _bb_problems() + bucket = list(range(len(problems))) + assert _bb_memory_batches(bucket, problems, 2**40, np.dtype(np.uint8), np.dtype(np.uint8)) == [bucket] + + +def test_bb_memory_batches_splits_to_stay_under_the_budget(): + # Equal-sized problems make the packing exact: a budget of two problems + # must yield three batches of two, in order. + problems = _bb_problems(sizes=(50,) * 6) + bucket = list(range(len(problems))) + count_dtype = index_dtype = np.dtype(np.uint16) + per_problem = _bb_problem_bytes(problems[0], count_dtype, index_dtype) + assert all(_bb_problem_bytes(p, count_dtype, index_dtype) == per_problem for p in problems) + + batches = _bb_memory_batches(bucket, problems, 2 * per_problem, count_dtype, index_dtype) + + assert batches == [[0, 1], [2, 3], [4, 5]] + for batch in batches: + assert sum(_bb_problem_bytes(problems[i], count_dtype, index_dtype) for i in batch) <= 2 * per_problem + + +def test_bb_memory_batches_raises_when_one_problem_cannot_fit(): + # Bounding device memory is the point of the budget, so a problem that + # cannot fit at all must be an explicit error, not an allocator failure. + problems = _bb_problems(sizes=(900,)) + with pytest.raises(RuntimeError, match="exceeds the CUDA batch budget"): + _bb_memory_batches([0], problems, 1024, np.dtype(np.uint16), np.dtype(np.uint16)) + + +# --- Bayesian blocks: GPU behavior ----------------------------------------- + + +def _bb_gpu_cases() -> list[np.ndarray]: + rng = np.random.default_rng(7) + cases = [ + np.array([0.0, 0.0, 0.0, 1.0, 1.0, 2.0, 3.0, 3.0, 8.0, 13.0]), + np.concatenate((np.zeros(20), [5.0])), # maximal partition + np.concatenate((np.zeros(12), np.arange(0.5, 8.5, 0.5), np.full(12, 15.0))), + np.array([i**2 / 101 for i in range(300)]), # needs the uint16 kernel + rng.normal(size=1000), + np.round(rng.normal(size=800), 2), # heavy repeats + ] + cases += [np.where(rng.random(400) < 0.3, 0.0, rng.normal(size=400)) for _ in range(8)] + return cases + + +@pytest.mark.skipif(not cuda_available(), reason="no functional GPU / cupy backend available") +def test_gpu_bayesian_blocks_matches_the_cpu_reference(): + from fastpidc.cuda import solve_bayesian_blocks_cuda + + problems = [prepare_bayesian_blocks(values) for values in _bb_gpu_cases()] + cpu = [solve_bayesian_blocks_cpu(problem) for problem in problems] + gpu = solve_bayesian_blocks_cuda(problems) + + for problem, cpu_solution, gpu_solution in zip(problems, cpu, gpu): + # The selected partition - and so every bin edge - must match exactly. + np.testing.assert_array_equal(gpu_solution.change_points, cpu_solution.change_points) + np.testing.assert_array_equal( + problem.edges[gpu_solution.change_points], problem.edges[cpu_solution.change_points] + ) + # CUDA and host `log` may differ by a few ULP, so only the objective + # value is compared with a tolerance (as FastPIDC.jl's tests do). + assert gpu_solution.score == pytest.approx(cpu_solution.score, abs=1e-9, rel=1e-12) + + +@pytest.mark.skipif(not cuda_available(), reason="no functional GPU / cupy backend available") +def test_gpu_bayesian_blocks_handles_a_constant_problem(): + from fastpidc.cuda import solve_bayesian_blocks_cuda + + problem = prepare_bayesian_blocks(np.full(32, 2.5)) + solution = solve_bayesian_blocks_cuda([problem])[0] + np.testing.assert_array_equal(solution.change_points, [0, 1]) + assert solution.score == 0.0 + + +@pytest.mark.skipif(not cuda_available(), reason="no functional GPU / cupy backend available") +def test_gpu_bayesian_blocks_is_deterministic(): + from fastpidc.cuda import solve_bayesian_blocks_cuda + + problems = [prepare_bayesian_blocks(values) for values in _bb_gpu_cases()] + first = solve_bayesian_blocks_cuda(problems) + second = solve_bayesian_blocks_cuda(problems) + for a, b in zip(first, second): + np.testing.assert_array_equal(a.change_points, b.change_points) + assert a.score == b.score + + +@pytest.mark.skipif(not cuda_available(), reason="no functional GPU / cupy backend available") +def test_gpu_bayesian_blocks_of_no_problems(): + from fastpidc.cuda import solve_bayesian_blocks_cuda + + assert solve_bayesian_blocks_cuda([]) == [] + + +@pytest.mark.skipif(not cuda_available(), reason="no functional GPU / cupy backend available") +@pytest.mark.parametrize("data_file_name", ["toy_small_200.txt", "toy_small_200.h5"]) +def test_gpu_and_cpu_node_building_agree(julia_test_data, data_file_name): + # End-to-end: the batched GPU path must produce nodes indistinguishable + # from the per-node CPU path, including the probability vectors. + path = str(julia_test_data / data_file_name) + gpu_nodes = get_nodes(path, bb_backend="cuda") + cpu_nodes = get_nodes(path, bb_backend="cpu") + + assert [n.label for n in gpu_nodes] == [n.label for n in cpu_nodes] + for from_gpu, from_cpu in zip(gpu_nodes, cpu_nodes): + assert from_gpu.number_of_bins == from_cpu.number_of_bins, from_gpu.label + np.testing.assert_array_equal(from_gpu.binned_values, from_cpu.binned_values) + np.testing.assert_array_equal(from_gpu.probabilities, from_cpu.probabilities) + + +def test_bayesian_blocks_falls_back_to_cpu_without_a_gpu(monkeypatch, julia_test_data): + # Unlike the PUC backend, a missing GPU here warns and falls back, since + # both solvers select the same bin edges. + import fastpidc.cuda + + monkeypatch.setattr(fastpidc.cuda, "cuda_available", lambda: False) + path = str(julia_test_data / "yeast1_10_data.txt") + + with pytest.warns(RuntimeWarning, match="Falling back to the CPU reference solver"): + fallback_nodes = get_nodes(path, bb_backend="cuda") + + cpu_nodes = get_nodes(path, bb_backend="cpu") + for from_fallback, from_cpu in zip(fallback_nodes, cpu_nodes): + np.testing.assert_array_equal(from_fallback.binned_values, from_cpu.binned_values) diff --git a/python/tests/test_discretizers.py b/python/tests/test_discretizers.py new file mode 100644 index 0000000..63ca4e0 --- /dev/null +++ b/python/tests/test_discretizers.py @@ -0,0 +1,100 @@ +import numpy as np +import pytest + +from fastpidc.discretizers import ( + LinearDiscretizer, + binedges_bayesian_blocks, + binedges_uniform_count, + binedges_uniform_width, + get_bin_ids, +) + + +def test_linear_discretizer_basic(): + ld = LinearDiscretizer(np.array([0.0, 1.0, 2.0, 3.0])) + assert ld.nbins == 3 + np.testing.assert_array_equal(ld.encode(np.array([0.0, 0.5, 1.0, 2.9, 3.0])), [0, 0, 1, 2, 2]) + + +def test_linear_discretizer_clamps_outliers(): + ld = LinearDiscretizer(np.array([0.0, 1.0, 2.0])) + np.testing.assert_array_equal(ld.encode(np.array([-5.0, 5.0])), [0, 1]) + + +def test_linear_discretizer_rejects_unsorted_edges(): + with pytest.raises(ValueError): + LinearDiscretizer(np.array([0.0, 2.0, 1.0])) + + +def test_linear_discretizer_rejects_too_few_edges(): + with pytest.raises(ValueError): + LinearDiscretizer(np.array([0.0])) + + +def test_binedges_uniform_width(): + edges = binedges_uniform_width(np.array([0.0, 10.0, 5.0]), 5) + np.testing.assert_allclose(edges, [0, 2, 4, 6, 8, 10]) + + +def test_binedges_uniform_count_equal_bins(): + data = np.arange(10, dtype=np.float64) + edges = binedges_uniform_count(data, 5) + ld = LinearDiscretizer(edges) + ids = ld.encode(data) + counts = np.bincount(ids, minlength=5) + np.testing.assert_array_equal(counts, [2, 2, 2, 2, 2]) + + +def test_binedges_uniform_count_too_many_bins_raises(): + with pytest.raises(ValueError): + binedges_uniform_count(np.array([1.0, 2.0]), 5) + + +def test_binedges_bayesian_blocks_constant_block_for_uniform_data(): + # Evenly-spaced data with no interesting structure should collapse to + # relatively few, evenly distributed blocks. + rng = np.random.default_rng(0) + data = rng.normal(size=500) + edges = binedges_bayesian_blocks(data) + assert edges[0] == data.min() + assert edges[-1] == data.max() + assert np.all(np.diff(edges) > 0) + + +def test_get_bin_ids_constant_values_single_bin(): + ids, nbins = get_bin_ids(np.array([5.0, 5.0, 5.0]), "bayesian_blocks", 10) + assert nbins == 1 + np.testing.assert_array_equal(ids, [0, 0, 0]) + + +def test_get_bin_ids_binarize(): + ids, nbins = get_bin_ids(np.array([0.0, 1.0, 0.0, 2.5]), "binarize", 10) + assert nbins == 2 + np.testing.assert_array_equal(ids, [0, 1, 0, 1]) + + +def test_get_bin_ids_unknown_mode_warns_and_falls_back_to_uniform_width(): + with pytest.warns(RuntimeWarning, match="doesn't exist"): + ids_fallback, nbins_fallback = get_bin_ids(np.arange(10.0), "nonsense", 5) + ids_uw, nbins_uw = get_bin_ids(np.arange(10.0), "uniform_width", 5) + assert nbins_fallback == nbins_uw + np.testing.assert_array_equal(ids_fallback, ids_uw) + + +def test_get_bin_ids_uniform_count_warns_and_falls_back_to_uniform_width(): + # Heavily repeated values make the equal-count edges non-unique. + values = np.array([0.0] * 9 + [1.0]) + with pytest.warns(RuntimeWarning, match="Uniform count failed"): + ids_fallback, nbins_fallback = get_bin_ids(values, "uniform_count", 5) + ids_uw, nbins_uw = get_bin_ids(values, "uniform_width", 5) + assert nbins_fallback == nbins_uw + np.testing.assert_array_equal(ids_fallback, ids_uw) + + +def test_get_bin_ids_bin_range(): + rng = np.random.default_rng(1) + values = rng.normal(size=200) + for mode in ("uniform_width", "uniform_count", "bayesian_blocks"): + ids, nbins = get_bin_ids(values, mode, 8) + assert ids.min() >= 0 + assert ids.max() < nbins diff --git a/python/tests/test_dump.py b/python/tests/test_dump.py new file mode 100644 index 0000000..d4f8066 --- /dev/null +++ b/python/tests/test_dump.py @@ -0,0 +1,42 @@ +import numpy as np +import pytest + +from fastpidc.dump import dump_mi_scores, dump_puc_scores +from fastpidc.types import Node, PIDCConfig + + +@pytest.fixture +def nodes(): + return [Node(label) for label in ("A", "B", "C")] + + +def test_dump_mi_scores_writes_npy_and_genes(tmp_path, nodes): + scores = np.arange(9, dtype=np.float64).reshape(3, 3) + config = PIDCConfig(dump_mi_path=str(tmp_path / "out.tsv")) + + path = dump_mi_scores(scores, nodes, config) + + assert path == str(tmp_path / "out_mi.npy") + np.testing.assert_array_equal(np.load(path), scores) + # Shares the same `_genes.txt` sidecar as the main network output. + genes = (tmp_path / "out_genes.txt").read_text().splitlines() + assert genes == ["A", "B", "C"] + + +def test_dump_puc_scores_noop_when_path_not_set(nodes): + scores = np.zeros((3, 3)) + assert dump_puc_scores(scores, nodes, PIDCConfig()) is None + + +def test_dump_score_matrix_shape_mismatch_raises(tmp_path, nodes): + scores = np.zeros((2, 2)) + config = PIDCConfig(dump_mi_path=str(tmp_path / "out.tsv")) + with pytest.raises(ValueError, match="shape"): + dump_mi_scores(scores, nodes, config) + + +def test_dump_puc_path_suffix_not_duplicated(tmp_path, nodes): + scores = np.zeros((3, 3)) + config = PIDCConfig(dump_puc_path=str(tmp_path / "out_puc.npy")) + path = dump_puc_scores(scores, nodes, config) + assert path == str(tmp_path / "out_puc.npy") diff --git a/python/tests/test_information.py b/python/tests/test_information.py new file mode 100644 index 0000000..42cc768 --- /dev/null +++ b/python/tests/test_information.py @@ -0,0 +1,86 @@ +import numpy as np +import pytest + +from fastpidc.information import ( + apply_mutual_information_formula, + apply_redundancy_formula, + apply_specific_information_formula, + get_frequencies_from_bin_ids, + get_joint_frequencies_from_bin_ids, + get_lambda, + get_probabilities, +) + + +def test_get_frequencies_from_bin_ids(): + freqs = get_frequencies_from_bin_ids(np.array([0, 0, 1, 2, 2, 2]), 3) + np.testing.assert_array_equal(freqs, [2, 1, 3]) + + +def test_get_joint_frequencies_from_bin_ids(): + x = np.array([0, 0, 1, 1]) + y = np.array([0, 1, 0, 0]) + freqs = get_joint_frequencies_from_bin_ids(x, y, 2, 2) + np.testing.assert_array_equal(freqs, [[1, 1], [2, 0]]) + + +def test_get_probabilities_maximum_likelihood(): + probs = get_probabilities("maximum_likelihood", np.array([1.0, 3.0])) + np.testing.assert_allclose(probs, [0.25, 0.75]) + + +def test_get_probabilities_dirichlet(): + probs = get_probabilities("dirichlet", np.array([0.0, 0.0]), prior=1.0) + np.testing.assert_allclose(probs, [0.5, 0.5]) + + +def test_get_probabilities_shrinkage_towards_uniform(): + # A perfectly uniform sample should need no shrinkage. + probs = get_probabilities("shrinkage", np.array([5.0, 5.0])) + np.testing.assert_allclose(probs, [0.5, 0.5]) + + +def test_get_probabilities_unknown_estimator_raises(): + with pytest.raises(ValueError): + get_probabilities("nonsense", np.array([1.0, 1.0])) + + +def test_get_lambda_bounds(): + assert get_lambda(np.array([0.5, 0.5]), 0.5, 0) == 1.0 + assert get_lambda(np.array([0.5, 0.5]), 0.5, 1) == 1.0 + lam = get_lambda(np.array([0.5, 0.5]), 0.5, 100) + assert 0.0 <= lam <= 1.0 + + +def test_mutual_information_zero_for_independent_variables(): + # p(x,y) = p(x) p(y): MI should be (numerically) zero. + p_x = np.array([[0.5], [0.5]]) + p_y = np.array([[0.5, 0.5]]) + p_xy = p_x * p_y + mi = apply_mutual_information_formula(p_xy, p_x, p_y, 2) + assert mi == pytest.approx(0.0, abs=1e-12) + + +def test_mutual_information_positive_for_dependent_variables(): + p_xy = np.array([[0.5, 0.0], [0.0, 0.5]]) + p_x = p_xy.sum(axis=1, keepdims=True) + p_y = p_xy.sum(axis=0, keepdims=True) + mi = apply_mutual_information_formula(p_xy, p_x, p_y, 2) + assert mi == pytest.approx(1.0) # one bit of information + + +def test_specific_information_matches_manual_expectation(): + # Perfectly correlated binary variables: knowing x fully determines z. + p_xz = np.array([[0.5, 0.0], [0.0, 0.5]]) + p_x = p_xz.sum(axis=1, keepdims=True) + p_z = p_xz.sum(axis=0, keepdims=True) + si = apply_specific_information_formula(p_xz, p_x, p_z, 0, 2) + np.testing.assert_allclose(si, [1.0, 1.0]) + + +def test_redundancy_is_bounded_by_min_specific_information(): + p_z = np.array([0.5, 0.5]) + si1 = np.array([0.2, 0.8]) + si2 = np.array([0.5, 0.5]) + redundancy = apply_redundancy_formula(p_z, si1, si2, 2) + assert redundancy == pytest.approx(0.5 * 0.2 + 0.5 * 0.5) diff --git a/python/tests/test_io.py b/python/tests/test_io.py new file mode 100644 index 0000000..be0f4f8 --- /dev/null +++ b/python/tests/test_io.py @@ -0,0 +1,159 @@ +import h5py +import numpy as np +import pytest +from scipy import sparse + +from fastpidc.io import ( + get_adjacency_matrix, + get_nodes, + read_network_file, + write_network_file, + write_network_npy, +) +from fastpidc.network import PIDCNetworkInference, infer_network_from_nodes +from fastpidc.types import PIDCConfig + + +@pytest.fixture +def text_data_file(tmp_path): + path = tmp_path / "data.txt" + path.write_text("header ignored\nA 0.1 0.2 0.9 0.8 0.1 0.9\nB 0.9 0.8 0.1 0.2 0.9 0.1\nC 0.5 0.4 0.6 0.5 0.4 0.6\n") + return path + + +def test_get_nodes_text_basic(text_data_file): + nodes = get_nodes(str(text_data_file), discretizer="uniform_width", number_of_bins=2) + assert [n.label for n in nodes] == ["A", "B", "C"] + assert all(n.number_of_bins == 2 for n in nodes) + assert nodes[0].binned_values.size == 6 + + +def test_get_nodes_text_explicit_delimiter(tmp_path): + path = tmp_path / "data.csv" + path.write_text("header\nA,1,2,3,4,5,6,7,8\nB,8,7,6,5,4,3,2,1\n") + nodes = get_nodes(str(path), delim=",", discretizer="uniform_width", number_of_bins=2) + assert [n.label for n in nodes] == ["A", "B"] + + +def test_get_nodes_h5_dense(tmp_path): + path = tmp_path / "data.h5" + rng = np.random.default_rng(0) + x = rng.normal(size=(50, 4)) # (cells, genes) + with h5py.File(path, "w") as f: + f.create_dataset("gene_names", data=[f"G{i}".encode() for i in range(4)]) + f.create_dataset("matrix_dense", data=x) + + nodes = get_nodes(str(path), discretizer="uniform_width", number_of_bins=3) + assert [n.label for n in nodes] == ["G0", "G1", "G2", "G3"] + np.testing.assert_allclose(nodes[0].probabilities.sum(), 1.0) + + +def test_get_nodes_h5_sparse_matches_dense(tmp_path): + rng = np.random.default_rng(0) + x = rng.poisson(2, size=(60, 5)).astype(np.float64) + xs = sparse.csc_matrix(x) + + sparse_path = tmp_path / "sparse.h5" + with h5py.File(sparse_path, "w") as f: + f.create_dataset("gene_names", data=[f"G{i}".encode() for i in range(5)]) + grp = f.create_group("matrix_sparse_csc") + grp.create_dataset("data", data=xs.data) + grp.create_dataset("indices", data=xs.indices.astype(np.int64)) + grp.create_dataset("indptr", data=xs.indptr.astype(np.int64)) + grp.attrs["shape"] = np.array(xs.shape, dtype=np.int64) + + dense_path = tmp_path / "dense.h5" + with h5py.File(dense_path, "w") as f: + f.create_dataset("gene_names", data=[f"G{i}".encode() for i in range(5)]) + f.create_dataset("matrix_dense", data=x) + + sparse_nodes = get_nodes(str(sparse_path)) + dense_nodes = get_nodes(str(dense_path)) + for s, d in zip(sparse_nodes, dense_nodes): + assert s.number_of_bins == d.number_of_bins + np.testing.assert_array_equal(s.binned_values, d.binned_values) + + +def test_get_nodes_h5_matches_text_loader(julia_test_data): + # The repository ships the same 200-gene x 1000-cell toy dataset in both + # formats, so the two loaders must produce identical nodes. + h5_nodes = get_nodes(str(julia_test_data / "toy_small_200.h5")) + text_nodes = get_nodes(str(julia_test_data / "toy_small_200.txt")) + + assert [n.label for n in h5_nodes] == [n.label for n in text_nodes] + for from_h5, from_text in zip(h5_nodes, text_nodes): + assert from_h5.number_of_bins == from_text.number_of_bins, from_h5.label + np.testing.assert_array_equal(from_h5.binned_values, from_text.binned_values) + + +@pytest.mark.julia +def test_get_nodes_h5_matches_julia(run_julia, julia_test_data, tmp_path): + data_file = julia_test_data / "toy_small_200.h5" + output = run_julia( + f'using FastPIDC\nnodes = get_nodes(raw"{data_file}"; bb_backend=:cpu)\n' + 'println("LABELS:", join([n.label for n in nodes], ","))\n' + 'println("NBINS:", join([n.number_of_bins for n in nodes], ","))\n' + 'println("IDS:", join([sum(n.binned_values) for n in nodes], ","))' + ) + fields = {line.split(":", 1)[0]: line.split(":", 1)[1] for line in output.splitlines() if ":" in line} + + nodes = get_nodes(str(data_file)) + assert [n.label for n in nodes] == fields["LABELS"].split(",") + assert [n.number_of_bins for n in nodes] == [int(x) for x in fields["NBINS"].split(",")] + # Julia's bin ids are 1-indexed, so its per-node sum is larger by one per sample. + n_samples = nodes[0].binned_values.size + assert [int(n.binned_values.sum()) + n_samples for n in nodes] == [int(x) for x in fields["IDS"].split(",")] + + +def test_get_nodes_h5_missing_gene_names_raises(tmp_path): + path = tmp_path / "bad.h5" + with h5py.File(path, "w") as f: + f.create_dataset("matrix_dense", data=np.zeros((3, 2))) + with pytest.raises(ValueError, match="gene_names"): + get_nodes(str(path)) + + +def test_write_and_read_network_file_roundtrip(tmp_path, text_data_file): + nodes = get_nodes(str(text_data_file), discretizer="uniform_width", number_of_bins=2) + network = infer_network_from_nodes(PIDCNetworkInference(), nodes, config=PIDCConfig(backend="cpu")) + + out_path = tmp_path / "edges.tsv" + write_network_file(str(out_path), network) + reloaded = read_network_file(str(out_path)) + + original_weights = {frozenset((e.nodes[0].label, e.nodes[1].label)): e.weight for e in network.edges} + reloaded_weights = {frozenset((e.nodes[0].label, e.nodes[1].label)): e.weight for e in reloaded.edges} + assert original_weights.keys() == reloaded_weights.keys() + for key, weight in original_weights.items(): + assert reloaded_weights[key] == pytest.approx(weight) + + +def test_write_network_npy(tmp_path, text_data_file): + nodes = get_nodes(str(text_data_file), discretizer="uniform_width", number_of_bins=2) + network = infer_network_from_nodes(PIDCNetworkInference(), nodes, config=PIDCConfig(backend="cpu")) + + out_path = tmp_path / "edges.npy" + write_network_npy(str(out_path), network) + + matrix = np.load(out_path) + genes = (tmp_path / "edges_genes.txt").read_text().splitlines() + assert genes == [n.label for n in network.nodes] + np.testing.assert_allclose(matrix, matrix.T) + np.testing.assert_array_equal(np.diag(matrix), np.zeros(len(nodes))) + + +def test_get_adjacency_matrix_relative_threshold(text_data_file): + nodes = get_nodes(str(text_data_file), discretizer="uniform_width", number_of_bins=2) + network = infer_network_from_nodes(PIDCNetworkInference(), nodes, config=PIDCConfig(backend="cpu")) + adjacency, labels_to_ids, ids_to_labels = get_adjacency_matrix(network, 1.0 / 3) + assert adjacency.sum() == 2 # one edge kept, symmetric -> two True entries + assert set(labels_to_ids) == {n.label for n in nodes} + assert ids_to_labels[labels_to_ids["A"]] == "A" + + +def test_get_adjacency_matrix_absolute_threshold(text_data_file): + nodes = get_nodes(str(text_data_file), discretizer="uniform_width", number_of_bins=2) + network = infer_network_from_nodes(PIDCNetworkInference(), nodes, config=PIDCConfig(backend="cpu")) + top_weight = network.edges[0].weight + adjacency, _, _ = get_adjacency_matrix(network, top_weight, absolute=True) + assert adjacency.sum() == 2 diff --git a/python/tests/test_network.py b/python/tests/test_network.py new file mode 100644 index 0000000..566bdd8 --- /dev/null +++ b/python/tests/test_network.py @@ -0,0 +1,91 @@ +import numpy as np +import pytest + +from fastpidc.network import ( + CLRNetworkInference, + MINetworkInference, + PIDCNetworkInference, + PUCNetworkInference, + build_sorted_edges, + get_joint_probabilities, + get_mi_and_si, + get_mi_scores, + infer_network_from_nodes, +) +from fastpidc.puc import compute_puc_full +from fastpidc.types import Node, PIDCConfig + + +def _make_nodes(n_nodes=6, n_samples=300, n_bins=3, seed=0) -> list[Node]: + rng = np.random.default_rng(seed) + nodes = [] + base = rng.integers(0, n_bins, size=n_samples) + for i in range(n_nodes): + # Node 0 correlates strongly with the shared `base` signal; the rest + # are noisier mixtures of it, so there is real (non-independent) + # structure to detect. + noise = rng.integers(0, n_bins, size=n_samples) + mix = np.where(rng.random(n_samples) < 0.7 - 0.1 * i, base, noise) % n_bins + node = Node.from_raw_values(f"N{i}", mix.astype(np.float64), "uniform_width", "maximum_likelihood", n_bins) + nodes.append(node) + return nodes + + +def test_get_joint_probabilities_sums_to_one(): + nodes = _make_nodes() + probs, p1, p2 = get_joint_probabilities(nodes[0], nodes[1], "maximum_likelihood") + assert probs.sum() == pytest.approx(1.0) + np.testing.assert_allclose(p1.sum(), 1.0) + np.testing.assert_allclose(p2.sum(), 1.0) + + +def test_mi_symmetric_and_nonnegative(): + nodes = _make_nodes() + mi_ab, _, _ = get_mi_and_si(nodes[0], nodes[1], "maximum_likelihood", 2) + mi_ba, _, _ = get_mi_and_si(nodes[1], nodes[0], "maximum_likelihood", 2) + assert mi_ab == pytest.approx(mi_ba) + assert mi_ab >= -1e-12 + + +def test_get_mi_scores_matrix_is_symmetric_with_zero_diagonal(): + nodes = _make_nodes() + scores = get_mi_scores(nodes, "maximum_likelihood", 2) + np.testing.assert_allclose(scores, scores.T) + np.testing.assert_array_equal(np.diag(scores), np.zeros(len(nodes))) + + +def test_build_sorted_edges_descending(): + nodes = _make_nodes(n_nodes=4) + weights = np.array( + [ + [0, 1, 5, 2], + [1, 0, 3, 4], + [5, 3, 0, 6], + [2, 4, 6, 0], + ], + dtype=float, + ) + edges = build_sorted_edges(nodes, weights) + assert len(edges) == 6 + assert [e.weight for e in edges] == sorted((e.weight for e in edges), reverse=True) + + +@pytest.mark.parametrize( + "inference_cls", [MINetworkInference, CLRNetworkInference, PUCNetworkInference, PIDCNetworkInference] +) +def test_infer_network_from_nodes_produces_full_edge_set(inference_cls): + nodes = _make_nodes(n_nodes=6) + network = infer_network_from_nodes(inference_cls(), nodes, config=PIDCConfig(backend="cpu")) + assert len(network.edges) == len(nodes) * (len(nodes) - 1) // 2 + assert all(np.isfinite(e.weight) for e in network.edges) + weights = [e.weight for e in network.edges] + assert weights == sorted(weights, reverse=True) + + +def test_puc_scores_are_symmetric_and_nonnegative(): + nodes = _make_nodes(n_nodes=6) + mi_scores, puc_scores = compute_puc_full(nodes, config=PIDCConfig(backend="cpu")) + np.testing.assert_allclose(mi_scores, mi_scores.T) + np.testing.assert_allclose(puc_scores, puc_scores.T) + assert np.all(puc_scores >= -1e-9) + np.testing.assert_array_equal(np.diag(puc_scores), np.zeros(len(nodes))) diff --git a/python/tests/test_types.py b/python/tests/test_types.py new file mode 100644 index 0000000..d8cd69e --- /dev/null +++ b/python/tests/test_types.py @@ -0,0 +1,49 @@ +import numpy as np +import pytest + +from fastpidc.types import Node, PIDCConfig, network_genes_path, score_genes_path, score_output_path + + +def test_pidc_config_rejects_bad_backend(): + with pytest.raises(ValueError, match="backend"): + PIDCConfig(backend="tpu") + + +def test_pidc_config_rejects_bad_bb_backend(): + with pytest.raises(ValueError, match="bb_backend"): + PIDCConfig(bb_backend="tpu") + + +def test_pidc_config_defaults(): + config = PIDCConfig() + assert config.backend == "cuda" + assert config.bb_backend == "cuda" + assert config.discretizer == "bayesian_blocks" + assert config.estimator == "maximum_likelihood" + + +def test_node_from_raw_values(): + node = Node.from_raw_values("A", np.arange(10.0), "uniform_width", "maximum_likelihood", 5) + assert node.label == "A" + assert node.number_of_bins == 5 + assert node.probabilities.sum() == pytest.approx(1.0) + + +def test_score_output_path_avoids_double_suffix(): + assert score_output_path("out.tsv", "mi") == "out_mi.npy" + assert score_output_path("out_mi.tsv", "mi") == "out_mi.npy" + + +def test_score_output_path_rejects_bad_name(): + with pytest.raises(ValueError): + score_output_path("out.tsv", "nonsense") + + +def test_network_genes_path(): + assert network_genes_path("out.tsv") == "out_genes.txt" + + +def test_score_genes_path_shares_main_network_sidecar(): + # Score dumps 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b/src/discretizers.jl index b41b3ec..8598389 100644 --- a/src/discretizers.jl +++ b/src/discretizers.jl @@ -270,7 +270,28 @@ struct BayesianBlocksSolution end # Placeholders extended by FastPIDCCUDAExt when CUDA.jl is loaded. + +""" + bayesian_blocks_cuda_available() -> Bool + +Whether the Bayesian-blocks CUDA backend is usable, defined by the +`FastPIDCCUDAExt` package extension (loaded automatically when `using CUDA` +and a functional GPU is available). Without the extension loaded, no method +exists for this function; callers check `hasmethod` before calling it. +""" function bayesian_blocks_cuda_available end + +""" + solve_bayesian_blocks_cuda(problems::Vector{BayesianBlocksProblem}, verbose::Bool) + +GPU implementation of the Bayesian-blocks dynamic program, defined by the +`FastPIDCCUDAExt` package extension (loaded automatically when `using CUDA` +and a functional GPU is available). Solves each `problems` entry +independently, returning a `Vector{BayesianBlocksSolution}` in the same +order. Calling this without the extension loaded raises a `MethodError`; +callers check [`bayesian_blocks_cuda_available`](@ref) and the method's +existence before dispatching to it. +""" function solve_bayesian_blocks_cuda end """ diff --git a/src/information_measures.jl b/src/information_measures.jl index 4014adb..491f607 100644 --- a/src/information_measures.jl +++ b/src/information_measures.jl @@ -56,7 +56,7 @@ function get_bin_ids!(values_x, mode, number_of_bins, bin_ids) values_x, ) catch - bin_ids = encode( + bin_ids[1:end] = encode( LinearDiscretizer( binedges(DiscretizeUniformWidth(number_of_bins), values_x), ), diff --git a/test/baseline_outputs/pidc_toy_edges.tsv b/test/baseline_outputs/pidc_toy_edges.tsv index 0fc20ee..d5a3a61 100644 --- a/test/baseline_outputs/pidc_toy_edges.tsv +++ b/test/baseline_outputs/pidc_toy_edges.tsv @@ -1,12044 +1,12017 @@ -CDKN1A MDM2 5.823627153642558 -NME8 ARHGEF28 5.63412343660059 -CCNB1 CDC20 5.392799362208118 +CDKN1A MDM2 5.823627153642562 +NME8 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CDH1 3.5171159021824505 -ZBTB24 RFX8 3.5023678676353143 +CCNB1 CCNB2 3.5385427461846883 +EVPL PNMA8C 3.5132687160769267 +ZBTB24 RFX8 3.502367867635314 MGA MSLN 3.495002871574275 -MGA MVK 3.488407564354306 -JAK2 MST1R 3.4844887139634415 -CALM3 HSP90AB1 3.4808852602430145 -MTOR SP1 3.4750171707796635 -TYK2 B4GALNT3 3.4701309484213976 -CDK1 RYR1 3.46693086397803 +MGA MVK 3.4884075643543047 +POU5F1 CDH1 3.482756557892534 +CALM3 HSP90AB1 3.4808852602430154 +JAK2 MST1R 3.476353360995612 +MTOR SP1 3.475017170779664 +TYK2 B4GALNT3 3.470130948421396 +CDK1 RYR1 3.466930863978029 PIK3CA B4GALNT3 3.4431245879918975 -BAX DPYSL3 3.442702084054463 -GADD45A EGFR 3.4272099767033555 -STAT3 SPAG6 3.4242020270498146 +BAX DPYSL3 3.4427020840544644 +GADD45A EGFR 3.4272099767033537 +STAT3 SPAG6 3.424202027049813 TP53 IDH3B 3.4207823248892852 -EGFR MSLN 3.391588378918654 -CCNA2 CDC20 3.381018870404301 -TYK2 KLF11 3.3771804501243095 -CEACAM19 CAB39L 3.3765050082247527 -TP53 POU5F1 3.373940996808522 -TRAF6 ZYG11A 3.365684974166913 -EIF2AK3 TCTN1 3.363389091132548 -EVPL NR1I2 3.3592838731783243 -ACTB MARCKSL1 3.355297357326557 -STAT1 HOMER1 3.353265944317357 -CASP3 EGR1 3.3501289707989534 -RELB BATF3 3.3431751828529523 -ZYG11A DNAJC30 3.3201201565134695 -MST1R CD55 3.3052879864486857 -CCNB1 CDKN1A 3.3023872516702553 -KLF4 ZNF687 3.2935017890540945 -MCM5 LANCL2 3.2889596291460763 -CREB1 ITGB5 3.2878689503099143 -CCNB1 CXCL17 3.2831309286243817 -POU5F1 ACTB 3.2819991288300994 -KIF9 BATF3 3.274443745979502 -ZBTB24 NR1I2 3.2739622909083113 -SPATS1 HOMER1 3.2731031187927395 -MTOR NME1 3.2722840777847937 -EIF2AK3 DNAJC30 3.271946571350837 -TBC1D10A PPP1R13B 3.2717126175539084 -CCNB1 MDM2 3.2708796532229236 -JUN RFX8 3.267034650062917 -TP53 CHMP4B 3.2640931108901357 -AKT1 SLC26A4 3.2575039716059786 -LRP6 POU5F1 3.2492501062888834 -LIN28A ACTB 3.2483667467924584 -BAD ZYG11A 3.246643912909745 -HSP90AB1 PAX5 3.2445685255534116 -MCM5 HES1 3.2394926242836064 +EGFR MSLN 3.3915883789186534 +CCNA2 CDC20 3.381018870404299 +TYK2 KLF11 3.3771804501243103 +CEACAM19 CAB39L 3.376505008224754 +TRAF6 ZYG11A 3.36568497416691 +EIF2AK3 TCTN1 3.3633890911325466 +ACTB MARCKSL1 3.3552973573265534 +EVPL NR1I2 3.3537026294198378 +STAT1 HOMER1 3.353265944317361 +CASP3 EGR1 3.350128970798957 +TP53 POU5F1 3.348617567077253 +RELB BATF3 3.34317518285295 +ZYG11A DNAJC30 3.3201201565134686 +MST1R CD55 3.305287986448685 +CCNB1 CDKN1A 3.302387251670256 +KLF4 ZNF687 3.293501789054095 +MCM5 LANCL2 3.2889596291460768 +CREB1 ITGB5 3.2878689503099148 +CCNB1 CXCL17 3.2831309286243804 +KIF9 BATF3 3.274443745979504 +ZBTB24 NR1I2 3.2739622909083095 +SPATS1 HOMER1 3.2731031187927377 +MTOR NME1 3.272284077784794 +EIF2AK3 DNAJC30 3.2719465713508344 +TBC1D10A PPP1R13B 3.271712617553909 +CCNB1 MDM2 3.270879653222926 +JUN RFX8 3.267034650062916 +TP53 CHMP4B 3.2640931108901405 +AKT1 SLC26A4 3.2575039716059795 +POU5F1 ACTB 3.2507110843400318 +LIN28A ACTB 3.248366746792457 +BAD ZYG11A 3.246643912909744 +HSP90AB1 PAX5 3.24456852555341 +MCM5 HES1 3.2394926242836033 NOTCH1 PTK7 3.237883901761245 -ACTB PTK7 3.237294679032172 -SOCS3 ARHGEF28 3.2371863381362544 -PTEN TGFBRAP1 3.2366398793803275 -ANKRD49 PPP1R13B 3.2331764897765147 -MDM2 ZNF652 3.2320074785981254 -MCM5 MKI67 3.229912213014721 -SOCS3 ANKRD54 3.2221042779899807 -IRF1 SDSL 3.2193383909457043 -FOXO3 TRAF2 3.215889944831336 -IRF1 KCNJ8 3.2146409157553624 -NOTCH1 TCTN1 3.2120039417899027 -CTNNB1 CHCHD4 3.201902883503622 -BAX POU5F1 3.1992793559309813 -BRAF SPATS1 3.1942105341551352 +ACTB PTK7 3.237294679032171 +SOCS3 ARHGEF28 3.2371863381362567 +PTEN TGFBRAP1 3.2366398793803284 +ANKRD49 PPP1R13B 3.233176489776518 +MDM2 ZNF652 3.232007478598127 +MCM5 MKI67 3.2299122130147215 +SOCS3 ANKRD54 3.2221042779899842 +LRP6 POU5F1 3.220135439929767 +IRF1 SDSL 3.219338390945704 +FOXO3 TRAF2 3.2158899448313396 +IRF1 KCNJ8 3.2146409157553593 +NOTCH1 TCTN1 3.2120039417899044 +BRAF SPATS1 3.1942105341551343 BATF3 TMCO4 3.191102686400589 -TYK2 UNC13D 3.1907144565296637 -RPTOR SHARPIN 3.1869947494341533 -TRAF3 SNX25 3.1816469100103215 -RBPJ CLCN3 3.1789731103186045 -SRF ACTB 3.1786217669534773 -ATP6V0D1 UBQLN2 3.1734672119538656 +TYK2 UNC13D 3.190714456529666 +TRAF3 SNX25 3.181646910010324 +RBPJ CLCN3 3.178973110318607 +SRF ACTB 3.1786217669534755 +CTNNB1 CHCHD4 3.1773743142298487 +BAX POU5F1 3.1748893688839273 +ATP6V0D1 UBQLN2 3.173467211953865 +RPTOR SHARPIN 3.1728654161081344 MST1R SLC26A4 3.172827415442745 -TACR3 KLF11 3.171067143006125 -RBPJ B3GAT2 3.166628032310575 -ZBBX MSLN 3.1640409427262544 -SOCS3 TRAF6 3.162418594571717 -IRF1 CS 3.1609419555591542 -EVPL RGL1 3.1575879570032552 -STAU1 SASS6 3.1568838359114966 -AXIN1 TACR3 3.153386096836821 -DLL1 EVPL 3.150093723732956 -LIN28A SUB1 3.1500298943804523 -DLL1 PNMA8C 3.1435627976439418 -IRF1 MSLN 3.135761800127096 -LIN28A MMADHC 3.1343682402148763 -PIK3CA RELA 3.1325237595074937 -IRF9 MID2 3.1321186538425687 -SASS6 MSLN 3.13113512381719 +TACR3 KLF11 3.1710671430061272 +RBPJ B3GAT2 3.166628032310574 +ZBBX MSLN 3.1640409427262535 +SOCS3 TRAF6 3.162418594571718 +IRF1 CS 3.160941955559153 +STAU1 SASS6 3.1568838359114992 +EVPL RGL1 3.154215944886471 +AXIN1 TACR3 3.153386096836823 +LIN28A SUB1 3.1500298943804546 +DLL1 EVPL 3.1472398000071364 +DLL1 PNMA8C 3.143562797643941 +IRF1 MSLN 3.135761800127097 +LIN28A MMADHC 3.134368240214875 +PIK3CA RELA 3.1325237595074906 +IRF9 MID2 3.132118653842571 +SASS6 MSLN 3.131135123817191 MVK MSLN 3.1270578424897106 -ATF6 SPAG6 3.1249031518469885 -HSP90AB1 MDH2 3.1245192616387425 -ACTB UBAP2L 3.11837088234595 +ATF6 SPAG6 3.124903151846987 +HSP90AB1 MDH2 3.1245192616387416 +ACTB UBAP2L 3.118370882345948 SAA4 FLNB 3.1166292706017025 AKT1 MYC 3.1162210193839264 -IKBKG ACOT6 3.1013092528514576 -MST1R TBC1D10A 3.096724150833774 +IKBKG ACOT6 3.1013092528514594 +MST1R TBC1D10A 3.0967241508337735 GADD45A MDM2 3.0958835717946154 -CDKN1A FAS 3.0902825482055305 +CDKN1A FAS 3.0902825482055314 MCM5 STAU1 3.089201797458868 -SDSL MSLN 3.0869193596577085 -CTNNB1 ACTB 3.085752631139901 +SDSL MSLN 3.0869193596577076 ATP6V0D1 EN1 3.073854188598382 -PRDM14 MSLN 3.0656373160965873 -CXCL17 HOMER1 3.0655319125750045 -ACTB CALM3 3.0629636414607138 -RELA PAX5 3.0628094505130345 -DUSP6 HES1 3.060433639644996 +PRDM14 MSLN 3.065637316096587 +CXCL17 HOMER1 3.065531912575003 +ACTB CALM3 3.0629636414607133 +RELA PAX5 3.062809450513035 +DUSP6 HES1 3.0604336396449923 CS PAX5 3.059913974375094 IKBKG CHMP4B 3.058963405333814 -RELB ATP6V0D1 3.0539459323143956 -MCM5 UBAP2L 3.05306796062391 -CASP3 GEMIN5 3.0527136253459 -CLCN3 STAU1 3.0520179828721012 -KRAS NANOG 3.0454646186148184 -TBC1D10A ANKRD54 3.038302396817775 -BRAF SDSL 3.035456982948603 -DUSP6 ERBB2 3.0337664152165984 -ACTB VIM 3.0313389229955265 -DLL1 TBC1D10A 3.0290114148462655 -GADD45A CEACAM19 3.028326959012279 -DVL2 TYK2 3.019760230328504 -DUSP6 ADAM17 3.0171760266684653 -REL MYC 3.0144853406104604 -DVL2 TCEA3 3.0093238958993416 -KRAS AKT2 3.0087562368805973 -RELA TACR3 3.0005021290696545 -JUN GDPD5 2.9996008381087496 -CDC20 EGR1 2.9994018720055013 -BCL2L11 CASP9 2.9986246660830504 -NFKB1 EVPL 2.9985885448507403 -DPYSL3 SLC26A4 2.9976269155378605 -DUSP6 SOX2 2.9956079333582832 -EIF2AK3 RELA 2.9904461808181844 -MAPK1 SP1 2.9900152732265015 +RELB ATP6V0D1 3.053945932314395 +CTNNB1 ACTB 3.0537683467706858 +MCM5 UBAP2L 3.0530679606239097 +CASP3 GEMIN5 3.052713625345901 +CLCN3 STAU1 3.0520179828721004 +TBC1D10A ANKRD54 3.0383023968177754 +BRAF SDSL 3.0354569829486 +DUSP6 ERBB2 3.033766415216598 +ACTB VIM 3.0313389229955234 +DLL1 TBC1D10A 3.029011414846266 +GADD45A CEACAM19 3.0283269590122757 +DUSP6 ADAM17 3.0171760266684635 +KRAS NANOG 3.0161547346924955 +REL MYC 3.0144853406104595 +DVL2 TCEA3 3.0036432234553305 +RELA TACR3 3.000502129069654 +JUN GDPD5 2.999600838108754 +CDC20 EGR1 2.999401872005501 +BCL2L11 CASP9 2.998624666083047 +DPYSL3 SLC26A4 2.9976269155378623 +NFKB1 EVPL 2.9964490135509885 +DUSP6 SOX2 2.9956079333582806 +EIF2AK3 RELA 2.9904461808181813 +MAPK1 SP1 2.9900152732265 VIM GATA2 2.987785440549517 -TRAF6 ANKRD49 2.9852059506036235 -EGR1 FOS 2.9841768704482323 -EVPL RYR1 2.9833289009897808 -JAG1 HES1 2.9782705139205126 -CDH1 ERBB2 2.9780121676840245 +KRAS AKT2 2.9855356204012633 +TRAF6 ANKRD49 2.9852059506036244 +EGR1 FOS 2.9841768704482305 +JAG1 HES1 2.9782705139205112 +CDH1 ERBB2 2.9780121676840237 +DVL2 TYK2 2.9775225443558746 +EVPL RYR1 2.9774340576968275 TRAF3 B4GALNT3 2.975646983172636 -REL PNMA8C 2.9738414678592116 -MCM2 RPTOR 2.971915134150588 -TCTN1 CBX6 2.968527369794067 -EVPL GATA2 2.9660563508766766 -BAD PNMA8C 2.965124235972986 -ZBTB24 GDPD5 2.964999920512688 -BCL2L11 FOS 2.964019979433709 +REL PNMA8C 2.9738414678592138 +TCTN1 CBX6 2.968527369794069 +EVPL GATA2 2.9669037218107652 +BAD PNMA8C 2.965124235972985 +ZBTB24 GDPD5 2.9649999205126876 +BCL2L11 FOS 2.964019979433705 +DVL2 JAK2 2.9637401247638278 EGFR TBC1D10A 2.9587923782586882 -GADD45A FAS 2.957800231236569 -KLF11 TMCO4 2.955409849319257 -FNDC7 SLC25A38 2.951721173541389 -CTNNB1 KLF4 2.9500849663228403 -SP1 MARCKSL1 2.9494038441820147 -MCM5 ERBB2 2.9462204158302185 -PTPN7 SHARPIN 2.9452923304856706 +GADD45A FAS 2.9578002312365674 +KLF11 TMCO4 2.9554098493192584 +FNDC7 SLC25A38 2.9517211735413906 +SP1 MARCKSL1 2.949403844182012 +MCM5 ERBB2 2.9462204158302177 +MCM2 RPTOR 2.945438317962041 +PTPN7 SHARPIN 2.9452923304856684 PIK3CA ZBTB24 2.9436595778916144 -GADD45A CAB39L 2.9392728586722483 -CASP9 FOS 2.934300440174532 -TRAF3 TRMT44 2.9327148386203103 -TP53 PTK7 2.9313452386062817 -PTPN7 TRMT44 2.929389186890229 -CDK1 LARGE1 2.9276800407176555 -RACK1 KCNJ8 2.925181465126977 -CASP9 RMC1 2.91750802261362 -CDK2 SLC26A4 2.917067879443267 -SRF MARCKSL1 2.9164862633942246 -CDK1 ATF4 2.9116995314320495 -DVL2 KLF4 2.9099708408784135 -IKBKG JUN 2.9021121626697104 -PCNA BCL2L11 2.9009081038263593 -IKBKB MMADHC 2.9003075393672084 -IKBKB KCNJ8 2.894702868050628 -KRAS HOMER1 2.891573090510513 -DLL1 ZBBX 2.886038459942838 -KCNJ8 HEBP2 2.886023909433959 -MAP3K14 MYC 2.8858391998062136 -NOTCH1 KLF11 2.8844237527489627 -SOX2 VIM 2.882601422794644 -CASP8 TACR3 2.8819325694620086 -KLF4 ARHGEF4 2.8818386867915655 -PTEN STAT1 2.8784103109970136 -TRAF6 DNAJC30 2.875167280414005 -NME1 FLNB 2.8734885153517054 -ADAM17 CEACAM19 2.87230334152332 -RYR1 TCTN1 2.8692717602274507 -CEACAM19 PPP1R13B 2.8691623198645155 +GADD45A CAB39L 2.9392728586722465 +CASP9 FOS 2.93430044017453 +TRAF3 TRMT44 2.9327148386203135 +TP53 PTK7 2.9313452386062826 +PTPN7 TRMT44 2.9293891868902295 +CDK1 LARGE1 2.927680040717652 +RACK1 KCNJ8 2.9251814651269763 +CTNNB1 KLF4 2.919275716151313 +CDK2 SLC26A4 2.917067879443268 +SRF MARCKSL1 2.9164862633942223 +CDK1 ATF4 2.91169953143205 +CTNNB1 DVL2 2.9071285753516656 +CASP9 RMC1 2.906269625228378 +IKBKG JUN 2.9021121626697153 +PCNA BCL2L11 2.9009081038263607 +IKBKB MMADHC 2.90030753936721 +IKBKB KCNJ8 2.8947028680506275 +DLL1 ZBBX 2.886038459942836 +KCNJ8 HEBP2 2.8860239094339577 +MAP3K14 MYC 2.8858391998062127 +NOTCH1 KLF11 2.884423752748965 +SOX2 VIM 2.882601422794639 +CASP8 TACR3 2.8819325694620077 +KLF4 ARHGEF4 2.8818386867915615 +PTEN STAT1 2.878410310997015 +TRAF6 DNAJC30 2.8751672804140034 +NME1 FLNB 2.873488515351705 +DVL2 KLF4 2.87297398284832 +ADAM17 CEACAM19 2.8723033415233203 +RYR1 TCTN1 2.869271760227452 +CEACAM19 PPP1R13B 2.869162319864517 +KRAS HOMER1 2.867309439161001 RHOC PPP1R13B 2.864804239350859 -REL GDPD5 2.8632689728237737 -IKBKB MVK 2.8611877250731768 -MST1R ACY3 2.859893819945711 -SOCS3 NFKBIA 2.8576333492741726 -IRF9 RELA 2.8559101156330895 -HES1 NME8 2.8537815550623797 -PIK3CB CHMP4B 2.852141336038189 -CHEK2 GEMIN5 2.8463969616177742 +REL GDPD5 2.863268972823776 +IKBKB MVK 2.8611877250731736 +MST1R ACY3 2.8598938199457096 +SOCS3 NFKBIA 2.8576333492741703 +IRF9 RELA 2.855910115633089 +HES1 NME8 2.85378155506238 +PIK3CB CHMP4B 2.852141336038192 +CHEK2 GEMIN5 2.8463969616177733 ATM SMAD4 2.841832933072127 -DLL1 EN1 2.8405365701126057 -JAK2 PNMA8C 2.8398838683577052 -FNIP1 PAX5 2.8395186020259784 -HIF1A UBAP2L 2.839451892235328 -KLF11 ZYG11A 2.8362094092001953 -HIF1A MGA 2.835663707673289 -JAG1 UBAP2L 2.832767168561626 -BAD ANKRD54 2.8305350146990813 +DLL1 EN1 2.8405365701126044 +FNIP1 PAX5 2.839518602025978 +HIF1A UBAP2L 2.8394518922353287 +JAK2 PNMA8C 2.8362953200230194 +KLF11 ZYG11A 2.836209409200196 +HIF1A MGA 2.83566370767329 +JAG1 UBAP2L 2.8327671685616225 +BAD ANKRD54 2.8305350146990818 SPATS1 GUF1 2.8294519673598355 -TBC1D10A RMC1 2.829445636597575 -MVK LRRC36 2.8277999566863166 -SOX2 UBQLN2 2.82292710240757 -SRF CD55 2.8215436185750264 -ATR CASP9 2.8204622460476694 -MCM5 LRP6 2.820029804420158 -POU5F1 GEMIN5 2.816757290900963 -CCNA2 MARCKSL1 2.8134672159150935 -CHEK1 HSP90AB1 2.80842269745394 -TACR3 DNAJC30 2.8075951378189807 -KLF4 RMC1 2.8020400191290435 -RELB B4GALNT3 2.799592024051323 -BRAF ZFP42 2.7984913236557927 +MVK LRRC36 2.8277999566863152 +SOX2 UBQLN2 2.8229271024075673 +SRF CD55 2.821543618575025 +ATR CASP9 2.82046224604767 +MCM5 LRP6 2.8200298044201615 +TBC1D10A RMC1 2.814631024861392 +CCNA2 MARCKSL1 2.81346721591509 +CHEK1 HSP90AB1 2.8084226974539384 +TACR3 DNAJC30 2.807595137818981 +JAK2 EVPL 2.8073975573605208 +POU5F1 GEMIN5 2.804059965417304 +RELB B4GALNT3 2.7995920240513206 +BRAF ZFP42 2.798491323655794 TRAF2 TRAF3 2.795143900454984 -BAD ATF6 2.7907061278474385 -NME1 ZNF687 2.7904742411370114 -CDC20 GSK3B 2.789079379665266 -PIK3CB JMJD6 2.786733728290627 -MDM2 FAS 2.785241616023398 +BAD ATF6 2.790706127847439 +NME1 ZNF687 2.7904742411370136 +CDC20 GSK3B 2.7890793796652664 +KLF4 RMC1 2.7881008555108826 +PIK3CB JMJD6 2.786733728290628 +MDM2 FAS 2.7852416160234 B4GALNT3 MID2 2.7828607269345143 -ATM MGA 2.781669551888406 -SP1 MSLN 2.7815108041696206 -TRAF3 TACR3 2.7766976086522512 -PIK3CA ZNF652 2.775807076525328 -FOXO3 FLNB 2.7756336644273474 -REL NR1I2 2.77529334768389 -JUN BATF3 2.77477818934282 +ATM MGA 2.7816695518884074 +SP1 MSLN 2.7815108041696197 +TRAF3 TACR3 2.776697608652253 +PIK3CA ZNF652 2.775807076525327 +FOXO3 FLNB 2.7756336644273505 +REL NR1I2 2.7752933476838884 +JUN BATF3 2.7747781893428205 CDC20 SLC25A38 2.7739373661074587 -MCM2 GSK3B 2.7732406063886645 -AXIN1 JAG1 2.768672055887666 -CDC20 VIM 2.7649958664339525 -CDH1 PTK7 2.7649150266133575 -CDK2 SPATS1 2.7648830618299294 -JAG1 JUN 2.7641839827576122 -CHEK1 SHARPIN 2.7634025901297425 -PIK3CB ACY3 2.756697136145784 -ATM ZNF652 2.751761393045691 -CHUK GUF1 2.750377940827731 -MCM2 MMADHC 2.7461776402908598 -CHEK2 FLNB 2.7426360610333744 -FOXO3 ATP6V0D1 2.738630011791178 -MCM2 UBAP2L 2.737507202341185 -CCNB2 TAX1BP1 2.736681443036251 +MCM2 GSK3B 2.7732406063886628 +AXIN1 JAG1 2.7686720558876665 +CDC20 VIM 2.764995866433952 +CDH1 PTK7 2.764915026613356 +CDK2 SPATS1 2.76488306182993 +JAG1 JUN 2.7641839827576113 +CHEK1 SHARPIN 2.763402590129737 +PIK3CB ACY3 2.7566971361457844 +ATM ZNF652 2.751761393045694 +CHUK GUF1 2.750377940827734 +MCM2 MMADHC 2.74617764029086 +CHEK2 FLNB 2.7426360610333735 +FOXO3 ATP6V0D1 2.738630011791179 +MCM2 UBAP2L 2.7375072023411824 +CCNB2 TAX1BP1 2.7366814430362503 CDK1 SOX2 2.7357542073242422 -TMX3 PAX5 2.7354352871985816 -IKBKB CEACAM19 2.735223914545415 -IRF9 KLF11 2.7350791049999104 -MGA MDH2 2.7333713839093225 -RELA GDPD5 2.733137983704152 -TRAF3 SPAG6 2.73120096739236 -ATR ZNF687 2.730201309580685 -AXIN1 ZNF774 2.724971154917407 +TMX3 PAX5 2.7354352871985808 +IKBKB CEACAM19 2.7352239145454154 +IRF9 KLF11 2.7350791049999117 +MGA MDH2 2.7333713839093234 +RELA GDPD5 2.7331379837041525 +TRAF3 SPAG6 2.731200967392359 +ATR ZNF687 2.7302013095806807 +AXIN1 ZNF774 2.724971154917406 CDK1 TRAF3 2.7240939470368715 -IRF9 PPP1R13B 2.72181514748262 -PTPN7 GEMIN5 2.7209762393414647 +IRF9 PPP1R13B 2.7218151474826184 +PTPN7 GEMIN5 2.720976239341464 GADD45A KIF9 2.71938298145119 CASP8 TCEA3 2.7183260270389047 -EIF2AK3 KLF4 2.7159148574429586 -ANKRD54 ZNF687 2.7150240340923837 -TACR3 RMC1 2.7139931180903205 -MAPK1 ERBB2 2.712176044009242 -EIF2AK3 CHCHD4 2.7120755175096316 +EIF2AK3 KLF4 2.715914857442955 +ANKRD54 ZNF687 2.7150240340923832 +MAPK1 ERBB2 2.7121760440092446 +EIF2AK3 CHCHD4 2.7120755175096294 TRAF3 SHARPIN 2.7106412676365927 -APC TYK2 2.7100620043866854 -MGAT4B HEBP2 2.7097841886311747 -PIK3CA NR1I2 2.7089656181522517 -FNIP1 TGFBRAP1 2.7083054284925687 -MARCKSL1 PTK7 2.706015509376199 +MGAT4B HEBP2 2.709784188631178 +PIK3CA NR1I2 2.708965618152251 +FNIP1 TGFBRAP1 2.708305428492571 +MARCKSL1 PTK7 2.7060155093761984 CREB1 MGAT4B 2.7058681828228166 -MAP3K7 MGAT4B 2.7048948399793318 -CCNB1 MCM5 2.7042582126752013 -ACTB HEBP2 2.703254461160406 -CASP8 ANKRD49 2.7021226471796433 -ACTB SPAG6 2.700792399040365 -MYC UBAP2L 2.7004652012757826 -SRF NME1 2.7001004945427463 -CCNA2 POU5F1 2.699871361907898 -LANCL2 CAB39L 2.6985253866524297 -PRDM14 TMX3 2.6976033069263794 -MTOR SOX2 2.6966271889105813 -CASP8 ZBTB24 2.695775318882247 -FOS CD55 2.6928608914977477 -DVL2 TRAF3 2.6828850826410693 -FOS SPAG6 2.679657436963994 -CDK1 CDK2 2.6791267367332754 -IKBKG TAX1BP1 2.677123820441244 -TRAF3 DNAJC30 2.6759339100255857 -MGAT4B HOMER1 2.675404701888411 -JMJD6 TAX1BP1 2.6742100105948623 -PIK3CA SGCB 2.6731126136196965 -CASP8 TRAF6 2.6689742381697097 -CHUK UBAP2L 2.6672808631777802 +CCNB1 MCM5 2.704258212675201 +ACTB HEBP2 2.7032544611604075 +CASP8 ANKRD49 2.7021226471796447 +ACTB SPAG6 2.7007923990403637 +TACR3 RMC1 2.700787982591978 +MYC UBAP2L 2.700465201275783 +SRF NME1 2.7001004945427414 +LANCL2 CAB39L 2.6985253866524292 +PRDM14 TMX3 2.697603306926378 +MTOR SOX2 2.6966271889105777 +CASP8 ZBTB24 2.6957753188822458 +FOS CD55 2.692860891497744 +CCNA2 POU5F1 2.686709422496269 +MAP3K7 MGAT4B 2.683371970642279 +APC TYK2 2.6826533577915543 +FOS SPAG6 2.6796574369639923 +CDK1 CDK2 2.679126736733275 +IKBKG TAX1BP1 2.677123820441245 +TRAF3 DNAJC30 2.675933910025587 +MGAT4B HOMER1 2.6754047018884095 +JMJD6 TAX1BP1 2.6742100105948596 +PIK3CA SGCB 2.6731126136196974 +CASP8 TRAF6 2.6689742381697057 +CHUK UBAP2L 2.6672808631777807 MCM5 ZNF652 2.6669820727738527 -DVL2 CHMP4B 2.666348380556047 -CDH2 MDH2 2.66629118686755 -ATF6 SHB 2.6662580417747757 -LIN28A FLNB 2.664110665426579 -CDC20 CDH1 2.663856969228913 -IRF9 KIF9 2.6637793882688827 -NFKBIA BATF3 2.663758917260622 +CDH2 MDH2 2.666291186867551 +ATF6 SHB 2.666258041774775 +LIN28A FLNB 2.6641106654265783 +CDC20 CDH1 2.66385696922891 +IRF9 KIF9 2.663779388268884 +NFKBIA BATF3 2.6637589172606195 NFKBIA CHMP4B 2.6633932209570226 -CHEK2 SP1 2.6621788518142164 -NANOG SAA4 2.6618710198841393 -FOS LRRC36 2.659490157927976 -ARHGEF4 MSLN 2.657082497360713 -CDK2 HEBP2 2.6555472286075243 -CDKN1A CS 2.654286891448467 -GADD45A JUN 2.654000580259802 -SMAD4 LANCL2 2.6525532358497577 -UBQLN2 SPATS1 2.651834318747916 -ADAM17 POU5F1 2.6516372862337185 -LRRC36 FLNB 2.650490914157194 -TYK2 SNX25 2.648282142885758 -CHEK2 CHMP4B 2.647217539115097 -ADAM17 DPYSL3 2.6418607389726314 -REL RYR1 2.64137327974216 -MAPK1 MST1R 2.6379499108550366 -AXIN1 UBAP2L 2.635974376362957 -MVK SHB 2.635957070940378 -APC GSK3B 2.635891396269555 +CHEK2 SP1 2.6621788518142155 +NANOG SAA4 2.6618710198841398 +FOS LRRC36 2.6594901579279737 +ARHGEF4 MSLN 2.6570824973607126 +CDK2 HEBP2 2.6555472286075217 +CDKN1A CS 2.654286891448469 +GADD45A JUN 2.654000580259803 +SMAD4 LANCL2 2.652553235849756 +UBQLN2 SPATS1 2.651834318747915 +LRRC36 FLNB 2.6504909141571935 +DVL2 TRAF3 2.6493771219371665 +TYK2 SNX25 2.6482821428857592 +CHEK2 CHMP4B 2.6472175391150974 +DVL2 CHMP4B 2.6433491265919633 +ADAM17 DPYSL3 2.641860738972632 +REL RYR1 2.6413732797421594 +ADAM17 POU5F1 2.641243747191388 +MAPK1 MST1R 2.637949910855034 +AXIN1 UBAP2L 2.6359743763629555 +MVK SHB 2.63595707094038 BAD GATA2 2.635523027791833 -MDM2 STAT1 2.6343912814335653 -HIF1A APC 2.6284842958443018 -CASP9 TYK2 2.6281315330719877 -RELB TCTN1 2.627748971591599 -RPTOR NME8 2.626349154766312 -DVL2 TACR3 2.6253878171900324 -MMADHC SLC26A4 2.623358928230408 -PCNA RPTOR 2.6228693781222265 -RMC1 ANKRD49 2.621672515783214 -SLC26A4 STAU1 2.6210909987802182 -SRF ACY3 2.620743864743861 -HES1 ERBB2 2.618535921379692 -RYR1 MSLN 2.617922634549261 -FOS ATF6 2.6168075048299584 -RBPJ RACK1 2.6152205242306406 +MDM2 STAT1 2.6343912814335693 +CASP9 TYK2 2.628131533071987 +RELB TCTN1 2.6277489715915983 +RPTOR NME8 2.6255792464952736 +MMADHC SLC26A4 2.623358928230409 +SLC26A4 STAU1 2.6210909987802187 +SRF ACY3 2.6207438647438597 +HES1 ERBB2 2.6185359213796917 +RYR1 MSLN 2.6179226345492608 +FOS ATF6 2.616807504829956 +APC GSK3B 2.616566142662834 +RBPJ RACK1 2.6152205242306352 JUN ANKRD54 2.615008451070042 -TRAF6 TMX3 2.6086174368029473 -RAF1 CHUK 2.6030497782232156 -ACOT6 MID2 2.6004323077092018 +RMC1 ANKRD49 2.611582774746399 +HIF1A APC 2.611020684409915 +TRAF6 TMX3 2.608617436802944 +PCNA RPTOR 2.607165531406557 +RAF1 CHUK 2.6030497782232165 +ACOT6 MID2 2.600432307709204 IKBKB GUF1 2.5988134320455902 -MKI67 SOCS3 2.596651252109911 -BRAF APC 2.596584130348683 -TYK2 NR1I2 2.596494278337189 -RELA RELB 2.59553014869665 -TCEA3 MMADHC 2.59538804067613 -MMADHC CD55 2.5953490254640372 -CDK2 TCF7L2 2.592145939110737 -MAP3K2 CBX6 2.591262453105151 -CXCL17 TCTN1 2.5910482173484697 -CDK2 JMJD6 2.5908593428298325 -ATF4 ARHGEF28 2.590553428988798 -SP1 SLC25A38 2.5891976024068297 -REL ANKRD54 2.589101585484782 +MKI67 SOCS3 2.596651252109912 +TYK2 NR1I2 2.5964942783371883 +RELA RELB 2.5955301486966493 +TCEA3 MMADHC 2.5953880406761307 +MMADHC CD55 2.595349025464035 +DVL2 TACR3 2.593839826814372 +CDK2 TCF7L2 2.592145939110735 +MAP3K2 CBX6 2.5912624531051516 +CXCL17 TCTN1 2.591048217348469 +CDK2 JMJD6 2.59085934282983 +ATF4 ARHGEF28 2.5905534289887995 +SP1 SLC25A38 2.5891976024068315 +REL ANKRD54 2.5891015854847805 DPYSL3 ZBBX 2.5881574462447166 -IRF1 SHB 2.5866275745382894 -MDM2 NOTCH1 2.585934272933287 -TCF7L2 HOMER1 2.585613214147995 +IRF1 SHB 2.58662757453829 +MDM2 NOTCH1 2.5859342729332897 +TCF7L2 HOMER1 2.585613214147994 IRF9 SAA4 2.5839841685522273 -ZBBX RYR1 2.5824153997476547 -TRAF6 RYR1 2.5819828372484213 -CDK2 TACR3 2.5818643623958484 -ITGB5 ARHGEF4 2.579839893881739 -SMAD4 HEBP2 2.579744343619149 -CDC20 MKI67 2.578521334174309 -BCL2L11 RFX8 2.573792159938832 -CEACAM19 TMCO4 2.5725524779740394 -CREB1 HEBP2 2.5720777492835243 -EIF2AK3 TRAF6 2.5707223558092855 -FAS PPP1R13B 2.5697648110410496 -CCNB2 RPTOR 2.5690721112966255 -SDSL ARHGEF4 2.568593617182511 -B4GALNT3 CXCL17 2.5659671357845477 -REL JAK2 2.5606073618926617 +ZBBX RYR1 2.5824153997476538 +TRAF6 RYR1 2.58198283724842 +CDK2 TACR3 2.5818643623958493 +ITGB5 ARHGEF4 2.5798398938817404 +SMAD4 HEBP2 2.5797443436191445 +CDC20 MKI67 2.578521334174308 +BRAF APC 2.5766763553931855 +BCL2L11 RFX8 2.5737921599388325 +CEACAM19 TMCO4 2.5725524779740385 +CREB1 HEBP2 2.572077749283524 +EIF2AK3 TRAF6 2.5707223558092833 +FAS PPP1R13B 2.569764811041049 +SDSL ARHGEF4 2.5685936171825103 +B4GALNT3 CXCL17 2.565967135784546 MDM2 SP1 2.560210811154462 PNMA8C RGL1 2.5598309082495043 -AXIN1 SNX25 2.558310588601041 -CCNA2 EGR1 2.557577257480643 -TYK2 TACR3 2.555670416242149 -NANOG ITGB5 2.5554005812048786 +AXIN1 SNX25 2.5583105886010467 +CCNA2 EGR1 2.557577257480639 +CCNB2 RPTOR 2.556258915406608 +REL JAK2 2.555867583609383 +TYK2 TACR3 2.5556704162421493 +NANOG ITGB5 2.555400581204876 ATM ZFP42 2.553208484734778 -IRF9 ANKRD54 2.551034442125926 -TYK2 GDPD5 2.549573312800899 -PIK3CB PRDM14 2.5491956824352298 -IRF9 ANKRD49 2.548420512152538 -BRAF TCF7L2 2.5478460074060165 -POU5F1 DPPA4 2.547192222289958 -EIF2AK3 PIK3CA 2.545243655400157 -BAX CASP3 2.5449342260941648 -EVPL MST1R 2.543648227466695 -CTNNB1 STAT1 2.542068536424917 -DLL1 SDSL 2.540664514738687 -MAP3K7 NFKBIA 2.5377417305380696 -SOCS3 PPP1R13B 2.536988346443382 -KLF4 B4GALNT3 2.5369302984056636 -CCNB1 EGR1 2.5368948342311337 -RYR1 ARHGEF4 2.5348835703610115 +IRF9 ANKRD54 2.5510344421259266 +TYK2 GDPD5 2.549573312800901 +PIK3CB PRDM14 2.549195682435234 +IRF9 ANKRD49 2.5484205121525396 +BRAF TCF7L2 2.547846007406018 +EIF2AK3 PIK3CA 2.545243655400156 +BAX CASP3 2.544934226094167 +EVPL MST1R 2.5443262302394976 +DLL1 SDSL 2.540664514738685 +SOCS3 PPP1R13B 2.5369883464433833 +KLF4 B4GALNT3 2.536930298405661 +CCNB1 EGR1 2.5368948342311333 +POU5F1 DPPA4 2.5364349644004154 +RYR1 ARHGEF4 2.534883570361011 BRAF MGA 2.534407172573178 -RAF1 CXCL17 2.5344043075869718 -JMJD6 RYR1 2.533944979290488 -TYK2 SHB 2.5334895032469396 -LRRC36 CBX6 2.533016253643472 -PNMA8C ANKRD54 2.530306692215319 -TRAF6 TMCO4 2.529163416113574 +RAF1 CXCL17 2.534404307586971 +JMJD6 RYR1 2.5339449792904896 +TYK2 SHB 2.533489503246939 +LRRC36 CBX6 2.5330162536434706 +PNMA8C ANKRD54 2.5303066922153197 +TRAF6 TMCO4 2.5291634161135725 +CTNNB1 STAT1 2.5259346057927172 EN1 CS 2.523343367004493 -STAU1 TCTN1 2.5232509413550677 -IKBKG KLF11 2.5231279332489085 -JUN LANCL2 2.522502926297498 -KLF4 ATF6 2.5208089973584613 -AKT1 RBPJ 2.5182408947116977 -MTOR NFKB1 2.5179187913338477 -MAPK1 LIN28A 2.5163016807800784 -KLF11 MID2 2.516085619792119 -STAT1 LIN28A 2.5153299444721826 -REL TRMT44 2.5136716998440822 -TACR3 ARHGEF28 2.51313557436723 +STAU1 TCTN1 2.523250941355068 +IKBKG KLF11 2.523127933248912 +JUN LANCL2 2.522502926297505 +KLF4 ATF6 2.520808997358459 +AKT1 RBPJ 2.5182408947116994 +MTOR NFKB1 2.517918791333849 +MAPK1 LIN28A 2.5163016807800793 +KLF11 MID2 2.5160856197921215 +STAT1 LIN28A 2.515329944472183 +REL TRMT44 2.513671699844084 +TACR3 ARHGEF28 2.513135574367231 FAS TBC1D10A 2.5096789138526563 NME1 UBQLN2 2.5094789875507018 -MCM2 HEBP2 2.5086905906376127 -CHEK2 MYC 2.5023505994900215 +MCM2 HEBP2 2.508690590637613 +MAP3K7 NFKBIA 2.5061579564107164 +CHEK2 MYC 2.5023505994900206 LIN28A UBAP2L 2.501386610235261 -CEACAM19 MID2 2.500690640967667 -MAP3K14 JAK2 2.499271036732551 -ATF6 JMJD6 2.498554763427384 -MAPK3 CHMP4B 2.4959512568754305 -MARCKSL1 MMADHC 2.494872508882429 -AKT1 IKBKB 2.4942804915023475 -AKT2 MTOR 2.4927995014673665 -RAF1 CREB1 2.4917146444441176 -DUSP6 AKT2 2.4915980758889673 -ZNF774 RYR1 2.491432998182306 -CD200R1L CBX6 2.488463612081855 -MCM2 HSP90AB1 2.48779676067607 -CDC20 CALM3 2.485627279398657 +CEACAM19 MID2 2.500690640967668 +MAP3K14 JAK2 2.5001791990275546 +ATF6 JMJD6 2.498554763427385 +MAPK3 CHMP4B 2.495951256875431 +MARCKSL1 MMADHC 2.4948725088824273 +AKT1 IKBKB 2.494280491502348 +AKT2 MTOR 2.492799501467368 +RAF1 CREB1 2.4917146444441154 +DUSP6 AKT2 2.4915980758889695 +ZNF774 RYR1 2.4914329981823036 +CD200R1L CBX6 2.4884636120818553 +MCM2 HSP90AB1 2.4877967606760674 +CDC20 CALM3 2.4856272793986576 EGFR RGL1 2.485516327864665 -CREB1 IDH3B 2.4854915206449295 +CREB1 IDH3B 2.485491520644929 FOS GDPD5 2.4851298048674946 -AKT1 TMX3 2.4822769913164837 -IRF1 FAS 2.481761402978805 -BAD TBC1D10A 2.481654535912281 +AKT1 TMX3 2.482276991316484 +IRF1 FAS 2.4817614029788055 +BAD TBC1D10A 2.4816545359122797 CCNB1 NANOG 2.481037211258256 -CDH2 MMADHC 2.481026825727166 -SHARPIN HEBP2 2.4806583318110755 -DPPA4 ATP6V0D1 2.4788418849116485 -FOXO3 ZNF687 2.477186310883388 -DLL1 EGFR 2.476687670362362 -ATM UBQLN2 2.4759173723314225 -VIM CHCHD4 2.4754634892748832 -JUN UNC13D 2.474604252394756 -RELA CEACAM19 2.474549270553374 -RPTOR NME1 2.4741869888203123 -RPTOR TRAF2 2.4735447035066516 -CTNNB1 ATF6 2.4734574026111495 -GADD45A BAX 2.473352492619598 -ERBB2 ARHGEF4 2.472514552554975 -PRDM14 ATF4 2.4717937108654198 -FAS ZBBX 2.47150576669011 -TBC1D10A RGL1 2.4712169752537436 -TACR3 CLCN3 2.470945898668675 -CASP3 CHUK 2.4708990982856194 -DVL2 NFKB1 2.470286054611765 -KIF9 TBC1D10A 2.467054116363518 -BCL2 CHUK 2.460794371903173 -ATR TACR3 2.46072978941175 -CASP9 B4GALNT3 2.460473547985319 +CDH2 MMADHC 2.481026825727165 +SHARPIN HEBP2 2.480658331811072 +DPPA4 ATP6V0D1 2.478841884911648 +FOXO3 ZNF687 2.477186310883389 +DLL1 EGFR 2.4766876703623604 +ATM UBQLN2 2.47591737233142 +VIM CHCHD4 2.4754634892748837 +JUN UNC13D 2.4746042523947587 +RELA CEACAM19 2.4745492705533736 +GADD45A BAX 2.473352492619596 +ERBB2 ARHGEF4 2.4725145525549754 +PRDM14 ATF4 2.4717937108654207 +FAS ZBBX 2.471505766690109 +TBC1D10A RGL1 2.471216975253745 +TACR3 CLCN3 2.470945898668678 +CASP3 CHUK 2.470899098285623 +KIF9 TBC1D10A 2.467054116363524 +RPTOR TRAF2 2.4654158823002432 +BCL2 CHUK 2.460794371903174 +ATR TACR3 2.4607297894117455 +CASP9 B4GALNT3 2.460473547985318 SLC26A4 PRTFDC1 2.4593468963667475 PIK3CA DNAJC30 2.4591566829629565 -FOXO3 CS 2.4589713843098533 -PTEN CHCHD4 2.4575761981195647 -MARCKSL1 NME1 2.4574101582343264 -TBC1D10A PNMA8C 2.4571174839958725 -RELA ANKRD49 2.455993757202133 -LRP6 CDH1 2.4551415591203214 +FOXO3 CS 2.458971384309855 +PTEN CHCHD4 2.457576198119564 +MARCKSL1 NME1 2.4574101582343246 +TBC1D10A PNMA8C 2.4571174839958734 +RPTOR NME1 2.4568598056937136 +RELA ANKRD49 2.455993757202134 +LRP6 CDH1 2.4551415591203205 +DVL2 NFKB1 2.4534615194403644 PIK3CA RYR1 2.4532475140435106 -SHB LRRC36 2.4520318303230004 -CCNB2 ERBB2 2.448950949769439 -CHEK1 SP1 2.4475757979178607 -FAS CEACAM19 2.4458534821974243 -APC TCEA3 2.4457409975692683 -DLL1 RYR1 2.4449166049883617 -KRAS DUSP6 2.4446304471618934 -RHOC EN1 2.4446185210576705 -JAK2 JUN 2.4441496701809893 -UBAP2L PTK7 2.443822336927727 -MAP3K14 TMCO4 2.443063333283749 +SHB LRRC36 2.4520318303229987 +CCNB2 ERBB2 2.44895094976944 +CHEK1 SP1 2.44757579791786 +APC TCEA3 2.446103189884095 +FAS CEACAM19 2.4458534821974247 +CTNNB1 ATF6 2.4456443035703157 +DLL1 RYR1 2.4449166049883595 +RHOC EN1 2.44461852105767 +UBAP2L PTK7 2.443822336927726 +MAP3K14 TMCO4 2.4430633332837495 MCM2 NANOG 2.4420088396724613 -CDH1 MARCKSL1 2.4415132802453035 -CASP8 ITGB5 2.4411711993157326 -JAK2 TCTN1 2.440405098681945 -CD55 UBAP2L 2.438151376535376 -SHB TMCO4 2.437226008932387 -BCL2 ZBBX 2.435189720267938 -NOTCH1 TCEA3 2.4329081456664197 -MCM2 CASP9 2.430638653205502 -EGR1 FNDC7 2.4298717639226104 +CDH1 MARCKSL1 2.4415132802452995 +CASP8 ITGB5 2.4411711993157335 +JAK2 JUN 2.439374993097757 +CD55 UBAP2L 2.4381513765353726 +SHB TMCO4 2.4372260089323867 +JAK2 TCTN1 2.4371861902524734 +BCL2 ZBBX 2.4351897202679367 +NOTCH1 TCEA3 2.4329081456664206 +MCM2 CASP9 2.4306386532055 +EGR1 FNDC7 2.429871763922612 DPPA4 NME1 2.428768338851601 -TP53 MARCKSL1 2.4284506654134983 -ATP6V0D1 TRMT44 2.42388169483997 -KLF11 DNAJC30 2.4217856995446287 -POU5F1 SMAD4 2.421331809473757 -SUB1 FLNB 2.420887152786619 -CHUK CHMP4B 2.4190162276039087 -RAF1 SAA4 2.418904112484621 +TP53 MARCKSL1 2.428450665413496 +KRAS DUSP6 2.4248116250202085 +ATP6V0D1 TRMT44 2.4238816948399715 +KLF11 DNAJC30 2.4217856995446305 +SUB1 FLNB 2.42088715278662 +CHUK CHMP4B 2.4190162276039056 +RAF1 SAA4 2.4189041124846207 ATM DUSP6 2.4186918620471687 -EIF2AK3 TACR3 2.417043729692736 -SDSL TCTN1 2.4158509316529084 -CDK1 MVK 2.414709434301339 -RELA ZBTB24 2.4140887538779245 -DVL2 ZBTB24 2.413787407361337 -RELA FOS 2.4099679486703995 -MAPK1 GDPD5 2.409265176339325 -CDC20 SP1 2.407560290797517 -EVPL TRMT44 2.407148536771052 -SOCS3 LANCL2 2.406746999160555 -CALM3 ARHGEF4 2.406492284646921 -LRRC36 TGFBRAP1 2.406330692411109 -RELA ATF4 2.4043498873364686 -REL TMCO4 2.4039591424665376 -RYR1 TMCO4 2.4020984061767447 -TCEA3 SLC26A4 2.4020809046286122 -PIK3CB RHOC 2.3988769917957384 -CASP8 RELA 2.398628990200472 -CHCHD4 TCTN1 2.397906801414922 +EIF2AK3 TACR3 2.4170437296927334 +SDSL TCTN1 2.415850931652909 +CDK1 MVK 2.4147094343013387 +RELA ZBTB24 2.4140887538779254 +RELA FOS 2.4099679486703973 +MAPK1 GDPD5 2.4092651763393302 +CDC20 SP1 2.407560290797516 +EVPL TRMT44 2.407365826233521 +POU5F1 SMAD4 2.4068729964601467 +SOCS3 LANCL2 2.4067469991605557 +CALM3 ARHGEF4 2.4064922846469226 +LRRC36 TGFBRAP1 2.4063306924111076 +RELA ATF4 2.40434988733647 +REL TMCO4 2.4039591424665385 +RYR1 TMCO4 2.402098406176745 +TCEA3 SLC26A4 2.4020809046286136 +PIK3CB RHOC 2.398876991795741 +CASP8 RELA 2.39862899020047 +CHCHD4 TCTN1 2.3979068014149236 EGFR PPP1R13B 2.397696965883487 -PIK3CA PTEN 2.3957243793418717 -KLF4 ZBTB24 2.394988229627233 -DLL1 TCTN1 2.39491062560225 -JAG1 ERBB2 2.3940811167803138 -RELB TMX3 2.3928865511692265 -MAP3K7 SHARPIN 2.392879042383829 -DLL1 ZYG11A 2.392782630477247 -BRAF SASS6 2.3919761892791005 -MDM2 APC 2.3914228766930354 -ADAM17 SMAD4 2.3913600215081257 -MAPK1 LANCL2 2.3906347798265157 -CDH2 PPP1R13B 2.389857709048218 -ZYG11A STAU1 2.388665138003006 -BCL2 CALM3 2.384810834290207 -AKT2 CDH1 2.3844825970335233 -B4GALNT3 NR1I2 2.3841541892507343 +PIK3CA PTEN 2.395724379341872 +KLF4 ZBTB24 2.394988229627231 +DLL1 TCTN1 2.394910625602249 +JAG1 ERBB2 2.394081116780313 +RELB TMX3 2.392886551169224 +DLL1 ZYG11A 2.392782630477246 +BRAF SASS6 2.3919761892791014 +ADAM17 SMAD4 2.3913600215081248 +MAPK1 LANCL2 2.390634779826513 +DVL2 ZBTB24 2.390380762074221 +CDH2 PPP1R13B 2.3898577090482167 +ZYG11A STAU1 2.3886651380030046 +BCL2 CALM3 2.384810834290209 +AKT2 CDH1 2.3844825970335215 +B4GALNT3 NR1I2 2.384154189250731 CASP9 TBC1D10A 2.3834514492603143 -UBAP2L HSP90AB1 2.3829302062578006 -RYR1 SASS6 2.3818643127171235 -MCM5 ACTB 2.3816597827186756 -BAD RELA 2.381135597976018 -MKI67 HSP90AB1 2.3800430749253856 +UBAP2L HSP90AB1 2.382930206257799 +RYR1 SASS6 2.3818643127171257 +MCM5 ACTB 2.3816597827186734 +BAD RELA 2.381135597976016 +MKI67 HSP90AB1 2.3800430749253865 PTPN7 KLF11 2.3798248082194684 -PIK3CA KLF4 2.3788641629687137 -BCL2L11 NR1I2 2.37812075846549 -RELA RYR1 2.376982756914078 -CDK1 MYC 2.3766501380100005 +PIK3CA KLF4 2.3788641629687155 +BCL2L11 NR1I2 2.378120758465496 +MAP3K7 SHARPIN 2.377890924576598 +RELA RYR1 2.3769827569140802 +CDK1 MYC 2.3766501380099987 TYK2 TMX3 2.374419092785527 -SAA4 SGCB 2.37356576770666 -PIK3CA BATF3 2.3733531126229455 -HES1 ARHGEF28 2.3730593855517146 -FAS PNMA8C 2.3725148449226348 -TCF7L2 EGR1 2.3719039486644626 -MAPK3 CBX6 2.3710635424503903 -CASP8 BAD 2.3701707303123323 -CDH1 UBQLN2 2.3698540149603247 -MVK PRTFDC1 2.369813188071081 -RELA TBC1D10A 2.369783220954724 -POU5F1 DPYSL3 2.369104288123707 -GSK3B MGAT4B 2.3673055933631826 -IDH3B LANCL2 2.3672484457786056 +SAA4 SGCB 2.3735657677066606 +PIK3CA BATF3 2.3733531126229432 +HES1 ARHGEF28 2.3730593855517155 +MDM2 APC 2.372691140859401 +FAS PNMA8C 2.3725148449226343 +TCF7L2 EGR1 2.3719039486644617 +MAPK3 CBX6 2.371063542450388 +CASP8 BAD 2.370170730312331 +CDH1 UBQLN2 2.3698540149603264 +MVK PRTFDC1 2.3698131880710807 +RELA TBC1D10A 2.3697832209547216 +GSK3B MGAT4B 2.367305593363181 +IDH3B LANCL2 2.3672484457786043 MKI67 IDH3B 2.366016910021904 -HIF1A LRP6 2.36587603355275 -VIM CDH2 2.3657849549781296 -SMAD4 UBQLN2 2.365677485884964 -BCL2 LRP6 2.365297847166501 -CREB1 CALM3 2.3648290357619173 -CHEK2 HIF1A 2.3643848086429764 -FNDC7 ZNF774 2.3639968806547964 +HIF1A LRP6 2.365876033552752 +VIM CDH2 2.365784954978126 +SMAD4 UBQLN2 2.3656774858849636 +BCL2 LRP6 2.365297847166502 +CREB1 CALM3 2.3648290357619195 +CHEK2 HIF1A 2.364384808642977 +FNDC7 ZNF774 2.363996880654797 NANOG FLNB 2.363163576365164 -DPPA4 UBAP2L 2.3623509649459264 -SRF IKBKB 2.362065157750393 -CLCN3 FLNB 2.3604384796287206 -CDH1 SUB1 2.3601795467531277 +DPPA4 UBAP2L 2.362350964945926 +SRF IKBKB 2.362065157750392 +CLCN3 FLNB 2.360438479628721 +CDH1 SUB1 2.3601795467531272 DPPA4 ZNF687 2.359707333389995 -POU5F1 HEBP2 2.359142056852269 -TP53 RBPJ 2.3590486127813675 -BAD PPP1R13B 2.3576500676515084 -LRP6 FNDC7 2.357441224270019 -KLF4 LRRC36 2.35647207205821 -MAPK3 CD200R1L 2.3548330095542345 -MAP3K14 KIF9 2.354696052949045 -ATF6 TGFBRAP1 2.3533192161109016 -CD200R1L DPYSL3 2.353017738777117 +TP53 RBPJ 2.359048612781369 +BAD PPP1R13B 2.3576500676515058 +LRP6 FNDC7 2.3574412242700205 +POU5F1 DPYSL3 2.3574282942690257 +KLF4 LRRC36 2.356472072058209 +MAPK3 CD200R1L 2.354833009554235 +MAP3K14 KIF9 2.3546960529490466 +ATF6 TGFBRAP1 2.353319216110904 +CD200R1L DPYSL3 2.353017738777118 ATM SHB 2.350418753209856 -ZYG11A PNMA8C 2.3473724544917207 -CDK2 PIK3CB 2.347303694544973 -EVPL CD200R1L 2.3464463283450567 -MAPK1 NME1 2.3453632925432353 -TRAF3 CD55 2.3450470436864044 -ATF6 PPP1R13B 2.3444462869665244 -CHEK2 DPYSL3 2.3414063434368853 -STAT1 SP1 2.3402535629652323 -RBPJ CHUK 2.3400858845086616 -BAX FLNB 2.337136879198418 -MAPK1 MMADHC 2.3368415468968613 +EVPL CD200R1L 2.349956598583995 +POU5F1 HEBP2 2.3493293009189595 +ZYG11A PNMA8C 2.3473724544917194 +CDK2 PIK3CB 2.347303694544976 +MAPK1 NME1 2.3453632925432366 +TRAF3 CD55 2.3450470436864026 +ATF6 PPP1R13B 2.344446286966525 +CHEK2 DPYSL3 2.341406343436886 +STAT1 SP1 2.3402535629652337 +RBPJ CHUK 2.340085884508661 +BAX FLNB 2.337136879198414 +MAPK1 MMADHC 2.336841546896858 SASS6 ARHGEF4 2.335618477988285 -RPTOR CLCN3 2.335249366974361 -ATR LANCL2 2.333760307784784 +ATR LANCL2 2.3337603077847815 +RMC1 LRRC36 2.3337271567464994 IDH3B MDH2 2.3332379870670557 -SHARPIN SPATS1 2.332982691040751 -RMC1 LRRC36 2.3314726412491362 -TRMT44 TMX3 2.331452711673507 -ERBB2 LANCL2 2.331200481830228 +SHARPIN SPATS1 2.332982691040749 +TRMT44 TMX3 2.3314527116735086 +ERBB2 LANCL2 2.33120048183023 BAD FAS 2.3311115657684054 -SNX25 ZYG11A 2.33020421818706 -CDKN1A AXIN1 2.3301885011470693 -MCM2 PTPN7 2.3301195940325887 -REL EVPL 2.329876966905396 -GSK3B HOMER1 2.3284065394001914 -CDH2 SGCB 2.328288991142182 -CCNB2 LANCL2 2.328013447301163 -KLF4 RYR1 2.3279724599743155 +SNX25 ZYG11A 2.3302042181870606 +CDKN1A AXIN1 2.330188501147069 +MCM2 PTPN7 2.3301195940325883 +REL EVPL 2.329513881633282 +GSK3B HOMER1 2.328406539400191 +CDH2 SGCB 2.3282889911421814 +CCNB2 LANCL2 2.3280134473011582 +KLF4 RYR1 2.3279724599743132 MGA TAX1BP1 2.32786772428117 -DUSP6 SHARPIN 2.3268389533481115 -SMAD4 SGCB 2.3267531197302973 -FOS TMCO4 2.3243390518024096 -LRP6 ITGB5 2.3231546170175608 -CASP8 PRTFDC1 2.319500407511971 -IKBKG FNIP1 2.318880791983308 -KLF4 GDPD5 2.3181397064674254 -SRF PPP1R13B 2.3173976116080186 -CDH2 ATP6V0D1 2.3173501100344 -GSK3B FNIP1 2.3159948921851035 +DUSP6 SHARPIN 2.326838953348108 +SMAD4 SGCB 2.326753119730296 +RPTOR CLCN3 2.3257044044239152 +FOS TMCO4 2.3243390518024083 +LRP6 ITGB5 2.323154617017565 +CASP8 PRTFDC1 2.3195004075119687 +IKBKG FNIP1 2.3188807919833097 +KLF4 GDPD5 2.3181397064674245 +SRF PPP1R13B 2.317397611608018 +CDH2 ATP6V0D1 2.3173501100343996 +GSK3B FNIP1 2.3159948921851052 AKT2 EGR1 2.3159106948641646 -NOTCH1 JAG1 2.315854160987838 -BRAF CXCL17 2.3150882619560758 -FAS RGL1 2.3149391709172655 +NOTCH1 JAG1 2.3158541609878376 +BRAF CXCL17 2.3150882619560744 +FAS RGL1 2.3149391709172646 BCL2 PNMA8C 2.313407955655113 -CREB1 SP1 2.3128681740832735 -BAD JUN 2.312759895619836 -CHUK RHOC 2.311879778204705 -BAD MST1R 2.311867585978882 -CCNB1 KLF4 2.311235183274403 -ATP6V0D1 CHMP4B 2.311158508687643 -BCL2 IRF1 2.3111309010690517 -IRF9 REL 2.3110462495984883 -MKI67 POU5F1 2.3109089193986136 -CDC20 AKT2 2.3104204729097306 +CREB1 SP1 2.3128681740832726 +BAD JUN 2.312759895619838 +CHUK RHOC 2.3118797782047102 +BAD MST1R 2.3118675859788778 +CCNB1 KLF4 2.3112351832744 +ATP6V0D1 CHMP4B 2.3111585086876456 +BCL2 IRF1 2.311130901069052 +IRF9 REL 2.3110462495984896 +CDC20 AKT2 2.310420472909731 TYK2 TGFBRAP1 2.3101593639714118 -ZYG11A MGA 2.3095107910476824 -DLL1 JAK2 2.309233033944748 -SOCS3 ATF6 2.3077566426879206 +ZYG11A MGA 2.309510791047682 +DLL1 JAK2 2.3094095435587225 +SOCS3 ATF6 2.3077566426879215 PIK3CA TACR3 2.304792608729887 -HES1 HOMER1 2.3044466949417184 -TRAF6 EGFR 2.3036264457390923 -IKBKG BATF3 2.302953235062821 -DPYSL3 KLF11 2.302920212008692 -MAP3K2 DNAJC30 2.3025442809345686 -NFKBIA FNIP1 2.302533099325433 -MAPK3 POU5F1 2.302432619715803 -MCM2 NME1 2.302290313316804 +HES1 HOMER1 2.304446694941715 +TRAF6 EGFR 2.3036264457390896 +IKBKG BATF3 2.302953235062817 +DPYSL3 KLF11 2.3029202120086976 +MAP3K2 DNAJC30 2.3025442809345704 +NFKBIA FNIP1 2.3025330993254336 +MCM2 NME1 2.3022903133168064 CHEK2 RBPJ 2.3010552864175344 TP53 CDH1 2.3005592080250006 -SGCB SLC25A38 2.3003241635828786 -IRF9 BATF3 2.299264343630334 -PPP1R13B GDPD5 2.298250625857219 -PTPN7 RELA 2.2979690057361997 -EIF2AK3 KLF11 2.297819198002576 -MCM5 SAA4 2.296776889323507 -TYK2 DNAJC30 2.296767318785976 -MARCKSL1 HEBP2 2.2958167136739007 -KLF11 TGFBRAP1 2.295728299354919 -JUN TRMT44 2.2956243160778067 -TACR3 NME8 2.2932685171951737 -PTEN CD55 2.2928641610333407 -PIK3CA ZYG11A 2.292639981147155 -AKT1 GUF1 2.2915979326039384 -MCM2 GEMIN5 2.2907872961615667 -JAK2 ZYG11A 2.2900879804525185 -HSP90AB1 PTK7 2.288977621652401 -MCM5 MMADHC 2.2887284691424714 +SGCB SLC25A38 2.300324163582884 +IRF9 BATF3 2.2992643436303317 +MKI67 POU5F1 2.2985382517583397 +PPP1R13B GDPD5 2.2982506258572237 +PTPN7 RELA 2.297969005736199 +EIF2AK3 KLF11 2.2978191980025753 +MAPK3 POU5F1 2.296950174721822 +MCM5 SAA4 2.2967768893235077 +TYK2 DNAJC30 2.296767318785978 +MARCKSL1 HEBP2 2.295816713673897 +KLF11 TGFBRAP1 2.295728299354922 +JUN TRMT44 2.2956243160778103 +TACR3 NME8 2.2932685171951745 +PTEN CD55 2.2928641610333402 +PIK3CA ZYG11A 2.292639981147154 +AKT1 GUF1 2.2915979326039375 +MCM2 GEMIN5 2.290787296161566 +HSP90AB1 PTK7 2.2889776216524007 +MCM5 MMADHC 2.288728469142472 CDH1 NME1 2.28784907167462 -RYR1 NR1I2 2.286132980066197 -PIK3CA ATF4 2.286022588912908 -TRAF3 MST1R 2.2858851681365184 -ATF6 PRTFDC1 2.2853492892632796 -RELA RMC1 2.2844773219379286 -CDKN1A JUN 2.283811670844726 -RYR1 CS 2.283794190204609 -PCNA HOMER1 2.2828652824691744 -SOCS3 SNX25 2.2820635630910484 -IRF1 ZBTB24 2.281778655897296 +JAK2 ZYG11A 2.2870229432639397 +RYR1 NR1I2 2.286132980066195 +PIK3CA ATF4 2.2860225889129095 +TRAF3 MST1R 2.285885168136518 +ATF6 PRTFDC1 2.285349289263275 +CDKN1A JUN 2.2838116708447296 +RYR1 CS 2.28379419020461 +PCNA HOMER1 2.282865282469175 +SOCS3 SNX25 2.28206356309105 +IRF1 ZBTB24 2.2817786558972966 CCNB2 FAS 2.2816957125763584 -SHARPIN TMX3 2.2814397714748385 -LRP6 CLCN3 2.280338662737455 -KCNJ8 NR1I2 2.28016742236796 -CCNB2 IDH3B 2.2785419132159537 -GADD45A PIK3CA 2.2766998790064474 -DVL2 TRMT44 2.275967422164651 -CDH1 SLC25A38 2.275415519647277 -BAD JAK2 2.2750728596052308 -SP1 ITGB5 2.274839999391401 -MMADHC RHOC 2.274215661343335 -REL TBC1D10A 2.273171219437358 -CDK2 AXIN1 2.2711504589782368 -CCNA2 BAX 2.2708968141997534 -RAF1 RELB 2.26815195531123 -BCL2 STAT1 2.267471094501844 -ATF6 NME8 2.2667000988150603 -CDH1 UBAP2L 2.2653591041442316 -MAP3K7 TMX3 2.265013625705802 -JMJD6 ZBBX 2.26446396116532 -ATP6V0D1 PRTFDC1 2.263580722041309 -RHOC MDH2 2.263074620528821 -TBC1D10A TMCO4 2.2627557776852907 -ATR PTEN 2.2608019405009965 -NFKB1 ARHGEF4 2.2606433315582186 -TRMT44 RYR1 2.2605627934758186 -NOTCH1 POU5F1 2.259086169110962 -CD200R1L TMX3 2.258905037477805 -LRP6 SHB 2.258539752187535 -HIF1A ACY3 2.2583140868130225 -ATR NFKBIA 2.2582488844351762 -LANCL2 CHMP4B 2.2572685722616614 -TRAF3 TRAF6 2.256354716608678 -SLC25A38 SASS6 2.2552230998973477 -PIK3CA CAB39L 2.2539415923589825 -NME1 ANKRD49 2.2533700923299276 -TRAF2 SASS6 2.2532388848553886 -TBC1D10A SLC26A4 2.2521497302045113 -REL SNX25 2.2519803335525728 -MAP3K2 DVL2 2.25176276447952 -BAD TMCO4 2.2516933273169375 -DPPA4 TAX1BP1 2.2508712399953383 -MAP3K7 PIK3CA 2.2498234129269226 -JUN FAS 2.2489545299546876 -PIK3CA RPTOR 2.2487289520354987 -NFKBIA CS 2.2485173341098768 -MKI67 APC 2.2480936986615867 -ATF6 FNIP1 2.2475269002902447 -ACTB EN1 2.2470368923496777 -MAP3K14 FOS 2.246628628368349 -MAP3K2 FNIP1 2.2465288584150582 -MARCKSL1 ZNF652 2.2453293581213876 -MDM2 GATA2 2.244539605423686 +SHARPIN TMX3 2.2814397714748353 +LRP6 CLCN3 2.280338662737457 +KCNJ8 NR1I2 2.280167422367959 +CCNB2 IDH3B 2.2785419132159515 +GADD45A PIK3CA 2.2766998790064448 +CDH1 SLC25A38 2.2754155196472747 +SP1 ITGB5 2.2748399993914017 +MMADHC RHOC 2.2742156613433355 +REL TBC1D10A 2.2731712194373586 +BAD JAK2 2.2730054272349163 +RELA RMC1 2.2729437674132873 +CDK2 AXIN1 2.2711504589782385 +CCNA2 BAX 2.2708968141997516 +RAF1 RELB 2.2681519553112297 +BCL2 STAT1 2.267471094501846 +ATF6 NME8 2.266700098815061 +CDH1 UBAP2L 2.2653591041442303 +JMJD6 ZBBX 2.264463961165318 +ATP6V0D1 PRTFDC1 2.2635807220413064 +RHOC MDH2 2.2630746205288195 +TBC1D10A TMCO4 2.2627557776852893 +ATR PTEN 2.260801940500997 +NFKB1 ARHGEF4 2.2606433315582173 +TRMT44 RYR1 2.2605627934758177 +CD200R1L TMX3 2.2589050374778052 +LRP6 SHB 2.258539752187537 +DVL2 TRMT44 2.258524611676479 +HIF1A ACY3 2.258314086813022 +ATR NFKBIA 2.2582488844351754 +LANCL2 CHMP4B 2.257268572261663 +TRAF3 TRAF6 2.256354716608677 +SLC25A38 SASS6 2.25522309989735 +PIK3CA CAB39L 2.2539415923589843 +NME1 ANKRD49 2.2533700923299307 +TRAF2 SASS6 2.2532388848553895 +TBC1D10A SLC26A4 2.252149730204512 +REL SNX25 2.2519803335525754 +NOTCH1 POU5F1 2.2517672019113424 +BAD TMCO4 2.251693327316936 +DPPA4 TAX1BP1 2.2508712399953374 +JUN FAS 2.248954529954689 +NFKBIA CS 2.2485173341098776 +ATF6 FNIP1 2.247526900290246 +ACTB EN1 2.2470368923496764 +MAP3K14 FOS 2.2466286283683483 +MAP3K2 FNIP1 2.2465288584150604 +MARCKSL1 ZNF652 2.2453293581213867 +MDM2 GATA2 2.2445396054236872 FAS CS 2.2440155212486244 -EN1 KCNJ8 2.243825243863732 -CDK2 CHEK1 2.2435346742303626 -TRAF2 CBX6 2.2434489951540146 -CDK2 MAP3K2 2.243345836084737 -UBAP2L SLC26A4 2.242782528867918 +EN1 KCNJ8 2.243825243863731 +CDK2 CHEK1 2.2435346742303635 +TRAF2 CBX6 2.243448995154013 +CDK2 MAP3K2 2.243345836084739 +UBAP2L SLC26A4 2.242782528867919 +MAP3K7 TMX3 2.2424933883581457 TYK2 MYC 2.242312535648371 -CHUK IDH3B 2.241684963147633 -TRAF2 EN1 2.2402703814215097 -DLL1 IRF1 2.240203221620643 -ATR MYC 2.238333497954976 -CDK2 MMADHC 2.2378147662419723 -PTPN7 TAX1BP1 2.237798883072616 -ATM GSK3B 2.237755077046034 -ZYG11A B4GALNT3 2.2372221790839535 -MAP3K7 PTEN 2.236744500536747 -BRAF NANOG 2.2364062448240585 -BAX GSK3B 2.235490237449475 +CHUK IDH3B 2.2416849631476325 +TRAF2 EN1 2.2402703814215084 +DLL1 IRF1 2.2402032216206424 +ATR MYC 2.238333497954975 +CDK2 MMADHC 2.2378147662419727 +PTPN7 TAX1BP1 2.2377988830726157 +ATM GSK3B 2.237755077046037 +ZYG11A B4GALNT3 2.2372221790839486 +BRAF NANOG 2.236406244824058 +MAP3K2 DVL2 2.2359062398250704 +BAX GSK3B 2.235490237449477 +MKI67 APC 2.234146031393303 TAX1BP1 PTK7 2.234144429329459 -NME1 CALM3 2.233426156766636 -CBX6 MID2 2.23302159194145 -MAP3K7 SHB 2.2328186066137223 -AXIN1 DPYSL3 2.23224112953355 -TRMT44 CHCHD4 2.232094629009533 -CTNNB1 TAX1BP1 2.2318734555044943 -ADAM17 SHARPIN 2.2315289006367283 -DPPA4 MGA 2.2315137831016107 -MAP3K14 TYK2 2.2311278697904955 +NME1 CALM3 2.2334261567666363 +CBX6 MID2 2.2330215919414513 +AXIN1 DPYSL3 2.232241129533552 +TRMT44 CHCHD4 2.2320946290095334 +ADAM17 SHARPIN 2.231528900636725 +DPPA4 MGA 2.231513783101611 +MAP3K14 TYK2 2.231127869790495 TCF7L2 HES1 2.230962695005724 -RPTOR RYR1 2.2299425959650883 +PIK3CA RPTOR 2.2301532115210705 B4GALNT3 ARHGEF4 2.228808296234196 -EGFR KIF9 2.2287929818033554 -PIK3CA REL 2.2286145596467932 -TCEA3 RHOC 2.2286000016910013 +EGFR KIF9 2.228792981803353 +PIK3CA REL 2.228614559646791 +TCEA3 RHOC 2.2286000016910017 RELB TAX1BP1 2.228127117139139 -CASP3 UBQLN2 2.2276564460776727 -DPYSL3 PTK7 2.2274259633934888 +CASP3 UBQLN2 2.227656446077674 +DPYSL3 PTK7 2.2274259633934896 PIK3CA KLF11 2.227044767063706 NME1 LANCL2 2.2259999936886934 -CASP8 TCTN1 2.2256723440408313 -BAD TACR3 2.2255278184465235 -EN1 LARGE1 2.224425709099815 -CDC20 NFKB1 2.2231645044344512 -PTEN LANCL2 2.2220870927367393 -NFKBIA IKBKG 2.2220103177502746 -HIF1A MARCKSL1 2.221754940305876 -IKBKB ZBBX 2.221665187562655 -NFKBIA JUN 2.220609333449159 +CASP8 TCTN1 2.2256723440408304 +BAD TACR3 2.225527818446522 +EN1 LARGE1 2.2244257090998136 +CDC20 NFKB1 2.223164504434452 +PTEN LANCL2 2.2220870927367375 +NFKBIA IKBKG 2.222010317750272 +HIF1A MARCKSL1 2.2217549403058707 +IKBKB ZBBX 2.2216651875626536 +NFKBIA JUN 2.2206093334491612 TRAF3 IKBKG 2.2204916143486986 -ATF6 TACR3 2.22044592634221 -ACTB CDH1 2.2197987767961034 -JUN ATF6 2.217722959302511 -CASP8 SNX25 2.217102644508388 -BCL2 ZNF687 2.214856684116947 -BCL2 BCL2L11 2.213850774057504 -ACOT6 TMCO4 2.2134247651036167 -IRF1 ATP6V0D1 2.212893955401351 -MAPK1 ZNF774 2.2118130203107285 -CCNA2 ACTB 2.211233681040473 -BRAF RBPJ 2.210788606897079 -TMX3 GDPD5 2.2106441158096697 -FOS TBC1D10A 2.208370772284475 -ZYG11A ZBTB24 2.2081056590251666 -LRP6 ANKRD49 2.2074733430919506 -CDC20 JAG1 2.2064280218777643 -TRAF2 KLF4 2.2062828143429014 -KLF11 CAB39L 2.2058712795558986 -CCNB1 POU5F1 2.2054588837909446 -NR1I2 MID2 2.2046756250480195 -LRRC36 HOMER1 2.204602889038591 -NANOG SMAD4 2.2033949103767427 -MAPK3 EVPL 2.203075647039412 -PIK3CA JMJD6 2.202727121927645 -RHOC CAB39L 2.202310480771985 -SMAD4 PAX5 2.2017208013135185 -CHEK1 MVK 2.2007570086103847 -TRAF6 TACR3 2.200143175478527 -ZBTB24 TMX3 2.199975973720613 -CDH1 ACOT6 2.1981740112604364 -MCM2 STAU1 2.197542428914409 -CDH1 CALM3 2.1970152583528146 -TMCO4 GDPD5 2.196356223747508 -SOX2 FLNB 2.1962416994688483 -FOXO3 JUN 2.196217013997156 -ATM FOXO3 2.195217420659566 -CCNA2 GUF1 2.1950175438768857 -BCL2L11 ARHGEF28 2.1948207855860025 -MAP3K2 MAP3K14 2.1944583689382346 -CDKN1A JMJD6 2.1931544412469646 -ERBB2 JUN 2.1928685805395696 -BATF3 MID2 2.1926206718128936 -SNX25 SHB 2.1915835942411017 -TCF7L2 IRF9 2.1909377716295335 -TRMT44 ZYG11A 2.1899288392374063 -AXIN1 ADAM17 2.188386476013187 -PTPN7 HES1 2.1876459719602086 -BCL2L11 SHARPIN 2.1873666951654642 -CDKN1A RPTOR 2.185500954796971 -MAPK3 RAF1 2.1848485860961264 -CEACAM19 ZBTB24 2.183542333731561 -ACY3 LANCL2 2.181916838884257 -MTOR STAT3 2.1818850021308767 -DVL2 LRRC36 2.181698293106858 -MCM2 CASP3 2.181052534377168 -RELB FNIP1 2.1809306384677623 -TRAF6 TCTN1 2.180647884176349 -B4GALNT3 DNAJC30 2.1803102367499325 -BCL2L11 IRF1 2.1799199921153387 -TP53 HSP90AB1 2.179901166565763 -ADAM17 VIM 2.1790713027217974 -IDH3B HSP90AB1 2.1787290447415515 -CDC20 RBPJ 2.1785874777643026 -ATF4 RHOC 2.1776594584060414 +ATF6 TACR3 2.2204459263422103 +ACTB CDH1 2.2197987767961007 +CTNNB1 TAX1BP1 2.2195612692295534 +JUN ATF6 2.2177229593025167 +CASP8 SNX25 2.2171026445083886 +MAP3K7 PTEN 2.216448883569169 +MAP3K7 PIK3CA 2.214881881637873 +BCL2 ZNF687 2.214856684116949 +BCL2 BCL2L11 2.213850774057502 +ACOT6 TMCO4 2.213424765103618 +RPTOR RYR1 2.2132114211355565 +IRF1 ATP6V0D1 2.212893955401353 +MAP3K7 SHB 2.212386463706819 +MAPK1 ZNF774 2.2118130203107293 +CCNA2 ACTB 2.2112336810404702 +BRAF RBPJ 2.210788606897078 +TMX3 GDPD5 2.210644115809671 +FOS TBC1D10A 2.208370772284473 +ZYG11A ZBTB24 2.208105659025166 +LRP6 ANKRD49 2.207473343091954 +CDC20 JAG1 2.2064280218777625 +TRAF2 KLF4 2.2062828143428996 +KLF11 CAB39L 2.2058712795559 +MAPK3 EVPL 2.205683637593828 +NR1I2 MID2 2.204675625048019 +LRRC36 HOMER1 2.2046028890385894 +NANOG SMAD4 2.203394910376743 +PIK3CA JMJD6 2.202727121927644 +RHOC CAB39L 2.202310480771987 +SMAD4 PAX5 2.2017208013135168 +CHEK1 MVK 2.200757008610384 +TRAF6 TACR3 2.200143175478529 +ZBTB24 TMX3 2.199975973720612 +CDH1 ACOT6 2.1981740112604378 +MCM2 STAU1 2.1975424289144083 +CDH1 CALM3 2.197015258352815 +TMCO4 GDPD5 2.19635622374751 +SOX2 FLNB 2.1962416994688443 +FOXO3 JUN 2.1962170139971593 +ATM FOXO3 2.195217420659563 +CCNA2 GUF1 2.195017543876885 +BCL2L11 ARHGEF28 2.1948207855860042 +MAP3K2 MAP3K14 2.1944583689382364 +CDKN1A JMJD6 2.1931544412469677 +ERBB2 JUN 2.192868580539568 +BATF3 MID2 2.192620671812893 +SNX25 SHB 2.1915835942411013 +TCF7L2 IRF9 2.1909377716295344 +TRMT44 ZYG11A 2.1899288392374077 +CCNB1 POU5F1 2.188914245302622 +AXIN1 ADAM17 2.188386476013188 +PTPN7 HES1 2.187645971960208 +BCL2L11 SHARPIN 2.187366695165462 +MAPK3 RAF1 2.1848485860961255 +DVL2 LRRC36 2.183665971636757 +CEACAM19 ZBTB24 2.1835423337315607 +ACY3 LANCL2 2.1819168388842565 +MTOR STAT3 2.1818850021308736 +MCM2 CASP3 2.18105253437717 +RELB FNIP1 2.180930638467763 +TRAF6 TCTN1 2.180647884176351 +B4GALNT3 DNAJC30 2.1803102367499316 +BCL2L11 IRF1 2.17991999211534 +TP53 HSP90AB1 2.179901166565762 +ADAM17 VIM 2.1790713027217965 +IDH3B HSP90AB1 2.1787290447415466 +CDC20 RBPJ 2.178587477764302 +RPTOR APC 2.1782908431015477 +ATF4 RHOC 2.1776594584060422 CCNB2 HES1 2.17549439466747 -RAF1 GSK3B 2.175231917303621 -ATM RELA 2.175228745206046 -SMAD4 FNIP1 2.1748656819710366 -IDH3B CHCHD4 2.174780999224644 -RHOC GUF1 2.1747590091072846 -MAP3K7 GUF1 2.1744546086654917 -SNX25 ATF6 2.1734132260102506 -ATR TRAF6 2.173362534306245 +CDKN1A RPTOR 2.175261692849673 +RAF1 GSK3B 2.175231917303615 +ATM RELA 2.1752287452060473 +SMAD4 FNIP1 2.174865681971037 +IDH3B CHCHD4 2.1747809992246423 +RHOC GUF1 2.174759009107287 +SNX25 ATF6 2.1734132260102523 +ATR TRAF6 2.1733625343062433 TRAF3 RGL1 2.1722723536660604 -BATF3 SPAG6 2.171663608571311 -TRAF3 TYK2 2.171564812521064 -MCM2 ATP6V0D1 2.1699359808360987 -EVPL SPATS1 2.1681248587733193 -NFKBIA CLCN3 2.166067918228642 -RELA KLF11 2.165916645616285 -CASP8 PPP1R13B 2.1658983197288157 -MST1R TRMT44 2.1641412588616973 -GADD45A UNC13D 2.161859754956158 -RMC1 ZBTB24 2.1598143326028563 -MYC ATF4 2.159637470113923 -B4GALNT3 CAB39L 2.159446546782498 -TRAF3 LARGE1 2.158437212169934 -CEACAM19 ZYG11A 2.1583593407218506 -TCF7L2 FNDC7 2.1580125403607298 -CALM3 CBX6 2.1566880357525733 -MTOR ZBBX 2.1565823745530164 -BRAF DUSP6 2.1562006941222704 -TRAF3 KLF4 2.1554955438242187 -MYC ZNF774 2.1554222205043616 -CCNA2 ATR 2.1553334730839415 -KLF4 TRMT44 2.155210263906275 -SHB CBX6 2.154964262130569 -KLF11 B4GALNT3 2.1532663503367635 -FOS JUN 2.1525703473533784 -MAP3K14 IKBKB 2.1516085733445154 -CDKN1A HSP90AB1 2.1513102491665617 -PRDM14 FNIP1 2.1504757979487916 -NME1 CBX6 2.1480957227044954 -JAG1 ZBTB24 2.1478729341646954 -BAD RGL1 2.1478166125739664 +EVPL SPATS1 2.172123689929471 +BATF3 SPAG6 2.17166360857131 +TRAF3 TYK2 2.1715648125210647 +MCM2 ATP6V0D1 2.169935980836098 +NFKBIA CLCN3 2.1660679182286393 +RELA KLF11 2.165916645616288 +CASP8 PPP1R13B 2.165898319728814 +MST1R TRMT44 2.1641412588616964 +GADD45A UNC13D 2.1618597549561587 +MAP3K7 GUF1 2.1612546354919617 +MYC ATF4 2.1596374701139234 +B4GALNT3 CAB39L 2.159446546782495 +TRAF3 LARGE1 2.1584372121699356 +CEACAM19 ZYG11A 2.1583593407218493 +TCF7L2 FNDC7 2.158012540360732 +CALM3 CBX6 2.156688035752575 +MTOR ZBBX 2.156582374553016 +BRAF DUSP6 2.1562006941222687 +TRAF3 KLF4 2.155495543824217 +MYC ZNF774 2.155422220504354 +CCNA2 ATR 2.1553334730839393 +KLF4 TRMT44 2.1552102639062785 +SHB CBX6 2.154964262130563 +RMC1 ZBTB24 2.1539883806914237 +KLF11 B4GALNT3 2.1532663503367657 +FOS JUN 2.152570347353379 +MAP3K14 IKBKB 2.151608573344516 +CDKN1A HSP90AB1 2.151310249166561 +PRDM14 FNIP1 2.1504757979487956 +NME1 CBX6 2.148095722704499 +JAG1 ZBTB24 2.147872934164691 +BAD RGL1 2.1478166125739655 PTEN SGCB 2.1474628702272196 -ATF4 UBAP2L 2.147451015299828 -CXCL17 CBX6 2.1467747886664617 -RAF1 LRP6 2.1461601540299142 -KRAS RACK1 2.1460482149651723 -CDKN1A ZFP42 2.145093402630324 +ATF4 UBAP2L 2.1474510152998283 +CXCL17 CBX6 2.1467747886664608 +RAF1 LRP6 2.146160154029913 +CDKN1A ZFP42 2.145093402630325 MAPK3 TBC1D10A 2.1445051115725007 -NFKBIA RACK1 2.143378222597866 -PIK3CB MSLN 2.141071167967393 -MST1R ANKRD54 2.1410378125439786 -STAT3 SHARPIN 2.140193366416883 -RELA CHCHD4 2.1400189519561463 -MAPK1 LARGE1 2.1391340266054097 -JUN MVK 2.138035743184825 -ATM SPATS1 2.137395990455401 -PCNA STAU1 2.136570211443913 -REL MST1R 2.136410696522175 -EGR1 SHB 2.135922874759575 -PCNA CASP3 2.1359043326821143 -MST1R UBQLN2 2.134793081755191 -CDC20 ATF4 2.134600258581168 -SHB LARGE1 2.1333837722402116 -MAPK1 SLC25A38 2.133241202085353 -RAF1 PRDM14 2.132692771336309 -SOX2 SUB1 2.132594507419142 -BAD FOS 2.130983830756674 -TBC1D10A ZYG11A 2.1305991636700337 -ANKRD54 DNAJC30 2.1302915712707913 -DLL1 REL 2.129280218524196 -SRF SOCS3 2.1289874885187756 -NR1I2 TMCO4 2.1287978924728717 -NFKB1 PRDM14 2.1274929404416345 -GSK3B TAX1BP1 2.126808838155078 -RBPJ MYC 2.1253093907264606 -TBC1D10A DNAJC30 2.125001128798048 -AKT2 GUF1 2.1248640947276374 -TCF7L2 CHUK 2.123944654979118 -CREB1 VIM 2.1239215555240247 -KLF4 SNX25 2.122502167148483 -TRAF6 TYK2 2.1223549042730205 -ANKRD49 DNAJC30 2.122077115761314 -CDH2 IDH3B 2.121397018642379 -GADD45A IRF9 2.1207606087136757 -ERBB2 ITGB5 2.1203022060815515 -MCM2 ERBB2 2.1202031010195213 +NFKBIA RACK1 2.1433782225978697 +PIK3CB MSLN 2.1410711679673944 +MST1R ANKRD54 2.1410378125439777 +STAT3 SHARPIN 2.140193366416881 +RELA CHCHD4 2.1400189519561414 +MAPK1 LARGE1 2.139134026605409 +JUN MVK 2.1380357431848274 +ATM SPATS1 2.1373959904554005 +PCNA STAU1 2.1365702114439133 +REL MST1R 2.1364106965221725 +EGR1 SHB 2.1359228747595718 +PCNA CASP3 2.1359043326821165 +MST1R UBQLN2 2.1347930817551894 +CDC20 ATF4 2.1346002585811688 +KRAS RACK1 2.133387849564507 +SHB LARGE1 2.13338377224021 +MAPK1 SLC25A38 2.13324120208535 +RAF1 PRDM14 2.1326927713363055 +SOX2 SUB1 2.1325945074191415 +BAD FOS 2.130983830756672 +TBC1D10A ZYG11A 2.130599163670033 +ANKRD54 DNAJC30 2.130291571270792 +DLL1 REL 2.1292802185241952 +SRF SOCS3 2.128987488518774 +NR1I2 TMCO4 2.128797892472871 +NFKB1 PRDM14 2.1274929404416336 +GSK3B TAX1BP1 2.1268088381550814 +RBPJ MYC 2.1253093907264597 +TBC1D10A DNAJC30 2.1250011287980484 +AKT2 GUF1 2.1248640947276383 +TCF7L2 CHUK 2.123944654979117 +CREB1 VIM 2.123921555524027 +KLF4 SNX25 2.122502167148484 +TRAF6 TYK2 2.1223549042730188 +ANKRD49 DNAJC30 2.122077115761317 +CDH2 IDH3B 2.1213970186423747 +GADD45A IRF9 2.1207606087136766 +ERBB2 ITGB5 2.1203022060815546 +MCM2 ERBB2 2.1202031010195204 SAA4 ZBTB24 2.117079349158339 -ATF6 ARHGEF28 2.1169261255146394 -SOCS3 B3GAT2 2.1163623434955974 +ATF6 ARHGEF28 2.1169261255146403 +SOCS3 B3GAT2 2.116362343495597 NFKB1 SPATS1 2.1161022124958606 EGFR TMCO4 2.1156689507133324 -STAT3 LARGE1 2.1142701499074414 -TYK2 BATF3 2.113538899128959 -CHEK2 SAA4 2.112986195834528 -IRF1 TBC1D10A 2.1128834054111527 -FOS SNX25 2.1110204566707673 -IKBKB TMX3 2.111012951789783 -PTEN ATF6 2.110872100445206 -CCNA2 SMAD4 2.1105192554897774 -MARCKSL1 RGL1 2.1103873620947327 -SLC26A4 ARHGEF4 2.1100899362971837 -ZNF774 SUB1 2.1099178162016172 +STAT3 LARGE1 2.1142701499074383 +TYK2 BATF3 2.1135388991289568 +CHEK2 SAA4 2.1129861958345284 +IRF1 TBC1D10A 2.112883405411155 +FOS SNX25 2.111020456670767 +IKBKB TMX3 2.111012951789784 +PTEN ATF6 2.1108721004452096 +CCNA2 SMAD4 2.11051925548977 +MARCKSL1 RGL1 2.11038736209473 +SLC26A4 ARHGEF4 2.1100899362971846 +ZNF774 SUB1 2.1099178162016137 MYC FNIP1 2.1089485688544896 -MCM5 SNX25 2.108544376165234 -EGFR SNX25 2.1079687548925876 -IKBKB ANKRD54 2.1077065078503128 +MCM5 SNX25 2.108544376165236 +EGFR SNX25 2.107968754892589 +IKBKB ANKRD54 2.1077065078503088 TRAF3 MYC 2.106839674107699 -SGCB GUF1 2.106593801243296 -IKBKB RYR1 2.105934198022204 -UBQLN2 CHCHD4 2.105529250922064 -CREB1 APC 2.1054480638805795 +SGCB GUF1 2.1065938012432968 +IKBKB RYR1 2.105934198022202 +UBQLN2 CHCHD4 2.105529250922065 TCTN1 SASS6 2.105314956734632 -LRP6 MARCKSL1 2.104713399537736 -EN1 CBX6 2.10453850979598 -ZNF774 CBX6 2.104375430884835 -SOCS3 GATA2 2.104035023811635 -B4GALNT3 PRTFDC1 2.102492014878149 -SOX2 ACTB 2.1024129015730564 -IKBKG ZFP42 2.1021067417422734 -CASP9 ARHGEF28 2.1018919098898827 -PTEN KIF9 2.1012314431227948 -CASP9 TRAF3 2.1011789622515673 -POU5F1 SUB1 2.100946016564842 -MVK SASS6 2.1001096376137918 -JAK2 ERBB2 2.0994920384242386 -PCNA HES1 2.0993517306061324 -CDH1 HOMER1 2.0986307139160765 +LRP6 MARCKSL1 2.104713399537735 +EN1 CBX6 2.1045385097959795 +ZNF774 CBX6 2.104375430884832 +SOCS3 GATA2 2.104035023811636 +B4GALNT3 PRTFDC1 2.1024920148781443 +SOX2 ACTB 2.102412901573053 +IKBKG ZFP42 2.102106741742276 +CASP9 ARHGEF28 2.1018919098898836 +PTEN KIF9 2.101231443122797 +CASP9 TRAF3 2.1011789622515678 +MVK SASS6 2.100109637613795 +PCNA HES1 2.0993517306061316 +JAK2 ERBB2 2.098967029677921 +CDH1 HOMER1 2.0986307139160747 IDH3B TAX1BP1 2.0971591360741644 CHEK1 ZFP42 2.097129830973798 -TP53 ATM 2.096940291213477 -CCNB1 ZNF687 2.0969217670894174 -PPP1R13B TMCO4 2.0963505501555586 +TP53 ATM 2.0969402912134774 +CCNB1 ZNF687 2.096921767089417 +PPP1R13B TMCO4 2.096350550155559 FAS MID2 2.0958183876976344 -DVL2 FAS 2.0957710005337025 -GEMIN5 CBX6 2.0957556240918804 -STAT1 CD200R1L 2.0949885897072114 -PCNA SHARPIN 2.0945221048436347 -CASP3 HES1 2.0938894192125104 -JAK2 ANKRD54 2.0926670703251764 -MAPK3 CTNNB1 2.0920262851984703 -BAD DLL1 2.0889860543270284 -TP53 LIN28A 2.088878780958618 +GEMIN5 CBX6 2.0957556240918773 +STAT1 CD200R1L 2.094988589707213 +PCNA SHARPIN 2.094522104843632 +CREB1 APC 2.0940484526529 +CASP3 HES1 2.093889419212511 +POU5F1 SUB1 2.0920211728666764 +JAK2 ANKRD54 2.0912759426494785 +BAD DLL1 2.088986054327027 +TP53 LIN28A 2.08887878095862 MDM2 TCEA3 2.088074267333897 -AKT1 CALM3 2.0868011239605426 +AKT1 CALM3 2.0868011239605444 B4GALNT3 GDPD5 2.0863386540003597 -REL SHB 2.085521675587282 -MCM2 LARGE1 2.0852523432237087 -RELB SPAG6 2.0852173240567424 +MAPK3 CTNNB1 2.0863258107708833 +REL SHB 2.085521675587283 +MCM2 LARGE1 2.085252343223711 +RELB SPAG6 2.0852173240567415 ADAM17 TGFBRAP1 2.0850513840830827 -CASP8 JAK2 2.0843259714030276 +CASP8 JAK2 2.0838827728366542 BCL2L11 PIK3CB 2.083761822103586 -RELB ZBTB24 2.083684766283873 -MCM5 MGA 2.082049612000747 -CHUK NME1 2.0819680043871576 -LIN28A IDH3B 2.081921528409328 -JAG1 TAX1BP1 2.0818569483499694 -NFKBIA ATF6 2.0815511641051168 -TP53 STAU1 2.0815194951284943 -CCNB2 APC 2.0811757506097166 -JMJD6 SUB1 2.081096905940528 -ARHGEF28 LARGE1 2.080738713536902 -CDK1 CASP3 2.0803933912233106 -TP53 CTNNB1 2.0803611992365125 -ARHGEF4 GDPD5 2.0801865397205104 +RELB ZBTB24 2.0836847662838727 +DVL2 FAS 2.0832522058596283 +MCM5 MGA 2.0820496120007483 +CHUK NME1 2.0819680043871567 +LIN28A IDH3B 2.0819215284093273 +JAG1 TAX1BP1 2.081856948349969 +NFKBIA ATF6 2.0815511641051208 +TP53 STAU1 2.081519495128493 +JMJD6 SUB1 2.081096905940526 +ARHGEF28 LARGE1 2.0807387135369027 +CDK1 CASP3 2.080393391223313 +ARHGEF4 GDPD5 2.0801865397205113 BCL2L11 IDH3B 2.0799792738620746 -ZBBX TCTN1 2.0794156989773533 +ZBBX TCTN1 2.0794156989773525 ZYG11A ANKRD54 2.0793785481355593 -STAT3 PTK7 2.079262658919097 -DVL2 TBC1D10A 2.0773835272386285 -KLF11 PRTFDC1 2.074969419948777 -MCM2 BAX 2.0746236484798484 -RELA STAT1 2.074284832436662 -CASP8 LRP6 2.0735897335489253 -EIF2AK3 NFKBIA 2.072637160150269 -SOX2 MGA 2.072603049140412 -BCL2 RELA 2.0725028986192995 -CLCN3 CHCHD4 2.0711649754452366 -MKI67 DPPA4 2.0704866345965782 -IKBKG EN1 2.0699103877984038 +STAT3 PTK7 2.0792626589190957 +KLF11 PRTFDC1 2.0749694199487774 +MCM2 BAX 2.0746236484798493 +RELA STAT1 2.074284832436664 +CASP8 LRP6 2.073589733548925 +EIF2AK3 NFKBIA 2.0726371601502653 +SOX2 MGA 2.07260304914041 +BCL2 RELA 2.072502898619299 +CLCN3 CHCHD4 2.0711649754452384 +CCNB2 APC 2.0708502964654945 +MKI67 DPPA4 2.0704866345965747 +IKBKG EN1 2.0699103877984033 PIK3CA TCEA3 2.069594057334238 -DVL2 ATF6 2.0689247851589867 -IKBKB EN1 2.0680564574749853 -ATF4 FLNB 2.0670929237597546 -CDK2 PCNA 2.06707014426419 +TP53 CTNNB1 2.069585105381714 +IKBKB EN1 2.068056457474985 +ATF4 FLNB 2.067092923759755 +CDK2 PCNA 2.067070144264195 STAT3 SGCB 2.0665264555745435 MCM5 RYR1 2.065919694594413 -APC TMCO4 2.065536317731194 -IKBKG JMJD6 2.064864262060112 +IKBKG JMJD6 2.064864262060109 PTPN7 SASS6 2.0643249759110294 -PIK3CA ANKRD49 2.064210415854638 +PIK3CA ANKRD49 2.0642104158546424 +DVL2 RMC1 2.0636086307199766 LRP6 HEBP2 2.0628209450312833 -KIF9 ZYG11A 2.062272720352272 -APC NOTCH1 2.061124519961934 -CASP3 MAPK1 2.059873105070282 -CCNB2 CDH1 2.058897551705338 -CDH2 ZBTB24 2.058531577895182 -FOXO3 STAU1 2.0579638637577347 -IRF9 TYK2 2.057542124799776 -EVPL TBC1D10A 2.057315768035761 -STAT3 MGAT4B 2.0569514716594686 -TRAF2 NFKB1 2.0563636045377542 -MAP3K14 MTOR 2.0550816382963606 -AKT2 VIM 2.053569730850997 -MGAT4B HSP90AB1 2.0535560329939444 -NOTCH1 TRAF6 2.0523965928111543 -AKT1 PAX5 2.050772151958895 -TCF7L2 ZNF652 2.0503414066587995 -AKT1 AXIN1 2.0497086296499707 -NME1 PTK7 2.048744233188196 -DUSP6 ZNF652 2.0486641578863876 -DLL1 ANKRD54 2.047231618169733 +KIF9 ZYG11A 2.0622727203522735 +CASP3 MAPK1 2.059873105070284 +CCNB2 CDH1 2.058897551705337 +CDH2 ZBTB24 2.0585315778951774 +EVPL TBC1D10A 2.0583608465855976 +FOXO3 STAU1 2.0579638637577355 +IRF9 TYK2 2.057542124799773 +STAT3 MGAT4B 2.0569514716594672 +DVL2 TBC1D10A 2.056673107910419 +TRAF2 NFKB1 2.0563636045377556 +MAP3K14 MTOR 2.0550816382963615 +AKT2 VIM 2.0535697308509975 +MGAT4B HSP90AB1 2.053556032993943 +APC NOTCH1 2.0529214232808815 +NOTCH1 TRAF6 2.052396592811154 +APC TMCO4 2.0512880454114293 +AKT1 PAX5 2.050772151958894 +TCF7L2 ZNF652 2.050341406658799 +AKT1 AXIN1 2.0497086296499725 +NME1 PTK7 2.0487442331881955 +DUSP6 ZNF652 2.048664157886389 +DLL1 ANKRD54 2.047231618169732 MARCKSL1 FLNB 2.047042154618629 -NOTCH1 STAT1 2.0459798970303607 -TMCO4 MID2 2.044919951577879 -BATF3 TBC1D10A 2.044337585277485 -KRAS UBAP2L 2.0437796669405772 -B4GALNT3 RYR1 2.0407193654031617 -FOXO3 MID2 2.04030301365583 -GSK3B PRDM14 2.0400939617286467 -NFKBIA GDPD5 2.039681139552264 -CDH1 STAU1 2.0394457395078467 -RELA KLF4 2.038147518350114 -TRAF3 TMX3 2.037445705808606 -ATF6 KLF11 2.037184103190703 -ACTB B3GAT2 2.036806957830227 -CDKN1A NFKB1 2.036413915115821 -DVL2 MVK 2.036246610010689 -ATM CBX6 2.036004187672848 -MDM2 MAP3K7 2.03577017709528 -NME1 TACR3 2.0356600556849282 -TRAF3 NME1 2.033836416717127 -RELB KIF9 2.0333825095062714 -KRAS CALM3 2.033358910625105 -MDM2 MAPK3 2.0328636088564647 -CD200R1L CALM3 2.0325506677163347 -GADD45A ANKRD54 2.031508566067374 -ZFP42 ATP6V0D1 2.031073874209671 -DPPA4 CLCN3 2.0309582422217147 -FAS MSLN 2.030817381364174 -SDSL RYR1 2.0299065829673726 -SMAD4 MGA 2.0297398269227913 -GATA2 KLF11 2.0292428415992387 -TRMT44 RGL1 2.029099333899445 -CD200R1L KLF11 2.0284222668673126 +NOTCH1 STAT1 2.045979897030363 +TMCO4 MID2 2.04491995157788 +BATF3 TBC1D10A 2.0443375852774834 +DVL2 ATF6 2.042395893287324 +B4GALNT3 RYR1 2.040719365403157 +FOXO3 MID2 2.040303013655832 +GSK3B PRDM14 2.040093961728647 +NFKBIA GDPD5 2.0396811395522656 +CDH1 STAU1 2.039445739507846 +RELA KLF4 2.038147518350112 +TRAF3 TMX3 2.0374457058086066 +ATF6 KLF11 2.037184103190705 +ACTB B3GAT2 2.0368069578302257 +CDKN1A NFKB1 2.0364139151158223 +ATM CBX6 2.036004187672849 +NME1 TACR3 2.0356600556849287 +TRAF3 NME1 2.033836416717128 +RELB KIF9 2.0333825095062728 +MDM2 MAPK3 2.0328636088564704 +CD200R1L CALM3 2.0325506677163356 +GADD45A ANKRD54 2.0315085660673713 +ZFP42 ATP6V0D1 2.031073874209668 +DPPA4 CLCN3 2.030958242221715 +FAS MSLN 2.0308173813641734 +SDSL RYR1 2.0299065829673717 +SMAD4 MGA 2.0297398269227926 +GATA2 KLF11 2.0292428415992396 +TRMT44 RGL1 2.0290993338994454 +CD200R1L KLF11 2.0284222668673135 +KRAS UBAP2L 2.02746678992587 BAX RHOC 2.027218935048373 -ACOT6 FLNB 2.0271308632410325 -KLF4 ZYG11A 2.025456635184295 -BAD ADAM17 2.024461591818218 -CCNA2 CHMP4B 2.0242653966403963 -MYC HEBP2 2.024255618406397 -PTPN7 GDPD5 2.023168391215277 -IKBKG ARHGEF28 2.0230342500385747 -BRAF ZYG11A 2.0222970810027925 -STAT3 STAU1 2.022262400651565 +ACOT6 FLNB 2.027130863241034 +KLF4 ZYG11A 2.0254566351842938 +BAD ADAM17 2.024461591818217 +CCNA2 CHMP4B 2.024265396640395 +MYC HEBP2 2.024255618406402 +KRAS CALM3 2.0233670231089973 +PTPN7 GDPD5 2.0231683912152767 +IKBKG ARHGEF28 2.023034250038576 +BRAF ZYG11A 2.0222970810027903 +STAT3 STAU1 2.0222624006515635 REL BATF3 2.021730884146067 -BATF3 RYR1 2.0204453306924526 -MDM2 NANOG 2.0201744310761995 -KIF9 DNAJC30 2.0195737949902597 -DVL2 ZYG11A 2.0192709923162506 -LIN28A CHMP4B 2.018841174811379 +DVL2 MVK 2.0216785536103377 +BATF3 RYR1 2.0204453306924504 +MDM2 NANOG 2.0201744310762044 +KIF9 DNAJC30 2.01957379499026 +LIN28A CHMP4B 2.0188411748113797 ATR NME1 2.0186985770535344 -CHCHD4 PRTFDC1 2.0186915726560946 -RBPJ CAB39L 2.0186502399061315 -STAT3 FLNB 2.018471633131221 -CASP9 STAU1 2.018362454837561 -DVL2 JUN 2.018178422483157 -RELA NR1I2 2.0172932895900773 -AXIN1 CD200R1L 2.0172532472917197 -CDK1 CD55 2.0170133587421835 -BCL2 SDSL 2.015143229397348 -FNIP1 PPP1R13B 2.013778108939639 -MGAT4B CLCN3 2.0133639345854397 -ZFP42 SMAD4 2.013064817026817 -IRF9 B3GAT2 2.0119786070240058 -CREB1 LARGE1 2.010978326530433 -APC PAX5 2.009738743529876 +CHCHD4 PRTFDC1 2.018691572656089 +RBPJ CAB39L 2.0186502399061297 +STAT3 FLNB 2.0184716331312216 +CASP9 STAU1 2.01836245483756 +RELA NR1I2 2.017293289590076 +AXIN1 CD200R1L 2.017253247291721 +CDK1 CD55 2.017013358742183 +BCL2 SDSL 2.015143229397347 +MDM2 MAP3K7 2.014777882430542 +FNIP1 PPP1R13B 2.0137781089396403 +MGAT4B CLCN3 2.01336393458544 +ZFP42 SMAD4 2.013064817026819 +APC PAX5 2.012915121017954 +IRF9 B3GAT2 2.011978607024005 +CREB1 LARGE1 2.010978326530432 ATF4 SHB 2.009580983628045 EGFR CEACAM19 2.009575361511795 MAP3K2 RELB 2.008527697722037 -STAT3 SOX2 2.0077671488131137 -MAP3K7 GEMIN5 2.007194379595481 -CDC20 CDKN1A 2.006645133866406 -SRF DPYSL3 2.0065465869438697 -BRAF RHOC 2.0064561042517037 -ADAM17 NFKBIA 2.006331951843645 -CHEK2 SHB 2.004775364286877 -CDK2 PRTFDC1 2.0047276744317526 -EVPL UBAP2L 2.004694302818129 +STAT3 SOX2 2.0077671488131146 +CDC20 CDKN1A 2.006645133866407 +SRF DPYSL3 2.0065465869438643 +BRAF RHOC 2.0064561042517024 +EVPL UBAP2L 2.0063739624642567 +ADAM17 NFKBIA 2.006331951843644 +CHEK2 SHB 2.0047753642868766 +CDK2 PRTFDC1 2.0047276744317473 ATP6V0D1 SAA4 2.004422893418464 -CCNA2 RBPJ 2.0039971161979633 +CCNA2 RBPJ 2.0039971161979615 CHEK1 SUB1 2.003587985054798 -SPAG6 TMCO4 2.003362524823856 -MST1R ZYG11A 2.002097195709908 -RAF1 DPPA4 2.001563867451149 -CREB1 IRF1 2.001511759464758 -PIK3CA FNDC7 2.0010476024993573 -PIK3CB GUF1 1.99943021077232 -JAG1 NFKB1 1.9990311889890897 -PRDM14 EGFR 1.9986469853520792 -PIK3CA DLL1 1.9982648006392285 -HEBP2 SUB1 1.9980619681745921 -SP1 B3GAT2 1.997624342471366 -DUSP6 CAB39L 1.9975654916565222 -CD55 RYR1 1.9968466247344852 -NFKBIA ZBBX 1.9965654512803723 -APC ITGB5 1.996089920832093 -DVL2 TGFBRAP1 1.9953822409319402 -CDH1 TMX3 1.995171190571652 -KLF4 EVPL 1.9944636604865065 -IRF1 IRF9 1.9940850407981938 -ATR RPTOR 1.9926817327969677 -TRAF2 SHARPIN 1.9926493050572107 -NANOG SLC25A38 1.9925019988505661 -MAPK1 RAF1 1.9916648018527874 -AKT1 CHCHD4 1.9916233187081545 -HES1 PPP1R13B 1.9909557149923627 -STAT3 DNAJC30 1.9904020557861575 -EIF2AK3 RMC1 1.9899778958195942 -MAP3K2 JUN 1.9897624975977508 -CREB1 GUF1 1.9895911035485687 +SPAG6 TMCO4 2.003362524823855 +MST1R ZYG11A 2.0020971957099074 +RAF1 DPPA4 2.0015638674511465 +CREB1 IRF1 2.001511759464759 +PIK3CA FNDC7 2.0010476024993595 +DVL2 ZYG11A 2.00032443936416 +PIK3CB GUF1 1.9994302107723252 +JAG1 NFKB1 1.9990311889890902 +PRDM14 EGFR 1.998646985352079 +PIK3CA DLL1 1.9982648006392267 +HEBP2 SUB1 1.9980619681745908 +SP1 B3GAT2 1.9976243424713649 +DUSP6 CAB39L 1.997565491656522 +DVL2 JUN 1.9969713407382392 +CD55 RYR1 1.9968466247344805 +NFKBIA ZBBX 1.9965654512803712 +MAP3K7 GEMIN5 1.9965346627167646 +KLF4 EVPL 1.996053302034394 +KRAS MAP3K7 1.9954792646435595 +CDH1 TMX3 1.9951711905716487 +IRF1 IRF9 1.9940850407981947 +TRAF2 SHARPIN 1.9926493050572092 +NANOG SLC25A38 1.9925019988505683 +MAPK1 RAF1 1.9916648018527896 +AKT1 CHCHD4 1.99162331870815 +APC ITGB5 1.9914295307636873 +HES1 PPP1R13B 1.9909557149923625 +STAT3 DNAJC30 1.9904020557861577 +MAP3K2 JUN 1.989762497597754 +CREB1 GUF1 1.9895911035485718 PCNA CHEK1 1.9895812794896504 -MDM2 FLNB 1.9887555438592641 -CDK2 ANKRD54 1.9881574524817116 +MDM2 FLNB 1.9887555438592668 +CDK2 ANKRD54 1.9881574524817114 CDKN1A SPATS1 1.987490698985789 -APC PPP1R13B 1.9872106197604849 -LIN28A SPAG6 1.9870902196725495 -EGR1 MGAT4B 1.9866387068376434 -ADAM17 TRAF2 1.9862848042743277 -STAU1 MSLN 1.9860537567930676 -DUSP6 FLNB 1.9855269964853335 -MAP3K7 TAX1BP1 1.9851868777360104 -PIK3CA MID2 1.9848222270700504 -CDK1 JUN 1.9843174939310069 -KLF4 ANKRD54 1.9838794111709936 -MCM2 NME8 1.9826799427176214 -CCNB2 MARCKSL1 1.9818876663099176 -RBPJ TCTN1 1.9816944436654838 -JAG1 EGR1 1.981425934658558 -DPPA4 STAU1 1.9808310254973318 -TCF7L2 NME1 1.9787546862481478 -TYK2 EVPL 1.9785158293571257 -AXIN1 SHB 1.9775198182850326 -FOXO3 RYR1 1.9773915946904672 -NFKBIA KLF4 1.9773537533673522 -LIN28A NME1 1.9765850690005182 -POU5F1 CHMP4B 1.9765080474037868 -CASP3 ERBB2 1.9763291148267774 -RELA ARHGEF4 1.9754321377030688 -MAP3K2 TACR3 1.9753502936986769 -IKBKG MGA 1.9753129049431786 -BAD EVPL 1.9736333957655918 -RPTOR LANCL2 1.9728005111636586 -RACK1 FNIP1 1.972739297662266 -RELA JMJD6 1.9722135101844838 -ACY3 CAB39L 1.972160532794266 -MCM5 PAX5 1.9718203402877164 -JMJD6 CD55 1.971533276173073 -TBC1D10A RYR1 1.9711234937261721 -DPYSL3 TMX3 1.9710443944893286 -CCNB1 CHUK 1.970678436066517 -RHOC FLNB 1.9704960668104705 -IRF9 SOCS3 1.9704667531877558 -MAP3K14 JUN 1.9702454216371448 -APC CD55 1.9695217320934604 -IRF9 RFX8 1.9686815520906118 -NR1I2 PPP1R13B 1.9684214217652785 -MYC SPAG6 1.9662307066153812 -IRF9 TACR3 1.966009702413918 -DPYSL3 SPAG6 1.9649709860279634 -TCF7L2 EGFR 1.96485504297111 -JMJD6 TBC1D10A 1.9642703880903531 -RHOC SHB 1.9635662634702644 -PIK3CB REL 1.9630183485226702 +LIN28A SPAG6 1.9870902196725488 +EGR1 MGAT4B 1.9866387068376452 +ADAM17 TRAF2 1.9862848042743264 +EIF2AK3 RMC1 1.986160894690412 +ATR RPTOR 1.986143790961173 +STAU1 MSLN 1.9860537567930674 +DUSP6 FLNB 1.985526996485329 +PIK3CA MID2 1.9848222270700533 +CDK1 JUN 1.9843174939310095 +KLF4 ANKRD54 1.9838794111709925 +MCM2 NME8 1.9826799427176223 +CCNB2 MARCKSL1 1.981887666309918 +RBPJ TCTN1 1.9816944436654835 +JAG1 EGR1 1.981425934658556 +DPPA4 STAU1 1.9808310254973338 +DVL2 TGFBRAP1 1.9804408474121058 +TYK2 EVPL 1.979556197672548 +TCF7L2 NME1 1.9787546862481498 +AXIN1 SHB 1.9775198182850335 +FOXO3 RYR1 1.9773915946904694 +NFKBIA KLF4 1.977353753367351 +APC PPP1R13B 1.9769194903665894 +LIN28A NME1 1.976585069000518 +CASP3 ERBB2 1.9763291148267794 +BAD EVPL 1.9758567712071389 +RELA ARHGEF4 1.9754321377030668 +MAP3K2 TACR3 1.9753502936986767 +IKBKG MGA 1.9753129049431797 +RACK1 FNIP1 1.9727392976622664 +RELA JMJD6 1.9722135101844809 +ACY3 CAB39L 1.9721605327942655 +MCM5 PAX5 1.9718203402877155 +JMJD6 CD55 1.9715332761730708 +TBC1D10A RYR1 1.971123493726174 +DPYSL3 TMX3 1.9710443944893306 +MAP3K7 TAX1BP1 1.9708778874873774 +CCNB1 CHUK 1.9706784360665164 +RHOC FLNB 1.97049606681047 +IRF9 SOCS3 1.9704667531877589 +MAP3K14 JUN 1.970245421637147 +POU5F1 CHMP4B 1.9699867821891126 +IRF9 RFX8 1.9686815520906114 +NR1I2 PPP1R13B 1.968421421765279 +MYC SPAG6 1.9662307066153804 +IRF9 TACR3 1.9660097024139183 +DPYSL3 SPAG6 1.9649709860279627 +TCF7L2 EGFR 1.9648550429711082 +RPTOR LANCL2 1.9643257441932302 +JMJD6 TBC1D10A 1.9642703880903523 +RHOC SHB 1.963566263470264 +PIK3CB REL 1.963018348522673 SNX25 CD55 1.9628510274871653 -CASP9 CREB1 1.962303164175483 -PCNA NFKBIA 1.9621704879692918 -BAX STAT1 1.9620275277279102 -CHMP4B HOMER1 1.961825064307841 -SHB GDPD5 1.961724877418317 -KIF9 CAB39L 1.9616998296083101 +CASP9 CREB1 1.9623031641754807 +PCNA NFKBIA 1.96217048796929 +BAX STAT1 1.9620275277279122 +CHMP4B HOMER1 1.9618250643078405 +SHB GDPD5 1.961724877418314 +KIF9 CAB39L 1.961699829608317 CASP8 KLF4 1.9615293901980988 -IKBKG HOMER1 1.96118587418719 -CDH2 RYR1 1.9607886035336843 -ACTB TGFBRAP1 1.9602834900417672 -NFKB1 KLF4 1.960217624865176 -ATF6 MGA 1.9596970551444612 -VIM ACOT6 1.9595903913763921 -REL ZYG11A 1.9585552690637094 -POU5F1 SGCB 1.9581824885783343 -CDK1 PIK3CA 1.958171466130614 -RACK1 TAX1BP1 1.9580085163742054 -JAK2 ZNF687 1.9578840542432845 -ATR FOS 1.9577925089788533 -TYK2 ATF6 1.956329680202587 -JAK2 ZNF774 1.9559324878573277 -KRAS STAT3 1.9555214794077136 -ZFP42 DPYSL3 1.9553259141935477 -TRAF3 KIF9 1.9543152124134877 +APC CD55 1.9614908234337631 +IKBKG HOMER1 1.9611858741871895 +CDH2 RYR1 1.9607886035336795 +ACTB TGFBRAP1 1.9602834900417654 +NFKB1 KLF4 1.9602176248651773 +JAK2 ZNF687 1.9597158453528702 +ATF6 MGA 1.9596970551444608 +VIM ACOT6 1.9595903913763932 +JAK2 ZNF774 1.9588481602209378 +REL ZYG11A 1.958555269063709 +CDK1 PIK3CA 1.9581714661306127 +RACK1 TAX1BP1 1.958008516374201 +ATR FOS 1.9577925089788464 +TYK2 ATF6 1.9563296802025842 +ZFP42 DPYSL3 1.9553259141935457 +POU5F1 SGCB 1.9546669024205026 +TRAF3 KIF9 1.9543152124134893 KLF11 RFX8 1.9538169090332127 -STAT1 TCTN1 1.9534540357221626 +STAT1 TCTN1 1.9534540357221666 HIF1A SP1 1.9533691729921605 -ZYG11A TMCO4 1.9528778633965547 -CASP3 NME1 1.9521129891038917 -MDM2 ITGB5 1.952109553280153 -PTEN ANKRD54 1.950880498688752 -SMAD4 CLCN3 1.9493861345638615 -NFKBIA TACR3 1.9484413771209812 -PIK3CA NME8 1.9472493279820748 -CD55 ANKRD49 1.9470221630897262 -CTNNB1 CLCN3 1.9467013477004576 -MTOR ZNF774 1.9454573585271964 -APC NFKB1 1.9448728255628842 -ATF6 SASS6 1.9442547766079052 -ATM HIF1A 1.944075906988954 -PTEN TCTN1 1.9434800712219127 -NFKBIA TYK2 1.9428898705302684 -GADD45A NOTCH1 1.942653995192273 -CASP3 JAG1 1.9420579826918927 -RELB CAB39L 1.9416917332336188 -TRAF2 GATA2 1.941624152635406 -CASP8 NME8 1.9413649950080285 -PIK3CA AXIN1 1.9410416826409145 -BCL2 DNAJC30 1.9397252242617755 -SRF RBPJ 1.938979366373054 -NFKB1 ANKRD54 1.9387395065542694 -EVPL ACY3 1.9380447878307405 -NOTCH1 RELB 1.938012601670189 -HIF1A FLNB 1.9375321786870583 -RELB ATF6 1.9375107313357811 -RAF1 RHOC 1.937236058274849 -MCM5 CASP3 1.9371197617794143 -MCM2 JAG1 1.9359257716279625 -ZBBX ARHGEF4 1.9354792307800643 -TRMT44 GDPD5 1.9354257394682441 -ANKRD49 ANKRD54 1.935365476261116 -PTPN7 STAT3 1.9350354243043484 -MYC CXCL17 1.9348672715262967 -MAPK1 SLC26A4 1.9346268668074773 -CDC20 NANOG 1.9341235373711407 +ZYG11A TMCO4 1.952877863396554 +CASP3 NME1 1.952112989103894 +MDM2 ITGB5 1.9521095532801547 +PTEN ANKRD54 1.9508804986887511 +SMAD4 CLCN3 1.949386134563862 +NFKBIA TACR3 1.948441377120979 +PIK3CA NME8 1.9472493279820757 +CD55 ANKRD49 1.9470221630897266 +KRAS STAT3 1.9456675725523778 +MTOR ZNF774 1.9454573585271944 +ATF6 SASS6 1.9442547766079086 +ATM HIF1A 1.9440759069889553 +PTEN TCTN1 1.9434800712219185 +NFKBIA TYK2 1.9428898705302766 +GADD45A NOTCH1 1.9426539951922748 +EVPL ACY3 1.9425409565132545 +CASP3 JAG1 1.9420579826918964 +RELB CAB39L 1.9416917332336199 +TRAF2 GATA2 1.9416241526354054 +CASP8 NME8 1.941364995008029 +PIK3CA AXIN1 1.9410416826409183 +BCL2 DNAJC30 1.9397252242617757 +SRF RBPJ 1.9389793663730523 +CTNNB1 CLCN3 1.9389448744074482 +APC NFKB1 1.9388254291598492 +NFKB1 ANKRD54 1.9387395065542712 +NOTCH1 RELB 1.9380126016701906 +HIF1A FLNB 1.937532178687063 +RELB ATF6 1.937510731335779 +MAP3K7 APC 1.9373664011929277 +RAF1 RHOC 1.9372360582748487 +MCM5 CASP3 1.937119761779417 +MCM2 JAG1 1.9359257716279605 +ZBBX ARHGEF4 1.9354792307800637 +TRMT44 GDPD5 1.9354257394682455 +ANKRD49 ANKRD54 1.935365476261119 +PTPN7 STAT3 1.9350354243043477 +MYC CXCL17 1.9348672715262956 +MAPK1 SLC26A4 1.9346268668074798 +CDC20 NANOG 1.934123537371141 ATR DNAJC30 1.9339084427605644 -RELB JMJD6 1.932535118021012 -ZYG11A RGL1 1.9314023400178875 +RELB JMJD6 1.9325351180210109 +ZYG11A RGL1 1.9314023400178861 +KRAS PAX5 1.9303442697766 EGR1 GDPD5 1.92836567311386 -NFKBIA ATF4 1.9278759951095301 -CDK2 RELB 1.9277182925977001 -TRAF2 JUN 1.9276401852301746 -CDK1 NANOG 1.9273537499400304 -KRAS PAX5 1.9266841568832707 -BCL2L11 CLCN3 1.9262128454613388 +NFKBIA ATF4 1.9278759951095308 +CDK2 RELB 1.9277182925977037 +TRAF2 JUN 1.9276401852301759 +CDK1 NANOG 1.9273537499400306 +BCL2L11 CLCN3 1.926212845461339 NME1 TCEA3 1.9252825681978019 -MCM5 DPYSL3 1.925238312388179 -ZNF652 HEBP2 1.9250449596773849 -ATF6 RACK1 1.9247244799100243 -ARHGEF28 MID2 1.923802258378056 -FOS ATP6V0D1 1.9234943725846598 -BCL2 EN1 1.9230893603862782 +MCM5 DPYSL3 1.9252383123881842 +ZNF652 HEBP2 1.9250449596773833 +ATF6 RACK1 1.9247244799100227 +ARHGEF28 MID2 1.9238022583780579 +FOS ATP6V0D1 1.9234943725846583 +BCL2 EN1 1.9230893603862778 TCF7L2 SOX2 1.9221907774335445 -SP1 EGFR 1.9221099965899155 -ACOT6 MGA 1.9216756548467027 +SP1 EGFR 1.9221099965899147 +ACOT6 MGA 1.9216756548467042 MAP3K14 REL 1.921080105884653 -BRAF PIK3CA 1.920956378825795 -LANCL2 MVK 1.9208849230813023 -TRAF6 CS 1.9207617331192346 -TMX3 ANKRD49 1.9204449370023198 -JAG1 CDH1 1.9203692019614194 -ERBB2 UBAP2L 1.9181987108303278 -CREB1 PIK3CB 1.9178335406168732 -CTNNB1 DVL2 1.9176634686211773 -PIK3CA TRMT44 1.9171992965533982 -TRAF3 REL 1.9171332313374738 -CDK1 BCL2L11 1.916977141473528 -GADD45A ANKRD49 1.916947162585802 -ATF6 TMCO4 1.916295725081207 -IRF1 TYK2 1.9146222697045425 -GADD45A BRAF 1.9144664426009375 -CDK1 ZBBX 1.9143465120256788 -CEACAM19 NR1I2 1.9138934902005693 -JAG1 RELB 1.9134861929806646 -REL KIF9 1.913479684048665 -CDKN1A KLF11 1.9132092790071131 -DVL2 JAK2 1.9130268964250439 -CHEK2 POU5F1 1.9125099836946933 -REL ZNF774 1.9121668462844275 -ZNF652 SUB1 1.9103726421654799 -CTNNB1 NANOG 1.9101756780936527 -LRP6 SNX25 1.9098426599886227 -TRMT44 SUB1 1.9092138675883308 -TBC1D10A PRTFDC1 1.9085478888875649 -MDM2 EN1 1.908493009240552 +BRAF PIK3CA 1.9209563788257944 +LANCL2 MVK 1.9208849230813032 +TRAF6 CS 1.920761733119235 +TMX3 ANKRD49 1.920444937002323 +JAG1 CDH1 1.9203692019614171 +ERBB2 UBAP2L 1.9181987108303276 +CREB1 PIK3CB 1.9178335406168776 +PIK3CA TRMT44 1.9171992965533988 +TRAF3 REL 1.9171332313374805 +CDK1 BCL2L11 1.9169771414735282 +GADD45A ANKRD49 1.9169471625858014 +ATF6 TMCO4 1.9162957250812067 +IRF1 TYK2 1.9146222697045434 +GADD45A BRAF 1.9144664426009372 +CDK1 ZBBX 1.9143465120256775 +CEACAM19 NR1I2 1.9138934902005689 +JAG1 RELB 1.9134861929806632 +REL KIF9 1.9134796840486654 +CDKN1A KLF11 1.913209279007115 +REL ZNF774 1.9121668462844252 +ZNF652 SUB1 1.9103726421654814 +LRP6 SNX25 1.909842659988627 +TRMT44 SUB1 1.9092138675883317 +TBC1D10A PRTFDC1 1.9085478888875633 +MDM2 EN1 1.9084930092405525 HES1 TRAF3 1.9083608972661465 -HEBP2 CXCL17 1.90813680964905 -MAP3K2 RACK1 1.90754879357991 -POU5F1 SP1 1.9073517227782288 -CHEK1 TRAF6 1.9072716397292602 -PTEN NOTCH1 1.906788561460917 -KRAS RELA 1.9066226595233065 -ATR BCL2 1.905648494542552 -SPATS1 TCTN1 1.9048768139508596 -POU5F1 MGA 1.904855498216514 -NOTCH1 SASS6 1.9045869481974518 -CHEK2 NFKBIA 1.903560789777252 -MKI67 GEMIN5 1.9031344054039492 -IRF9 CHCHD4 1.902880450856942 -ATF4 RMC1 1.902668879022688 -ATM CLCN3 1.9023572776958637 -RHOC STAU1 1.901833006215702 -CDK1 CTNNB1 1.9014665588891269 -KIF9 GDPD5 1.9007668040166128 -AKT1 TRAF2 1.9003166242084468 -SMAD4 GUF1 1.900138272547259 -RPTOR PTK7 1.8999181941264316 -CDK1 FNIP1 1.8990283420890717 -CHUK NME8 1.8989481624783588 -PCNA UBAP2L 1.8988886418911588 -KLF4 TACR3 1.8985160959791874 -MKI67 LRP6 1.898348851727673 -PIK3CA RMC1 1.8982332781566684 -TRMT44 ANKRD49 1.8980891255791843 -CTNNB1 HSP90AB1 1.8972086130162502 -ATM ATF6 1.8967940342208558 -MAPK3 SMAD4 1.8965231468789256 -HIF1A MMADHC 1.896130685002858 -KLF11 TCTN1 1.8956933589495417 -MAP3K14 BATF3 1.8949867322736675 -CASP8 CBX6 1.894751711710415 -RMC1 PPP1R13B 1.8941455359056543 -LRP6 HSP90AB1 1.8941432512043719 -AKT2 MMADHC 1.8931626379842694 -AKT2 PTK7 1.8927327701359544 -MAP3K14 STAT1 1.8923112355157248 +HEBP2 CXCL17 1.908136809649049 +CHEK2 POU5F1 1.9079267036115495 +MAP3K2 RACK1 1.9075487935799105 +CHEK1 TRAF6 1.9072716397292604 +PTEN NOTCH1 1.906788561460918 +ATR BCL2 1.9056484945425545 +SPATS1 TCTN1 1.904876813950859 +NOTCH1 SASS6 1.904586948197454 +CHEK2 NFKBIA 1.9035607897772506 +MKI67 GEMIN5 1.9031344054039472 +IRF9 CHCHD4 1.902880450856941 +ATM CLCN3 1.902357277695865 +POU5F1 SP1 1.9022429766843039 +RHOC STAU1 1.9018330062157027 +KIF9 GDPD5 1.9007668040166132 +CTNNB1 NANOG 1.9005964718069257 +POU5F1 MGA 1.9003993341712588 +AKT1 TRAF2 1.9003166242084464 +ATF4 RMC1 1.9002422897828188 +SMAD4 GUF1 1.900138272547263 +CDK1 FNIP1 1.8990283420890721 +CHUK NME8 1.8989481624783593 +PCNA UBAP2L 1.8988886418911568 +KLF4 TACR3 1.898516095979187 +MKI67 LRP6 1.8983488517276739 +TRMT44 ANKRD49 1.8980891255791876 +ATM ATF6 1.8967940342208567 +MAPK3 SMAD4 1.8965231468789254 +HIF1A MMADHC 1.8961306850028592 +KLF11 TCTN1 1.8956933589495464 +MAP3K14 BATF3 1.8949867322736653 +CASP8 CBX6 1.894751711710416 +LRP6 HSP90AB1 1.8941432512043714 +AKT2 MMADHC 1.893162637984271 +RPTOR PTK7 1.8930823787814604 +AKT2 PTK7 1.8927327701359546 +MAP3K14 STAT1 1.8923112355157263 DUSP6 NANOG 1.8919070254052663 -RYR1 TMX3 1.8916491182402668 -CHEK1 CALM3 1.8913052278191496 -PIK3CA PRDM14 1.8911283802527838 -RHOC ZNF652 1.8900193305548776 -MAP3K2 NANOG 1.8899852492449836 -RYR1 MVK 1.8898917329207603 -CHEK2 CDH2 1.8892561399109857 -MDM2 STAT3 1.8889552198025166 -FNIP1 ANKRD49 1.8885407810880193 -MCM2 TP53 1.8884971806278317 -TRAF6 ZBTB24 1.8884112130443227 -NFKB1 NR1I2 1.888334328318442 -BCL2 PIK3CA 1.8882777788920961 -JAK2 EVPL 1.8880540577597151 -UBAP2L LRRC36 1.8879946194090307 -LRP6 NFKBIA 1.8879187035203697 -NFKBIA SPAG6 1.8877806539593043 -MYC SHB 1.8875594690125836 -ATR RMC1 1.887025045653235 -ATF4 CD55 1.8868899424606356 -RAF1 CLCN3 1.8862812577532113 -ATM SLC26A4 1.8861024870616474 -HES1 MVK 1.885849654890151 -EIF2AK3 CREB1 1.8846502521117736 -AXIN1 FLNB 1.8846436259613533 -KLF4 SDSL 1.8833100243431655 -FOS HSP90AB1 1.8832950480609598 -STAT3 SDSL 1.883162780416242 -CCNA2 VIM 1.8829397995928054 -MVK CHCHD4 1.8829197360187988 -UBQLN2 MDH2 1.8827680510051723 -PTEN IKBKB 1.8826881563139068 -RELB NFKBIA 1.8825152606141513 -NFKB1 B3GAT2 1.8823954343898317 -PIK3CB GSK3B 1.881900417235834 +RYR1 TMX3 1.8916491182402666 +RMC1 PPP1R13B 1.8916123370567886 +CHEK1 CALM3 1.8913052278191491 +PIK3CA PRDM14 1.8911283802527836 +PIK3CA RMC1 1.8901253399022946 +RHOC ZNF652 1.8900193305548743 +MAP3K2 NANOG 1.8899852492449853 +RYR1 MVK 1.8898917329207605 +CHEK2 CDH2 1.8892561399109842 +MDM2 STAT3 1.888955219802517 +FNIP1 ANKRD49 1.888540781088022 +MCM2 TP53 1.8884971806278323 +TRAF6 ZBTB24 1.8884112130443225 +NFKB1 NR1I2 1.8883343283184426 +BCL2 PIK3CA 1.888277778892093 +KRAS RELA 1.8880173176968869 +UBAP2L LRRC36 1.8879946194090291 +LRP6 NFKBIA 1.8879187035203724 +NFKBIA SPAG6 1.8877806539593036 +MYC SHB 1.8875594690125814 +ATF4 CD55 1.8868899424606353 +RAF1 CLCN3 1.8862812577532118 +ATM SLC26A4 1.8861024870616485 +HES1 MVK 1.8858496548901509 +ATR RMC1 1.8850861957147103 +EIF2AK3 CREB1 1.8846502521117725 +AXIN1 FLNB 1.8846436259613513 +CDK1 CTNNB1 1.8836925415783552 +KLF4 SDSL 1.8833100243431624 +FOS HSP90AB1 1.8832950480609567 +STAT3 SDSL 1.8831627804162405 +CCNA2 VIM 1.8829397995928043 +MVK CHCHD4 1.8829197360187968 +UBQLN2 MDH2 1.8827680510051703 +PTEN IKBKB 1.882688156313907 +RELB NFKBIA 1.882515260614152 +NFKB1 B3GAT2 1.8823954343898315 +PIK3CB GSK3B 1.881900417235832 DUSP6 GSK3B 1.8818724526046178 -SLC26A4 MVK 1.881618557957697 -BAD PRTFDC1 1.881608042263788 -LRRC36 TCTN1 1.881388536836634 -CDKN1A MVK 1.8813256982217972 -BAD KLF11 1.8812294320463492 -RELA LIN28A 1.8810633527202765 -ATF4 RYR1 1.88087931546822 -ATF6 SUB1 1.8808690843380507 -IRF9 EGFR 1.8808051007435331 -MCM2 UBQLN2 1.8802572651754716 -DUSP6 MAP3K7 1.879741977965984 -MDM2 TAX1BP1 1.8786142559868904 -BATF3 SDSL 1.8780916897051112 -TYK2 LIN28A 1.8755916994889639 -MARCKSL1 CHCHD4 1.875239242222532 -CEACAM19 KIF9 1.875202558314593 -IKBKG ANKRD54 1.8748455024946766 -POU5F1 NME1 1.8740755868995855 -SOX2 NME1 1.8736368019914709 -PIK3CA CD200R1L 1.8729121631514607 -TCF7L2 SLC25A38 1.8723721451154118 -MGA HOMER1 1.872282611857573 -MARCKSL1 CHMP4B 1.8714336446764857 -EGR1 PRTFDC1 1.8711347660807094 -MAP3K2 UBQLN2 1.870897550630932 -RAF1 AKT1 1.8702429251981634 -RACK1 PTK7 1.8698483976163958 -RELA DNAJC30 1.8696873320458718 -BAX CD55 1.8691286878265028 -GSK3B EGFR 1.8689667885152716 -ATF6 CLCN3 1.8677404390416013 -ZBTB24 DNAJC30 1.8676920201889218 -REL ANKRD49 1.8674868796205317 -JAG1 TRMT44 1.8667580176142073 -PTEN GEMIN5 1.8666202462419816 -TYK2 TBC1D10A 1.865814451738025 -JAG1 SPAG6 1.8655937928180935 -CHUK DPPA4 1.8649687352531124 -MCM5 GEMIN5 1.8644453381796178 -MGAT4B CALM3 1.8641327327969663 -CASP8 STAT1 1.8633980241466397 -HIF1A NME1 1.8633700108972138 -TCF7L2 ZNF687 1.8631312114049439 -FOXO3 PIK3CB 1.8631297987487678 -GADD45A CHEK2 1.862722824768929 -DVL2 RELB 1.862495325182808 -SRF NFKBIA 1.8623249710707235 -RACK1 PNMA8C 1.8621459447054673 -ACTB ERBB2 1.8602069180302965 -CDK1 APC 1.8600791040393667 -CDH1 FAS 1.858997973588945 -SHARPIN ZNF774 1.8588672302449758 -MAPK3 PNMA8C 1.8583239222859367 -EIF2AK3 SDSL 1.8582627113548265 +SLC26A4 MVK 1.8816185579576978 +BAD PRTFDC1 1.8816080422637864 +LRRC36 TCTN1 1.8813885368366328 +CDKN1A MVK 1.8813256982217985 +BAD KLF11 1.8812294320463498 +RELA LIN28A 1.8810633527202762 +ATF4 RYR1 1.8808793154682208 +ATF6 SUB1 1.8808690843380491 +IRF9 EGFR 1.880805100743533 +MCM2 UBQLN2 1.8802572651754708 +MDM2 TAX1BP1 1.8786142559868926 +BATF3 SDSL 1.8780916897051105 +TYK2 LIN28A 1.8755916994889625 +MARCKSL1 CHCHD4 1.8752392422225286 +CEACAM19 KIF9 1.8752025583145944 +IKBKG ANKRD54 1.874845502494678 +SOX2 NME1 1.8736368019914722 +PIK3CA CD200R1L 1.8729121631514611 +TCF7L2 SLC25A38 1.8723721451154132 +MGA HOMER1 1.8722826118575726 +MARCKSL1 CHMP4B 1.871433644676482 +EGR1 PRTFDC1 1.871134766080707 +MAP3K2 UBQLN2 1.8708975506309309 +RAF1 AKT1 1.8702429251981636 +RACK1 PTK7 1.869848397616395 +RELA DNAJC30 1.8696873320458716 +BAX CD55 1.8691286878264985 +GSK3B EGFR 1.868966788515272 +ATF6 CLCN3 1.867740439041601 +ZBTB24 DNAJC30 1.8676920201889216 +REL ANKRD49 1.8674868796205337 +JAG1 TRMT44 1.8667580176142071 +PTEN GEMIN5 1.866620246241981 +DUSP6 MAP3K7 1.865933282334696 +TYK2 TBC1D10A 1.8658144517380262 +JAG1 SPAG6 1.8655937928180926 +CHUK DPPA4 1.864968735253111 +MCM5 GEMIN5 1.8644453381796142 +MGAT4B CALM3 1.864132732796969 +CASP8 STAT1 1.8633980241466401 +HIF1A NME1 1.8633700108972147 +TCF7L2 ZNF687 1.8631312114049445 +FOXO3 PIK3CB 1.8631297987487714 +POU5F1 NME1 1.8629931645902726 +GADD45A CHEK2 1.8627228247689278 +SRF NFKBIA 1.8623249710707213 +RACK1 PNMA8C 1.862145944705467 +ACTB ERBB2 1.8602069180302971 +CDH1 FAS 1.858997973588944 +SHARPIN ZNF774 1.8588672302449714 +MAPK3 PNMA8C 1.8583239222859398 +EIF2AK3 SDSL 1.8582627113548238 CASP9 MID2 1.8580569043650272 -NFKB1 RACK1 1.856915930179429 -IKBKB KLF4 1.8568723076737865 -TYK2 ZBTB24 1.856719887214644 -MAPK3 ATF4 1.856640230464035 -MCM2 IDH3B 1.8565519594819535 -ATF6 RYR1 1.8563550502655373 -SMAD4 LARGE1 1.8561349727077692 -CASP9 MMADHC 1.8555589037316977 +NFKB1 RACK1 1.8569159301794274 +IKBKB KLF4 1.8568723076737854 +TYK2 ZBTB24 1.856719887214647 +MAPK3 ATF4 1.8566402304640357 +MCM2 IDH3B 1.85655195948195 +ATF6 RYR1 1.856355050265541 +SMAD4 LARGE1 1.8561349727077672 +CASP9 MMADHC 1.8555589037316969 CASP9 REL 1.8554895672895255 -APC KLF11 1.8551803050942401 -MAPK3 IKBKG 1.8549040373811396 -MGA SASS6 1.8548363613127279 -POU5F1 STAU1 1.8537719467198317 -TRAF6 KLF4 1.853312163321936 -CAB39L TMCO4 1.8531830341536881 -IRF9 FOS 1.8529539221083349 -RBPJ PRTFDC1 1.852754162847514 -BAD TCTN1 1.852718140455891 -EGFR JUN 1.852630587056186 -BAX SAA4 1.8523337683943035 -CASP3 TCEA3 1.8522676464979233 -BATF3 B4GALNT3 1.8517072688047616 -TP53 ITGB5 1.8509067570705209 -TP53 ERBB2 1.8505899450098493 -SOCS3 SPAG6 1.8503493406429816 -MAP3K2 MDH2 1.8497190422447871 -NFKBIA MST1R 1.8493981384175986 -ADAM17 TRAF6 1.84865674066718 -STAT1 ITGB5 1.8483334280060189 -EIF2AK3 CHMP4B 1.8481766484319477 -CASP8 IRF9 1.8481134261687677 -ITGB5 CXCL17 1.8481075309305972 -GADD45A DVL2 1.8476512050224134 -MAP3K7 AXIN1 1.8463762932830672 -TRAF3 NFKBIA 1.8456050041731624 -CDKN1A TRAF3 1.84500042468199 -MAPK3 HES1 1.8449553035225374 -MYC UBQLN2 1.8443766558515162 -ATR TRAF3 1.8440078331498118 -KCNJ8 HOMER1 1.843538792982483 +MAPK3 IKBKG 1.85490403738114 +MGA SASS6 1.8548363613127303 +TRAF6 KLF4 1.8533121633219334 +CAB39L TMCO4 1.8531830341536888 +IRF9 FOS 1.8529539221083353 +RBPJ PRTFDC1 1.8527541628475115 +BAD TCTN1 1.8527181404558932 +EGFR JUN 1.8526305870561888 +BAX SAA4 1.8523337683943037 +CASP3 TCEA3 1.8522676464979242 +BATF3 B4GALNT3 1.8517072688047576 +DVL2 RELB 1.851051578413238 +TP53 ITGB5 1.8509067570705244 +TP53 ERBB2 1.8505899450098495 +SOCS3 SPAG6 1.8503493406429807 +MAP3K2 MDH2 1.8497190422447913 +NFKBIA MST1R 1.849398138417598 +ADAM17 TRAF6 1.8486567406671786 +STAT1 ITGB5 1.848333428006022 +POU5F1 STAU1 1.8482224692116767 +EIF2AK3 CHMP4B 1.848176648431946 +CASP8 IRF9 1.8481134261687648 +ITGB5 CXCL17 1.8481075309305968 +TRAF3 NFKBIA 1.845605004173162 +CDK1 APC 1.8452021357236386 +CDKN1A TRAF3 1.845000424681992 +MAPK3 HES1 1.8449553035225368 +MYC UBQLN2 1.8443766558515111 +ATR TRAF3 1.8440078331498122 +APC KLF11 1.8437467565739583 +KCNJ8 HOMER1 1.8435387929824811 CASP8 KCNJ8 1.843039810247002 -BATF3 RMC1 1.8426172328910906 -CREB1 SOX2 1.8425985884728566 -IKBKG CBX6 1.8424891026061363 -CDK2 MCM2 1.8421957236782025 -MTOR SMAD4 1.8418705172872512 -LRP6 IDH3B 1.8411789567632442 -MCM2 CTNNB1 1.841178647145778 -SRF SHARPIN 1.8402858975657546 -ADAM17 IDH3B 1.8401823969799458 -SOX2 MYC 1.8400185760176961 -MKI67 LARGE1 1.8397844637281868 -BAX CHMP4B 1.839739353060317 -PCNA ZFP42 1.8395765245656002 +CREB1 SOX2 1.8425985884728526 +IKBKG CBX6 1.842489102606135 +CDK2 MCM2 1.842195723678202 +MTOR SMAD4 1.8418705172872532 +JAK2 RGL1 1.841359898497145 +LRP6 IDH3B 1.8411789567632444 +SRF SHARPIN 1.840285897565751 +ADAM17 IDH3B 1.8401823969799438 +SOX2 MYC 1.840018576017696 +MKI67 LARGE1 1.839784463728186 +BAX CHMP4B 1.8397393530603166 +PCNA ZFP42 1.8395765245656008 CHEK1 TGFBRAP1 1.8388528964523334 -JAK2 RGL1 1.838621875470089 -IKBKG ATF6 1.8384402540144489 -ACY3 MMADHC 1.8382095061108563 -RPTOR ITGB5 1.8378121725296426 +BATF3 RMC1 1.838780777455548 +IKBKG ATF6 1.8384402540144515 +ACY3 MMADHC 1.838209506110854 +RPTOR ITGB5 1.8370138010522303 SMAD4 CEACAM19 1.8369591925366058 -CDKN1A B4GALNT3 1.836858373828291 -DVL2 NFKBIA 1.8366522627409418 -STAT3 ATP6V0D1 1.8352728001858396 -IDH3B SDSL 1.8350979457795085 -AKT2 CD55 1.8348023263908642 -CDK2 MST1R 1.8337717143210774 -UNC13D PTK7 1.8334372416542761 -SRF TCEA3 1.8330028860784362 -RAF1 CALM3 1.8323922338445622 -AKT2 SLC25A38 1.8322866050594075 -CDK2 GDPD5 1.8321321016393775 -SOX2 SLC25A38 1.8317425279996309 -TP53 AXIN1 1.8314462751243636 +CDKN1A B4GALNT3 1.8368583738282906 +MAP3K7 AXIN1 1.8364429528226087 +MAP3K14 EVPL 1.8357735428890636 +STAT3 ATP6V0D1 1.8352728001858418 +IDH3B SDSL 1.8350979457795071 +AKT2 CD55 1.8348023263908635 +GADD45A DVL2 1.8339698318158277 +CDK2 MST1R 1.8337717143210763 +UNC13D PTK7 1.8334372416542775 +SRF TCEA3 1.8330028860784366 +RAF1 CALM3 1.8323922338445653 +AKT2 SLC25A38 1.832286605059408 +CDK2 GDPD5 1.8321321016393795 +SOX2 SLC25A38 1.8317425279996304 +TP53 AXIN1 1.8314462751243663 CHMP4B FLNB 1.8311919212790972 -RELA TMX3 1.8310990046228754 -MAP3K14 EVPL 1.8309434439973915 -MTOR JMJD6 1.830535674290305 -CHUK BATF3 1.8301242645826055 -CCNB1 UBAP2L 1.829871717021567 -SLC26A4 ZYG11A 1.8297524636436813 -TRAF3 STAT3 1.8293850865388037 -TCTN1 TGFBRAP1 1.8286085943521664 -RPTOR NFKBIA 1.8284285681497894 -FOS TACR3 1.8276408189106164 +RELA TMX3 1.8310990046228746 +MTOR JMJD6 1.8305356742903038 +CHUK BATF3 1.8301242645826026 +CCNB1 UBAP2L 1.8298717170215664 +SLC26A4 ZYG11A 1.8297524636436822 +TRAF3 STAT3 1.829385086538807 +TCTN1 TGFBRAP1 1.82860859435217 +FOS TACR3 1.8276408189106155 BCL2 CBX6 1.8274398029874477 -CASP9 KLF11 1.8273194056712385 -GADD45A GDPD5 1.826824780845698 +CASP9 KLF11 1.8273194056712396 +GADD45A GDPD5 1.8268247808456954 B3GAT2 SASS6 1.8267957105380677 -SOX2 CHMP4B 1.8267871688674198 -CASP9 AKT1 1.8258726722685983 -IKBKB B3GAT2 1.8248114746812594 -RPTOR APC 1.8247901292194941 -ATM NME1 1.8243417933859485 -TRAF3 IKBKB 1.8243293870483337 -BAX CDH2 1.8239836187269292 -DVL2 DNAJC30 1.8232740831485046 -POU5F1 MMADHC 1.8232710316879142 -REL RGL1 1.821923849817083 -CCNB1 ATF4 1.8219191978553688 -CHCHD4 SASS6 1.821910409899727 -TCF7L2 DNAJC30 1.8219055046165584 -IDH3B RACK1 1.8214773459064557 -CDK1 KLF4 1.8213925338873218 -ATM FOS 1.821013579140143 -CHUK JUN 1.8205448894943164 -DVL2 STAT3 1.820486237040288 -TACR3 ZYG11A 1.820288201474516 -ATM IKBKG 1.8201143623874219 -ATR PRTFDC1 1.8200426955855629 -IKBKG LANCL2 1.8199936138795865 -RHOC CHMP4B 1.8196045355805623 -RPTOR LARGE1 1.8189032681243893 -TRAF6 ARHGEF28 1.8188861697347294 -CASP9 MDH2 1.8176034450380272 -MKI67 FOXO3 1.8163157714970815 -TP53 MAPK1 1.8160064114445382 -ZNF652 UBAP2L 1.8158930582550656 -TRAF6 SP1 1.8158251196729058 -DUSP6 HOMER1 1.815038032293238 -BCL2L11 SDSL 1.8137713979727614 -CDK2 RYR1 1.8134419600507634 -CDK1 CALM3 1.8115900869037087 -HES1 SUB1 1.8114629929064896 -STAT3 ATF6 1.810735310101094 +SOX2 CHMP4B 1.8267871688674164 +CASP9 AKT1 1.8258726722685974 +MCM2 CTNNB1 1.825212799703052 +IKBKB B3GAT2 1.8248114746812585 +ATM NME1 1.824341793385948 +TRAF3 IKBKB 1.8243293870483341 +BAX CDH2 1.8239836187269276 +REL RGL1 1.8219238498170807 +CCNB1 ATF4 1.8219191978553704 +CHCHD4 SASS6 1.82191040989973 +TCF7L2 DNAJC30 1.8219055046165602 +IDH3B RACK1 1.8214773459064546 +DVL2 NFKBIA 1.8214579382893477 +CDK1 KLF4 1.8213925338873203 +ATM FOS 1.821013579140142 +CHUK JUN 1.8205448894943181 +TACR3 ZYG11A 1.8202882014745145 +RPTOR NFKBIA 1.8202192614747241 +ATM IKBKG 1.8201143623874254 +ATR PRTFDC1 1.820042695585557 +IKBKG LANCL2 1.819993613879587 +RHOC CHMP4B 1.819604535580564 +TRAF6 ARHGEF28 1.818886169734728 +CASP9 MDH2 1.817603445038025 +POU5F1 MMADHC 1.8174348590990776 +RPTOR LARGE1 1.816466590629036 +MKI67 FOXO3 1.8163157714970823 +TP53 MAPK1 1.8160064114445456 +ZNF652 UBAP2L 1.815893058255061 +TRAF6 SP1 1.8158251196729036 +DUSP6 HOMER1 1.8150380322932353 +BCL2L11 SDSL 1.8137713979727612 +DVL2 STAT3 1.813512348076091 +CDK2 RYR1 1.8134419600507636 +CDK1 CALM3 1.8115900869037123 +HES1 SUB1 1.8114629929064918 +STAT3 ATF6 1.8107353101010928 IKBKG FAS 1.8105091651539738 GADD45A IRF1 1.8098007364017064 -SNX25 B4GALNT3 1.8094460009292448 -RELA MID2 1.8091499239088054 -PCNA DPYSL3 1.8087974923435073 -IKBKB SLC26A4 1.807904861775156 -IRF9 RMC1 1.8077685151894456 -RACK1 HSP90AB1 1.8075949793993742 -BATF3 ZBTB24 1.8074272126597848 -MCM2 CREB1 1.8071606395529198 -ATF6 KCNJ8 1.807027650559673 -ZFP42 LRRC36 1.8067762323720415 -TYK2 KLF4 1.8063525606192472 -HES1 KCNJ8 1.8061783959660715 -ERBB2 EN1 1.8056849277592402 -UBQLN2 HEBP2 1.8054234345825326 -CCNA2 ACY3 1.805398804858883 -BAX FAS 1.8043898577152462 -FNIP1 CS 1.8043785992151462 -LRP6 UBAP2L 1.8042899367865726 -CCNA2 ATM 1.803616799550984 -PCNA LRP6 1.8034104929643668 -SHARPIN ZNF652 1.8027822065584644 -CDK2 TRAF2 1.802635174127504 -CHUK CHCHD4 1.8019042811918815 -UBQLN2 HSP90AB1 1.8017237472381238 -CDK2 ITGB5 1.801630997748691 -UBAP2L STAU1 1.8013417348646983 -MAPK3 GDPD5 1.8011301043606438 -PTPN7 MGA 1.800971313685122 -KRAS PRTFDC1 1.8008654293677961 -CREB1 KLF11 1.8007333642371661 -DVL2 RMC1 1.8000749743996503 -JMJD6 ZYG11A 1.800046356825146 -EVPL ZYG11A 1.799821818066196 -CD200R1L ATP6V0D1 1.799339521262445 -PIK3CB CTNNB1 1.7991911094180415 -CHCHD4 MID2 1.7985931918849065 -PCNA NME1 1.7983322606169887 -MARCKSL1 STAU1 1.797170701872939 -RYR1 DNAJC30 1.7966495075435014 -GUF1 LARGE1 1.7961163090875532 -BRAF TAX1BP1 1.7958081968953306 -CCNB2 MMADHC 1.7955176171228315 -IRF1 GUF1 1.7931764905351353 -EIF2AK3 NFKB1 1.7931688802641734 -MAP3K7 FLNB 1.793121457924164 -EIF2AK3 TYK2 1.7930259315466819 -EVPL ANKRD54 1.7929102511182842 -HIF1A ZNF774 1.7923005205796725 -HIF1A GSK3B 1.7922246721024462 -CCNB2 CHCHD4 1.7921628377130976 -CCNA2 GATA2 1.7913918501550314 -PIK3CB RELA 1.7900117982124482 -TCTN1 ARHGEF4 1.7893591163133706 -LANCL2 SHB 1.7883524554886032 -EIF2AK3 ZYG11A 1.7883459444924992 -HES1 TACR3 1.788113575794355 -ZNF652 GDPD5 1.7876849085211644 -STAT1 STAU1 1.7875089401319308 -ATR B4GALNT3 1.787404564660104 -BAX GDPD5 1.786873828862588 -MAP3K14 IRF9 1.7853149008279694 -STAT1 NME8 1.7849434851644619 -KRAS MAP3K7 1.7840155800178905 -TRMT44 RMC1 1.7835415331563644 -CASP8 CD55 1.7834536338267188 -KIF9 ANKRD49 1.7834114778002923 -UBQLN2 STAU1 1.7828805256579823 +DVL2 DNAJC30 1.8095543650866672 +SNX25 B4GALNT3 1.8094460009292426 +RELA MID2 1.8091499239088082 +PCNA DPYSL3 1.8087974923435088 +IKBKB SLC26A4 1.807904861775157 +RACK1 HSP90AB1 1.8075949793993733 +BATF3 ZBTB24 1.8074272126597817 +MCM2 CREB1 1.8071606395529192 +ATF6 KCNJ8 1.807027650559671 +ZFP42 LRRC36 1.80677623237204 +TYK2 KLF4 1.8063525606192457 +HES1 KCNJ8 1.8061783959660702 +ERBB2 EN1 1.8056849277592397 +UBQLN2 HEBP2 1.8054234345825353 +CCNA2 ACY3 1.8053988048588812 +IRF9 RMC1 1.8047421071420984 +BAX FAS 1.8043898577152448 +FNIP1 CS 1.804378599215148 +LRP6 UBAP2L 1.804289936786573 +CCNA2 ATM 1.8036167995509815 +PCNA LRP6 1.803410492964369 +SHARPIN ZNF652 1.8027822065584607 +EVPL ZYG11A 1.802694994327928 +CDK2 TRAF2 1.8026351741275033 +CHUK CHCHD4 1.8019042811918826 +UBQLN2 HSP90AB1 1.8017237472381222 +CDK2 ITGB5 1.8016309977486957 +UBAP2L STAU1 1.8013417348646967 +MAPK3 GDPD5 1.801130104360645 +PTPN7 MGA 1.8009713136851215 +CREB1 KLF11 1.8007333642371663 +JMJD6 ZYG11A 1.800046356825144 +CD200R1L ATP6V0D1 1.7993395212624455 +CHCHD4 MID2 1.7985931918849067 +PCNA NME1 1.7983322606169894 +MARCKSL1 STAU1 1.7971707018729346 +RYR1 DNAJC30 1.7966495075435032 +GUF1 LARGE1 1.7961163090875543 +EVPL ANKRD54 1.7958543283830195 +BRAF TAX1BP1 1.795808196895331 +CCNB2 MMADHC 1.7955176171228322 +PIK3CB CTNNB1 1.7944797257577474 +IRF1 GUF1 1.7931764905351397 +EIF2AK3 NFKB1 1.7931688802641708 +EIF2AK3 TYK2 1.7930259315466828 +HIF1A ZNF774 1.7923005205796707 +HIF1A GSK3B 1.792224672102452 +CCNB2 CHCHD4 1.792162837713101 +CCNA2 GATA2 1.7913918501550306 +KRAS PRTFDC1 1.7902606899334326 +PIK3CB RELA 1.7900117982124506 +TCTN1 ARHGEF4 1.78935911631337 +LANCL2 SHB 1.788352455488606 +EIF2AK3 ZYG11A 1.7883459444924958 +HES1 TACR3 1.7881135757943536 +ZNF652 GDPD5 1.7876849085211648 +STAT1 STAU1 1.787508940131932 +ATR B4GALNT3 1.7874045646601042 +BAX GDPD5 1.7868738288625896 +MAP3K14 IRF9 1.7853149008279716 +STAT1 NME8 1.7849434851644634 +CASP8 CD55 1.7834536338267148 +KIF9 ANKRD49 1.7834114778002945 +UBQLN2 STAU1 1.7828805256579818 MCM5 NME1 1.7824195869744042 -ATR GUF1 1.7821991920831985 -CDK2 MARCKSL1 1.7819762827768733 -MARCKSL1 SPAG6 1.7819036488232025 -CASP9 PIK3CA 1.7817209400070884 -FOS RYR1 1.780937388979896 -FOS MST1R 1.7807511495400925 -HIF1A NFKBIA 1.7801457797092861 -NANOG CHMP4B 1.7799525918283126 -TBC1D10A ANKRD49 1.7799048804346795 -MAP3K7 APC 1.779839897882447 -ATR IRF1 1.7794716570952505 -PIK3CA KIF9 1.7794210720566488 -SOCS3 SLC26A4 1.7793792611308683 -REL DNAJC30 1.7793268612140933 -TCEA3 MDH2 1.7790500097357227 -FNDC7 ITGB5 1.7788804744511113 -BCL2L11 FNIP1 1.7782378211002456 -PCNA SNX25 1.7780106265455768 -SRF ARHGEF28 1.7775058290968444 -MGAT4B UNC13D 1.7769514125213997 -RELA EVPL 1.776594307346504 -ZYG11A ACOT6 1.7765781816739288 -CDK1 TRAF6 1.7753928387604778 -CDK1 HSP90AB1 1.775280529748924 -PIK3CA MYC 1.775160987726252 -POU5F1 SPATS1 1.774921996575236 +TRMT44 RMC1 1.782398794706685 +ATR GUF1 1.782199192083199 +CDK2 MARCKSL1 1.7819762827768715 +MARCKSL1 SPAG6 1.7819036488232018 +CASP9 PIK3CA 1.781720940007088 +FOS RYR1 1.780937388979894 +FOS MST1R 1.780751149540088 +HIF1A NFKBIA 1.7801457797092848 +NANOG CHMP4B 1.779952591828313 +TBC1D10A ANKRD49 1.7799048804346818 +ATR IRF1 1.7794716570952513 +PIK3CA KIF9 1.7794210720566503 +SOCS3 SLC26A4 1.7793792611308692 +REL DNAJC30 1.7793268612140958 +TCEA3 MDH2 1.7790500097357234 +FNDC7 ITGB5 1.7788804744511135 +RELA EVPL 1.7784900038422398 +BCL2L11 FNIP1 1.7782378211002494 +PCNA SNX25 1.7780106265455786 +SRF ARHGEF28 1.777505829096845 +MGAT4B UNC13D 1.776951412521401 +ZYG11A ACOT6 1.77657818167393 +CDK1 TRAF6 1.775392838760477 +MAP3K7 FLNB 1.7753706357790682 +CDK1 HSP90AB1 1.7752805297489207 +PIK3CA MYC 1.7751609877262544 +POU5F1 SPATS1 1.7749219965752356 RELA MGA 1.7747001175981971 -GADD45A ERBB2 1.7746999185946433 +GADD45A ERBB2 1.7746999185946442 +RPTOR EVPL 1.7744755349091519 RELB KLF4 1.7743708070785547 -BCL2L11 REL 1.7743455189446342 -RBPJ TCEA3 1.7741159951355667 -BAX ACOT6 1.773938629370532 -CHMP4B ANKRD49 1.7736753482218601 -TRAF6 NFKBIA 1.773588387432971 -BRAF MSLN 1.7733399006991273 -CDK1 PIK3CB 1.7730928433726953 +BCL2L11 REL 1.7743455189446353 +RBPJ TCEA3 1.7741159951355672 +BAX ACOT6 1.773938629370531 +CHMP4B ANKRD49 1.7736753482218621 +TRAF6 NFKBIA 1.7735883874329725 +BRAF MSLN 1.7733399006991266 +CDK1 PIK3CB 1.7730928433726993 IKBKB DNAJC30 1.7725263652522458 -KLF4 DNAJC30 1.7715246742013733 -CASP3 SMAD4 1.7712155792031659 -MAP3K14 RYR1 1.771178319505557 -STAT1 TGFBRAP1 1.770810534540375 -BATF3 NR1I2 1.770442570945209 +KLF4 DNAJC30 1.7715246742013726 +CASP3 SMAD4 1.7712155792031676 +MAP3K14 RYR1 1.7711783195055573 +STAT1 TGFBRAP1 1.7708105345403775 +BATF3 NR1I2 1.7704425709452065 TACR3 BATF3 1.770407264246579 -TP53 CLCN3 1.7701929532912568 -PTPN7 CBX6 1.7700533605566837 -ADAM17 SUB1 1.7698649559225583 -TRAF6 ZNF774 1.7697382734603533 +TP53 CLCN3 1.77019295329126 +PTPN7 CBX6 1.7700533605566833 +ADAM17 SUB1 1.76986495592256 +TRAF6 ZNF774 1.7697382734603515 RBPJ SAA4 1.76957584061855 -RBPJ CHCHD4 1.7695154055557245 -RAF1 IDH3B 1.769372563988845 -CHEK1 NME1 1.769338672218471 -MKI67 NANOG 1.7689110033644884 +RBPJ CHCHD4 1.7695154055557225 +RAF1 IDH3B 1.769372563988842 +CHEK1 NME1 1.7693386722184716 +MKI67 NANOG 1.768911003364495 IKBKG SHB 1.768787384777966 -BAD ZNF652 1.7681107456190088 -PRDM14 ANKRD54 1.7676344475345367 -ZFP42 ITGB5 1.7673268003800924 -KRAS NME1 1.766473905406987 -SGCB TMCO4 1.7651442381339904 -DPPA4 RMC1 1.7650045203491331 -PTPN7 SMAD4 1.7648545107018 -FNIP1 TBC1D10A 1.764375369575293 -SPATS1 CALM3 1.7623543444236978 -CHEK2 BCL2L11 1.7622791757412288 -HES1 ZFP42 1.7621904155417116 -CDKN1A MID2 1.7605701747092886 -EVPL ARHGEF4 1.7595915885482263 -NFKBIA CBX6 1.7582372964843638 -SNX25 TRMT44 1.7579540482707234 -SHARPIN TGFBRAP1 1.7576217266273941 -ANKRD49 PRTFDC1 1.7569360538753416 -CASP3 AKT2 1.7569045114962631 -LRP6 SUB1 1.7566221772960011 -NFKBIA B4GALNT3 1.7564509090152898 -ATR TYK2 1.7558717439962641 -CREB1 ANKRD54 1.7558672180936972 -MYC ACOT6 1.7552028595562603 -KIF9 SASS6 1.755089425078904 -TCF7L2 ATP6V0D1 1.754874413785094 -IRF9 JAK2 1.7547190845196488 -ACTB ACY3 1.7542609074797633 -MST1R PRTFDC1 1.7540605001054008 -CREB1 KIF9 1.7535090924073065 -REL RMC1 1.7533839846012722 -CASP3 TRMT44 1.752570533034441 -JAK2 TBC1D10A 1.752292273656419 -ADAM17 PTK7 1.7519063625015652 -NFKBIA SASS6 1.75165553243792 -ATF6 DNAJC30 1.7515162399999378 -RAF1 KRAS 1.75138610444507 -JAK2 SMAD4 1.750853474716157 +BAD ZNF652 1.768110745619008 +PRDM14 ANKRD54 1.767634447534537 +ZFP42 ITGB5 1.7673268003800935 +DPPA4 RMC1 1.7651867990839196 +SGCB TMCO4 1.7651442381339895 +PTPN7 SMAD4 1.7648545107017983 +FNIP1 TBC1D10A 1.7643753695752946 +EVPL ARHGEF4 1.7642411774545501 +SPATS1 CALM3 1.7623543444236975 +CHEK2 BCL2L11 1.7622791757412306 +HES1 ZFP42 1.7621904155417125 +CDKN1A MID2 1.7605701747092908 +NFKBIA CBX6 1.7582372964843624 +SNX25 TRMT44 1.7579540482707263 +SHARPIN TGFBRAP1 1.7576217266273912 +ANKRD49 PRTFDC1 1.7569360538753427 +CASP3 AKT2 1.7569045114962671 +LRP6 SUB1 1.7566221772960013 +NFKBIA B4GALNT3 1.7564509090152869 +IRF9 JAK2 1.7562507237461804 +ATR TYK2 1.755871743996264 +CREB1 ANKRD54 1.7558672180936976 +MYC ACOT6 1.7552028595562614 +KIF9 SASS6 1.7550894250789126 +TCF7L2 ATP6V0D1 1.7548744137850945 +ACTB ACY3 1.7542609074797613 +MST1R PRTFDC1 1.754060500105396 +CREB1 KIF9 1.753509092407308 +JAK2 TBC1D10A 1.7534983952953265 +KRAS NME1 1.7527042850441445 +CASP3 TRMT44 1.752570533034444 +JAK2 SMAD4 1.7523853919679289 +ADAM17 PTK7 1.7519063625015643 +NFKBIA SASS6 1.751655532437922 +ATF6 DNAJC30 1.7515162399999382 MAPK1 SMAD4 1.7508192701445138 -B4GALNT3 SHB 1.7506437357843732 -CHEK2 CALM3 1.7504140333800717 -PCNA LANCL2 1.7493901135024235 -AKT1 SOCS3 1.7492507248479834 -AKT1 RELB 1.749209153021543 -ANKRD49 MID2 1.7491319697850047 -HEBP2 TCTN1 1.7487126569973377 -POU5F1 UNC13D 1.7486057730389413 -FOXO3 CTNNB1 1.7485855770424845 -MTOR MVK 1.7484346535240427 -LIN28A MGAT4B 1.74813197667896 +REL RMC1 1.7507506254584086 +B4GALNT3 SHB 1.7506437357843712 +CHEK2 CALM3 1.7504140333800737 +PCNA LANCL2 1.7493901135024266 +AKT1 SOCS3 1.7492507248479858 +AKT1 RELB 1.7492091530215437 +ANKRD49 MID2 1.7491319697850074 +HEBP2 TCTN1 1.748712656997338 +POU5F1 UNC13D 1.7486057730389426 +MTOR MVK 1.748434653524043 +LIN28A MGAT4B 1.748131976678962 CDK2 SMAD4 1.7475652458829642 -KRAS GSK3B 1.7475017334320224 -ATM DPYSL3 1.747265983632785 -NFKBIA MGAT4B 1.7467745176992955 -BATF3 KLF11 1.7467586930889814 -SRF POU5F1 1.7465399697792015 -MYC ACY3 1.746254163403664 -RACK1 NR1I2 1.744246752644379 -MARCKSL1 SLC25A38 1.744172794571138 -PTEN TMX3 1.7441175298062264 -TYK2 TMCO4 1.7433540890102632 -NFKBIA FNDC7 1.7429817194889687 +ATM DPYSL3 1.7472659836327868 +NFKBIA MGAT4B 1.7467745176992906 +BATF3 KLF11 1.746758693088981 +MYC ACY3 1.7462541634036628 +RAF1 KRAS 1.74455045654662 +RACK1 NR1I2 1.7442467526443788 +MARCKSL1 SLC25A38 1.7441727945711367 +PTEN TMX3 1.744117529806227 +FOXO3 CTNNB1 1.7438891750435979 +SRF POU5F1 1.743815900891932 +TYK2 TMCO4 1.7433540890102655 +NFKBIA FNDC7 1.7429817194889707 BAD PRDM14 1.7429414534999508 -ADAM17 MVK 1.7428654830812478 -KLF11 SHB 1.7426145273111622 -EGR1 RHOC 1.7420742383237193 -BRAF UNC13D 1.7418679539675521 -RELB TCEA3 1.7417326781920686 -IRF9 TMCO4 1.7416144966316418 -TRAF2 NME1 1.740814914978446 -FAS SDSL 1.740814705593752 -AKT2 IKBKB 1.7400145223455918 -RPTOR EVPL 1.739520915606676 -HSP90AB1 TAX1BP1 1.7387730475510883 -MAP3K2 SRF 1.7383007039333234 -SHARPIN RMC1 1.7374925808670216 +ADAM17 MVK 1.7428654830812473 +KLF11 SHB 1.7426145273111657 +EGR1 RHOC 1.7420742383237204 +BRAF UNC13D 1.7418679539675535 +RELB TCEA3 1.7417326781920692 +IRF9 TMCO4 1.7416144966316385 +TRAF2 NME1 1.7408149149784429 +FAS SDSL 1.740814705593751 +AKT2 IKBKB 1.7400145223455898 +KRAS GSK3B 1.7391551129460077 +SHARPIN RMC1 1.7388925842723437 +HSP90AB1 TAX1BP1 1.7387730475510874 +MAP3K2 SRF 1.7383007039333227 PIK3CA CBX6 1.7361160732131884 -CCNB1 ZNF652 1.736054184493315 -RACK1 TMX3 1.735787600662467 -CHEK1 NOTCH1 1.7357193690518533 -RELB SPATS1 1.735646194707832 -KRAS HES1 1.7347689463430136 -MAPK1 GSK3B 1.7347556007472456 -ATM EIF2AK3 1.7342742386283054 -AKT1 RYR1 1.7341386537069234 -IDH3B PRTFDC1 1.7339552367298303 -TCF7L2 JUN 1.733545427244551 -TCF7L2 ACOT6 1.7334865130157218 +CCNB1 ZNF652 1.7360541844933135 +RACK1 TMX3 1.7357876006624673 +CHEK1 NOTCH1 1.7357193690518555 +RELB SPATS1 1.7356461947078317 +MAPK1 GSK3B 1.7347556007472464 +ATM EIF2AK3 1.7342742386283034 +AKT1 RYR1 1.7341386537069268 +IDH3B PRTFDC1 1.733955236729827 +TCF7L2 JUN 1.7335454272445547 +TCF7L2 ACOT6 1.7334865130157235 RBPJ PTK7 1.7333631570805452 -ATM SNX25 1.7330147731757246 -MCM2 PIK3CB 1.732974718756304 -MAPK1 MID2 1.7328724421924475 -CDH2 HEBP2 1.7327554976351105 -CCNB1 RHOC 1.7325835715610434 -SMAD4 IDH3B 1.7324717019278015 -FOXO3 MDH2 1.732437038620856 -SMAD4 MDH2 1.7322791057788445 -PRTFDC1 ARHGEF28 1.7320769537335547 -RFX8 GDPD5 1.7316510270226981 +ATM SNX25 1.7330147731757297 +MCM2 PIK3CB 1.7329747187563045 +MAPK1 MID2 1.73287244219245 +CDH2 HEBP2 1.7327554976351083 +CCNB1 RHOC 1.732583571561043 +RPTOR POU5F1 1.7325729764366928 +SMAD4 IDH3B 1.7324717019278006 +FOXO3 MDH2 1.7324370386208563 +SMAD4 MDH2 1.7322791057788427 +PRTFDC1 ARHGEF28 1.7320769537335545 +RFX8 GDPD5 1.731651027022698 BCL2 BAD 1.7312338513981569 -SOCS3 ZNF652 1.730887240343863 +SOCS3 ZNF652 1.7308872403438622 IRF9 CEACAM19 1.7305370405086484 -RPTOR POU5F1 1.7303156611909296 -TCF7L2 TMCO4 1.7291676061065002 -PNMA8C CS 1.7289047871186995 -PTEN HOMER1 1.7275677121374624 -PCNA PTEN 1.727561052395318 -MAPK1 RGL1 1.7264087878866363 -MAPK1 B4GALNT3 1.726191958892218 -JAG1 ANKRD54 1.7261887825867581 -CREB1 TCEA3 1.7257043375282055 -RELB SLC25A38 1.7256700450988263 -DUSP6 GUF1 1.7254664269585211 -DVL2 PRTFDC1 1.7252305056034478 +TCF7L2 TMCO4 1.729167606106504 +PNMA8C CS 1.7289047871186989 +PTEN HOMER1 1.7275677121374682 +PCNA PTEN 1.727561052395319 +MAPK1 RGL1 1.7264087878866339 +MAPK1 B4GALNT3 1.7261919588922168 +JAG1 ANKRD54 1.7261887825867537 +KRAS HES1 1.725818312335988 +CREB1 TCEA3 1.7257043375282053 +RELB SLC25A38 1.7256700450988265 +DUSP6 GUF1 1.7254664269585256 PTEN IKBKG 1.7248508045283002 -ATR IKBKB 1.7247670731707538 -FOXO3 TCF7L2 1.7243463960613068 -CHUK TGFBRAP1 1.7233326552250372 -DVL2 DPYSL3 1.7231612378429675 -SUB1 GDPD5 1.7221959993003362 +ATR IKBKB 1.7247670731707563 +FOXO3 TCF7L2 1.7243463960613088 +CHUK TGFBRAP1 1.7233326552250374 +SUB1 GDPD5 1.7221959993003402 TRAF3 ATF6 1.7219253054974792 -TRAF6 NME8 1.7218669724081443 +TRAF6 NME8 1.7218669724081452 KIF9 B4GALNT3 1.721720223672816 TCF7L2 JAG1 1.7214725826422783 -MDM2 AKT2 1.7204569320319656 -TACR3 NR1I2 1.7204453263384136 -SRF RFX8 1.7202677234473185 -SRF LIN28A 1.719877172242835 -GSK3B CD200R1L 1.7193785361033413 -RELA ZFP42 1.7189484733148648 -NANOG UBAP2L 1.7186250871036917 -MTOR MGA 1.7180839356898245 -CHUK KIF9 1.7179553256281381 -IRF9 JUN 1.7178516522774028 -IKBKB CLCN3 1.7177462974451556 -EIF2AK3 FOS 1.7177128566855548 +MDM2 AKT2 1.7204569320319671 +TACR3 NR1I2 1.7204453263384076 +SRF RFX8 1.7202677234473176 +SRF LIN28A 1.7198771722428345 +GSK3B CD200R1L 1.7193785361033416 +RELA ZFP42 1.7189484733148657 +NANOG UBAP2L 1.718625087103692 +MTOR MGA 1.718083935689825 +CHUK KIF9 1.7179553256281395 +IRF9 JUN 1.7178516522774039 +IKBKB CLCN3 1.7177462974451583 +EIF2AK3 FOS 1.717712856685551 PIK3CA TCTN1 1.7171550570481309 -IRF9 ZBTB24 1.716512301481497 -ATR IKBKG 1.7158608100114894 -MAP3K2 EGFR 1.7158413097635463 -NME1 MMADHC 1.715687109906345 -JAG1 ZNF774 1.7155924242265586 -PRDM14 MARCKSL1 1.7152271664502412 -JAG1 ATF6 1.7151129765706636 -EIF2AK3 FNIP1 1.7148916506608396 -GSK3B GEMIN5 1.7148470294883074 -ATF6 UNC13D 1.714774886913575 -GSK3B NFKB1 1.7145046811728113 -APC STAU1 1.7138741650551663 -IRF9 NFKBIA 1.7129916868617918 -NME1 DPYSL3 1.7128054549256198 -TACR3 SUB1 1.7123671818071733 -RACK1 TCTN1 1.7119344553466367 -CHEK2 HES1 1.711749692535889 -RAF1 MMADHC 1.7112900945330551 -JAG1 MVK 1.7106631294782244 -IKBKG NME1 1.7094970859712968 -MAPK1 IDH3B 1.7091501570034875 -NFKB1 STAT1 1.708986780360652 -CCNB2 POU5F1 1.7089519824877406 -NFKBIA RHOC 1.7089183716252923 -KRAS RMC1 1.708887795193498 +IRF9 ZBTB24 1.7165123014814976 +ATR IKBKG 1.7158608100114876 +MAP3K2 EGFR 1.7158413097635474 +DVL2 PRTFDC1 1.7156900340240873 +NME1 MMADHC 1.7156871099063447 +JAG1 ZNF774 1.7155924242265554 +PRDM14 MARCKSL1 1.715227166450238 +JAG1 ATF6 1.7151129765706605 +EIF2AK3 FNIP1 1.7148916506608394 +GSK3B GEMIN5 1.7148470294883067 +DVL2 DPYSL3 1.7148349543567183 +ATF6 UNC13D 1.7147748869135757 +GSK3B NFKB1 1.714504681172813 +IRF9 NFKBIA 1.7129916868617916 +NME1 DPYSL3 1.7128054549256189 +TACR3 SUB1 1.7123671818071708 +RACK1 TCTN1 1.7119344553466318 +EVPL CD55 1.7118269829580286 +CHEK2 HES1 1.7117496925358873 +NFKB1 JAK2 1.7116352848244165 +RAF1 MMADHC 1.7112900945330554 +JAG1 MVK 1.7106631294782249 +IKBKG NME1 1.7094970859712963 +MAPK1 IDH3B 1.709150157003485 +NFKB1 STAT1 1.708986780360655 +NFKBIA RHOC 1.708918371625292 JUN CBX6 1.7088053831715921 -NFKB1 JMJD6 1.7086890118453484 -DVL2 REL 1.7080740491477246 -NFKB1 JAK2 1.7080163716067616 -EIF2AK3 PNMA8C 1.7079687581443765 -RHOC ACOT6 1.7077424316831606 -EVPL CD55 1.707388259966739 -RHOC TCTN1 1.707052004823692 -TAX1BP1 NR1I2 1.706912485425662 -MAP3K2 SPATS1 1.7066146032145282 -PIK3CB APC 1.7065902134940212 -MCM2 KRAS 1.7062523371181624 -JAG1 TYK2 1.7061759154258567 -AXIN1 RBPJ 1.7052068313670834 -TCF7L2 ANKRD54 1.705044191196514 -CDKN1A MYC 1.7035809239430075 -CDH2 TMX3 1.7030328916076907 -AXIN1 RACK1 1.7029393662149157 -EGR1 JUN 1.7025704566330193 -BAX PAX5 1.7024083992642831 -TRMT44 ARHGEF28 1.7022060582155947 -RAF1 MGA 1.7011473849976662 -BRAF LANCL2 1.7000033028051047 -DLL1 MYC 1.6999860284088177 -PTPN7 IRF9 1.6999009693883225 -TCF7L2 MVK 1.699718618636504 -LRP6 SMAD4 1.699666077346247 -TAX1BP1 TMX3 1.6986990988712483 -PRDM14 PRTFDC1 1.6986661909088598 -MCM5 ZFP42 1.6985599348921272 -BCL2L11 RHOC 1.6981478447723743 -KRAS SASS6 1.6974477641860586 -ANKRD54 TMCO4 1.697367200410035 -GSK3B ZNF652 1.6969081155606345 -SOCS3 MGAT4B 1.696836245545909 -ACY3 UBAP2L 1.6964207341419106 -RACK1 ZBTB24 1.696370377919729 -AXIN1 CDH1 1.696289185607746 -ATM MDH2 1.6959692048085868 -DPPA4 IDH3B 1.6954676379140758 -MMADHC PTK7 1.6949956441749006 -CCNA2 MDM2 1.694615576671873 -RELA MYC 1.6936112423787397 -MKI67 TCEA3 1.6935961797505183 -RELB PRTFDC1 1.6934878184922477 -SOCS3 CXCL17 1.6923540728529527 -GADD45A MDH2 1.6921167650559206 -CTNNB1 MGAT4B 1.6920238576021651 -MCM2 CLCN3 1.6916718536447335 -TP53 LRP6 1.691583238834838 -IRF9 PRTFDC1 1.691470512204584 -RELA FNDC7 1.6914358229540822 -NME1 SLC25A38 1.691378428606907 -DPYSL3 ZNF652 1.6910634587739013 -MVK PPP1R13B 1.6908173609514698 -RACK1 FLNB 1.690281403342346 -SOX2 JMJD6 1.689885608946638 -FOS NME8 1.6898818498381107 -APC KIF9 1.689807190037748 -GADD45A DUSP6 1.6896588526945493 -ATM HSP90AB1 1.688960224360599 -IDH3B RHOC 1.688241340994275 -CASP8 EIF2AK3 1.6881074735876236 -MAP3K14 STAU1 1.6878106916677034 -STAU1 TAX1BP1 1.6877892387977589 -RACK1 UBAP2L 1.687714443218602 -TCTN1 CS 1.6876783586750392 -SP1 TMX3 1.6868990807392308 -ADAM17 MARCKSL1 1.6868855882592924 -ADAM17 ERBB2 1.6868578134176409 -FAS CLCN3 1.686574455185645 -IKBKG RYR1 1.6861853414680266 -CCNA2 PAX5 1.685880969984752 -AKT1 FNDC7 1.6857238975772297 -CREB1 CD55 1.6856582346844249 -HIF1A CALM3 1.6855833961528264 -APC CS 1.6854863512221803 -STAT1 B4GALNT3 1.6854412227257867 -JUN CXCL17 1.685212685273796 -CCNB1 SP1 1.6849245897614278 -DLL1 HES1 1.68480864403099 -BCL2 MID2 1.6840221232229278 -SRF ZNF774 1.6832581983295032 -PIK3CA IKBKB 1.6832000505514468 -TRAF2 ZNF774 1.6831752580936337 -FOS NR1I2 1.6828395802547325 -CDC20 MYC 1.6822808247896603 -CCNA2 MAP3K2 1.6816875606576787 -SOCS3 RMC1 1.6814558566913613 -TCF7L2 TRMT44 1.6809593263490967 -SASS6 PRTFDC1 1.680493915165345 -MCM2 VIM 1.680338367816577 -NME1 SUB1 1.6802345264150147 -JUN B4GALNT3 1.6801471977395146 -IRF9 DNAJC30 1.6800175389862515 -ZNF652 ZNF774 1.6798795454431075 -EGR1 SASS6 1.6798365076636037 -BCL2L11 LANCL2 1.6795159092973162 -FOS PNMA8C 1.6794198332154575 +NFKB1 JMJD6 1.7086890118453486 +EIF2AK3 PNMA8C 1.7079687581443748 +RHOC ACOT6 1.7077424316831622 +APC STAU1 1.7073734406900718 +RHOC TCTN1 1.707052004823691 +TAX1BP1 NR1I2 1.7069124854256619 +MAP3K2 SPATS1 1.7066146032145277 +CCNB2 POU5F1 1.7062454741796602 +JAG1 TYK2 1.7061759154258556 +AXIN1 RBPJ 1.7052068313670847 +TCF7L2 ANKRD54 1.7050441911965175 +CDKN1A MYC 1.7035809239430078 +CDH2 TMX3 1.703032891607689 +AXIN1 RACK1 1.7029393662149166 +PIK3CB APC 1.7028923076886082 +EGR1 JUN 1.7025704566330215 +BAX PAX5 1.7024083992642824 +TRMT44 ARHGEF28 1.7022060582155976 +RAF1 MGA 1.7011473849976675 +BRAF LANCL2 1.7000033028051071 +DLL1 MYC 1.6999860284088157 +PTPN7 IRF9 1.6999009693883218 +TCF7L2 MVK 1.699718618636501 +LRP6 SMAD4 1.6996660773462478 +TAX1BP1 TMX3 1.6986990988712485 +PRDM14 PRTFDC1 1.6986661909088572 +MCM5 ZFP42 1.6985599348921303 +BCL2L11 RHOC 1.698147844772375 +ANKRD54 TMCO4 1.697367200410036 +GSK3B ZNF652 1.696908115560634 +SOCS3 MGAT4B 1.6968362455459096 +DVL2 REL 1.6964236593365793 +ACY3 UBAP2L 1.69642073414191 +RACK1 ZBTB24 1.6963703779197252 +AXIN1 CDH1 1.6962891856077478 +ATM MDH2 1.6959692048085917 +DPPA4 IDH3B 1.6954676379140754 +MMADHC PTK7 1.6949956441749037 +CCNA2 MDM2 1.6946155766718696 +RELA MYC 1.693611242378742 +MKI67 TCEA3 1.693596179750519 +RELB PRTFDC1 1.6934878184922504 +KRAS SASS6 1.692917035218859 +MCM2 KRAS 1.6924609825017394 +SOCS3 CXCL17 1.6923540728529518 +GADD45A MDH2 1.6921167650559201 +KRAS RMC1 1.6920583514575478 +MCM2 CLCN3 1.6916718536447357 +TP53 LRP6 1.6915832388348422 +IRF9 PRTFDC1 1.6914705122045837 +RELA FNDC7 1.6914358229540827 +NME1 SLC25A38 1.6913784286069102 +DPYSL3 ZNF652 1.6910634587739015 +MVK PPP1R13B 1.6908173609514703 +CTNNB1 MGAT4B 1.6907586926615048 +RACK1 FLNB 1.6902814033423457 +SOX2 JMJD6 1.6898856089466354 +FOS NME8 1.6898818498381114 +GADD45A DUSP6 1.6896588526945477 +ATM HSP90AB1 1.6889602243605961 +IDH3B RHOC 1.6882413409942785 +CASP8 EIF2AK3 1.68810747358762 +MAP3K14 STAU1 1.6878106916677038 +STAU1 TAX1BP1 1.687789238797759 +RACK1 UBAP2L 1.6877144432186018 +TCTN1 CS 1.6876783586750412 +APC CS 1.6872604095645956 +SP1 TMX3 1.686899080739227 +ADAM17 MARCKSL1 1.6868855882592901 +ADAM17 ERBB2 1.6868578134176382 +FAS CLCN3 1.6865744551856474 +IKBKG RYR1 1.686185341468027 +CCNA2 PAX5 1.6858809699847506 +AKT1 FNDC7 1.6857238975772317 +CREB1 CD55 1.6856582346844238 +HIF1A CALM3 1.6855833961528282 +STAT1 B4GALNT3 1.6854412227257878 +JUN CXCL17 1.6852126852737945 +CCNB1 SP1 1.6849245897614231 +DLL1 HES1 1.6848086440309882 +BCL2 MID2 1.6840221232229287 +APC KIF9 1.6835715668199709 +SRF ZNF774 1.6832581983295016 +PIK3CA IKBKB 1.6832000505514482 +TRAF2 ZNF774 1.6831752580936317 +FOS NR1I2 1.6828395802547302 +CDC20 MYC 1.6822808247896592 +CCNA2 MAP3K2 1.681687560657678 +SOCS3 RMC1 1.6809761206168892 +TCF7L2 TRMT44 1.6809593263490992 +SASS6 PRTFDC1 1.6804939151653449 +MCM2 VIM 1.6803383678165769 +NME1 SUB1 1.6802345264150151 +JUN B4GALNT3 1.6801471977395142 +IRF9 DNAJC30 1.6800175389862528 +ZNF652 ZNF774 1.6798795454431061 +EGR1 SASS6 1.6798365076636053 +BCL2L11 LANCL2 1.6795159092973164 +FOS PNMA8C 1.6794198332154562 +JAK2 NME1 1.6793024460037314 CHUK ZFP42 1.6790360901723873 -ATP6V0D1 HSP90AB1 1.678995260814416 -PTEN MGA 1.678451221088314 -BCL2L11 CBX6 1.6783078940908194 -NFKBIA CD200R1L 1.6782760662402865 -JAK2 NME1 1.6780822433069689 -PIK3CA CHCHD4 1.6778424181491753 -CLCN3 B4GALNT3 1.6775947771147408 -MCM2 MID2 1.6774264740780602 -AXIN1 PPP1R13B 1.6769639088564345 -JMJD6 NR1I2 1.6769599767742198 -CHEK2 UBAP2L 1.6769423950809952 -MAP3K14 B4GALNT3 1.6768417996239111 -DVL2 JAG1 1.6767120596252998 +ATP6V0D1 HSP90AB1 1.6789952608144136 +PTEN MGA 1.678451221088315 +BCL2L11 CBX6 1.67830789409082 +NFKBIA CD200R1L 1.6782760662402867 +PIK3CA CHCHD4 1.6778424181491784 +CLCN3 B4GALNT3 1.677594777114739 +MCM2 MID2 1.6774264740780611 +AXIN1 PPP1R13B 1.6769639088564363 +JMJD6 NR1I2 1.6769599767742163 +CHEK2 UBAP2L 1.6769423950809959 +MAP3K14 B4GALNT3 1.676841799623911 RHOC LARGE1 1.6766278399951242 -TRAF6 TBC1D10A 1.6765419858892372 -RACK1 SGCB 1.6754840022727127 -IKBKB SHB 1.6753673103346787 -RBPJ ATF4 1.6747723303566218 -HOMER1 MSLN 1.6745773051283832 -JUN TMCO4 1.6742207331545924 -PIK3CA PRTFDC1 1.6736565768865719 -CCNB2 GSK3B 1.6736220547439489 -ACTB DPYSL3 1.6732713989896142 -CTNNB1 SUB1 1.6726123453197794 -PCNA MAPK1 1.6723861902082098 -MAPK1 CDH2 1.6722452675660224 -BCL2 FOS 1.672197877245608 -TACR3 B4GALNT3 1.671733492019316 -JUN SHB 1.6716427823310727 -CDC20 MCM2 1.6712477991026666 -KRAS SP1 1.6708639719303306 -MAPK3 FLNB 1.6708164127227063 -CDK2 CXCL17 1.6702795494724363 -TGFBRAP1 LARGE1 1.6698882355861353 -TACR3 CD55 1.6696613103672602 -CASP9 BATF3 1.6690162269454492 -ZNF652 HSP90AB1 1.6687234565394313 -CDKN1A TMCO4 1.6686892980477046 -CTNNB1 SLC26A4 1.6686238676977718 -RACK1 ARHGEF4 1.668616637626933 -SOCS3 MYC 1.6684154656927754 -AXIN1 ARHGEF4 1.6675683000370398 -APC MVK 1.6674642208159571 -DUSP6 CXCL17 1.6672433193099492 -MAPK1 BRAF 1.6671548323980216 -CASP3 CALM3 1.6668732350456112 -ATF6 ZYG11A 1.6667617538143045 -BATF3 GDPD5 1.666300950295003 -CHEK1 FLNB 1.6661138584803266 -FOXO3 CBX6 1.6650266974560617 -ACOT6 TCTN1 1.6647839223373357 -MAP3K7 RPTOR 1.6645837706829227 -LANCL2 HEBP2 1.664519907064385 -AXIN1 CALM3 1.664219587204685 -JAG1 DPYSL3 1.6642018701080885 -TCF7L2 EVPL 1.6635152203456156 -PIK3CA MVK 1.6633766409809099 -CTNNB1 SMAD4 1.662139338084767 -ATP6V0D1 SPAG6 1.661409168153337 -FAS HOMER1 1.6612285773302322 -HES1 IRF9 1.6607604493316643 +TRAF6 TBC1D10A 1.6765419858892343 +RACK1 SGCB 1.6754840022727107 +IKBKB SHB 1.675367310334677 +RBPJ ATF4 1.6747723303566224 +HOMER1 MSLN 1.6745773051283828 +JUN TMCO4 1.6742207331545986 +PIK3CA PRTFDC1 1.673656576886568 +CCNB2 GSK3B 1.6736220547439506 +ACTB DPYSL3 1.6732713989896133 +PCNA MAPK1 1.6723861902082104 +MAPK1 CDH2 1.6722452675660198 +BCL2 FOS 1.6721978772456088 +TACR3 B4GALNT3 1.6717334920193139 +JUN SHB 1.6716427823310736 +CDC20 MCM2 1.6712477991026653 +MAPK3 FLNB 1.6708164127227039 +CDK2 CXCL17 1.6702795494724356 +TGFBRAP1 LARGE1 1.6698882355861346 +TACR3 CD55 1.6696613103672573 +CASP9 BATF3 1.669016226945446 +ZNF652 HSP90AB1 1.6687234565394289 +CDKN1A TMCO4 1.6686892980477062 +CTNNB1 SLC26A4 1.6686238676977727 +RACK1 ARHGEF4 1.6686166376269325 +SOCS3 MYC 1.6684154656927777 +TCF7L2 EVPL 1.6675883618601925 +AXIN1 ARHGEF4 1.6675683000370414 +DVL2 JAG1 1.667383294675756 +DUSP6 CXCL17 1.6672433193099483 +MAPK1 BRAF 1.6671548323980205 +CASP3 CALM3 1.6668732350456172 +CTNNB1 SUB1 1.6667646663009699 +ATF6 ZYG11A 1.6667617538143047 +BATF3 GDPD5 1.6663009502950037 +CHEK1 FLNB 1.666113858480326 +FOXO3 CBX6 1.66502669745606 +ACOT6 TCTN1 1.6647839223373373 +KRAS SP1 1.6646454481736668 +LANCL2 HEBP2 1.6645199070643848 +AXIN1 CALM3 1.6642195872046877 +JAG1 DPYSL3 1.6642018701080918 +PIK3CA MVK 1.663376640980911 +ATP6V0D1 SPAG6 1.661409168153336 +FAS HOMER1 1.6612285773302309 +APC MVK 1.6611960043577558 +HES1 IRF9 1.660760449331664 TYK2 ZNF687 1.6605168572075457 -CDH2 MGAT4B 1.660292429799834 -STAT3 POU5F1 1.6592922604677103 -SLC25A38 HSP90AB1 1.6584594795151144 -DUSP6 DPYSL3 1.6583413103507683 -SMAD4 ACY3 1.6577969289662422 +CDH2 MGAT4B 1.6602924297998323 +KRAS NME8 1.6590608320282814 +SLC25A38 HSP90AB1 1.6584594795151126 +DUSP6 DPYSL3 1.6583413103507652 +STAT3 POU5F1 1.6580318638471474 +SMAD4 ACY3 1.657796928966242 BAD TMX3 1.6577658677438927 -GUF1 ARHGEF4 1.65774539239824 -PRTFDC1 HOMER1 1.6575410780863666 +GUF1 ARHGEF4 1.6577453923982441 +PRTFDC1 HOMER1 1.6575410780863655 PTK7 SUB1 1.6572069488657453 -TRAF2 FLNB 1.6566815612454395 -ACY3 FLNB 1.6553435292259584 -MAPK3 SHARPIN 1.65488370911806 -KRAS NME8 1.6548369476708442 -HIF1A BAX 1.6548356378447286 -CHEK1 MSLN 1.6548035077625227 +TRAF2 FLNB 1.656681561245437 +SLC25A38 RMC1 1.6557229475604276 +ACY3 FLNB 1.6553435292259575 +MAPK3 SHARPIN 1.6548837091180584 +HIF1A BAX 1.6548356378447284 +CHEK1 MSLN 1.654803507762522 ZBBX ANKRD49 1.6546805004134257 -KLF11 MDH2 1.6541861237980104 -SLC25A38 RMC1 1.6541771411783428 -CHEK2 IKBKB 1.653905406093989 -ZBBX TAX1BP1 1.6538982640077688 -MAPK1 RELB 1.653446835645053 -TRAF3 ANKRD49 1.65342037072004 -KCNJ8 B4GALNT3 1.6533856913974943 -DUSP6 EGFR 1.653088164147716 -BCL2L11 HES1 1.652870403672823 -TCF7L2 DPYSL3 1.6525902853920935 +CTNNB1 SMAD4 1.6542441003147366 +KLF11 MDH2 1.6541861237980118 +CHEK2 IKBKB 1.6539054060939888 +ZBBX TAX1BP1 1.6538982640077682 +MAPK1 RELB 1.6534468356450533 +TRAF3 ANKRD49 1.6534203707200452 +KCNJ8 B4GALNT3 1.6533856913974938 +DUSP6 EGFR 1.653088164147715 +BCL2L11 HES1 1.6528704036728241 +TCF7L2 DPYSL3 1.6525902853920953 SLC25A38 FLNB 1.652567718405018 -BCL2 TBC1D10A 1.652040049613699 -FOS ANKRD54 1.6513499577482869 -CREB1 GDPD5 1.651339274621802 -HES1 SMAD4 1.6511641358866276 -TRAF3 HOMER1 1.6510097906856565 -PCNA DUSP6 1.6506324603758635 -CHEK1 ZNF652 1.6506196670445479 -APC HEBP2 1.6499174656559787 -LANCL2 SUB1 1.6494852802219413 -MAP3K7 SP1 1.6480714227703848 -PTEN JMJD6 1.6475829322186217 +BCL2 TBC1D10A 1.6520400496136993 +FOS ANKRD54 1.6513499577482846 +CREB1 GDPD5 1.6513392746218074 +HES1 SMAD4 1.651164135886627 +TRAF3 HOMER1 1.6510097906856562 +PCNA DUSP6 1.6506324603758633 +CHEK1 ZNF652 1.6506196670445465 +LANCL2 SUB1 1.6494852802219422 +PTEN JMJD6 1.647582932218621 CHEK1 DNAJC30 1.6472080322583351 -CDK1 ACTB 1.6458752846124398 +CDK1 ACTB 1.6458752846124385 +APC HEBP2 1.6453202794452302 HIF1A CASP8 1.6451875026844116 -ATP6V0D1 NR1I2 1.6443587219896607 -RELB RMC1 1.6440000248011315 -PPP1R13B ARHGEF28 1.6437234090963535 -PRDM14 SP1 1.6436329823086782 -HIF1A LARGE1 1.6436254965903272 -TCF7L2 PRTFDC1 1.6436013102231075 +ATP6V0D1 NR1I2 1.64435872198966 +EVPL BATF3 1.643773703447529 +PPP1R13B ARHGEF28 1.6437234090963548 +PRDM14 SP1 1.6436329823086793 +HIF1A LARGE1 1.643625496590327 +TCF7L2 PRTFDC1 1.6436013102231055 +RELB RMC1 1.6435492052380982 NOTCH1 TRAF3 1.6435436172434845 -CASP8 ANKRD54 1.643363543176408 -IKBKB JMJD6 1.643140123322863 -RBPJ MMADHC 1.6430715060930436 -NFKB1 REL 1.643069886161998 -SLC26A4 HEBP2 1.6430012671098952 -IDH3B UBAP2L 1.6427289430685703 -FAS CHMP4B 1.6424329385359882 +CASP8 ANKRD54 1.643363543176409 +IKBKB JMJD6 1.6431401233228617 +RBPJ MMADHC 1.643071506093046 +NFKB1 REL 1.6430698861620014 +SLC26A4 HEBP2 1.643001267109896 +IDH3B UBAP2L 1.6427289430685692 +FAS CHMP4B 1.6424329385359853 HES1 CAB39L 1.642296641182207 -ATR CHMP4B 1.6417039775226816 -TAX1BP1 MDH2 1.6415112489365122 -NME1 GEMIN5 1.6407760790358432 -AKT2 CHMP4B 1.6404495118075586 -MAPK1 PPP1R13B 1.6402136643691942 -BCL2L11 JUN 1.6400794654327076 -EVPL BATF3 1.6398026678434634 -MCM2 ANKRD54 1.6397353955110054 -CDK1 RMC1 1.6395412024389657 -GSK3B FOS 1.638451145813967 -KLF4 KLF11 1.6384436502843314 -KIF9 KLF11 1.6376579047403115 -RBPJ SGCB 1.6372138810290253 -MAP3K2 CHUK 1.6365173744080983 -BAX APC 1.636471779738571 -ADAM17 CDH2 1.6361247460901804 -CHEK2 MDH2 1.63599769814013 -EGFR NR1I2 1.6357942924797968 -TRAF3 RELA 1.6353496385304245 -NFKBIA ZNF687 1.6349619853053572 -PTK7 PAX5 1.6348379230701597 -STAU1 RYR1 1.6342969959002962 -FOS ZNF652 1.6341672095187068 -BAD BATF3 1.6339760304904412 -PCNA ACOT6 1.6336313742889261 -CASP3 ZFP42 1.633173424650994 -JAG1 ANKRD49 1.632807902769733 -ATR ZYG11A 1.6324417464108492 -POU5F1 IDH3B 1.6314813904479153 -CASP3 REL 1.6305567506346421 -ATM TRAF3 1.6303079587327773 -CDK2 TGFBRAP1 1.630030352730141 -MAP3K7 ATF4 1.629885491756356 -RBPJ TACR3 1.6297058252061978 -IRF1 REL 1.6296937686067299 -CEACAM19 GUF1 1.6295699210776255 -SNX25 TGFBRAP1 1.629506627897222 -CASP8 DNAJC30 1.6293713447606162 -UBQLN2 SHARPIN 1.629286213040124 -PIK3CB TYK2 1.629239097269474 -ITGB5 PTK7 1.6291962792419519 -ZFP42 EGR1 1.6290297666176934 -LIN28A MDH2 1.6290081619602543 -ANKRD54 PPP1R13B 1.6285451506624309 -CREB1 TRMT44 1.6284372672170249 -UBQLN2 GUF1 1.6283457997804305 -TBC1D10A ARHGEF4 1.6282098427806142 -LIN28A ZBBX 1.627999075343724 -IKBKB HEBP2 1.6279787624176385 -SRF PTK7 1.6275168985206827 -MAP3K7 NANOG 1.6274059016142837 -CTNNB1 ZFP42 1.626830758869751 -BAD CHCHD4 1.6266100169979538 -FLNB SPAG6 1.6262577256498278 -UBAP2L MDH2 1.6260368607085944 -LIN28A CDH2 1.6253433421947765 -ZNF652 CALM3 1.6246598284881404 -ATF6 ZNF774 1.6243773172037361 -MAPK3 PRTFDC1 1.6238298235930062 -NME1 UBAP2L 1.6236405444486073 -NFKBIA GEMIN5 1.6234653173003672 -MAPK1 ANKRD49 1.6230117249000096 -FAS B3GAT2 1.6224207637703583 -BATF3 CAB39L 1.6219906736584513 -CHEK1 NFKBIA 1.6219612432479367 -DPYSL3 HSP90AB1 1.6212329307750162 -MDM2 RHOC 1.6210265469473877 -CTNNB1 ATP6V0D1 1.6200011579793026 -DPYSL3 ITGB5 1.619955464596673 -BCL2L11 CALM3 1.6195639717781896 -MTOR UBAP2L 1.6194108996647767 -BAD AXIN1 1.6186209478266418 -CASP3 SRF 1.6180236950025457 -ACTB MGAT4B 1.6178885580366407 -REL PAX5 1.617877712314129 -MAP3K2 GUF1 1.6177302371394156 -CDK1 NME1 1.6172819512660264 -SMAD4 SDSL 1.617059839473792 -CDKN1A ATF4 1.6165141866522033 -RHOC CXCL17 1.6163824777793434 -REL B4GALNT3 1.6161091332460462 -CHEK2 CASP3 1.6158622598281513 -CDH2 CHMP4B 1.6156741074739442 -DUSP6 UBQLN2 1.6153426156994892 -JUN PPP1R13B 1.6136775881057328 -PTPN7 CREB1 1.6131765488645906 -TP53 HOMER1 1.6127788321227559 -CASP3 IDH3B 1.6123101003246627 -RBPJ MGA 1.6122986483836392 -ZYG11A CS 1.6122696109468866 -RMC1 DNAJC30 1.611989403873263 -RBPJ ZNF687 1.6119737512588361 -CASP9 FOXO3 1.6119312619197737 -BATF3 NME8 1.6117238327430297 -KCNJ8 ARHGEF4 1.6111456356906704 -DPPA4 CDH1 1.6111323568095504 -APC PRTFDC1 1.6110309834671122 -AKT1 SPAG6 1.6103863920243322 -CDK2 LANCL2 1.6103670858124506 -CASP8 DVL2 1.6103104004294662 -DUSP6 PTK7 1.610226394051615 -CASP8 AKT2 1.6100567539604977 -RELA PRTFDC1 1.609851857022484 -MAPK1 DPPA4 1.6096343126462374 -SOX2 SMAD4 1.6095182632241778 -ATF4 MDH2 1.609273839294568 -SOCS3 NFKB1 1.609042391568142 -REL SPATS1 1.6089846774715457 -LRP6 LIN28A 1.6083487200377526 -MGA PTK7 1.6081943641460201 -BCL2L11 IKBKB 1.6076972146318655 -CDKN1A GDPD5 1.6072973346450863 -ATR GDPD5 1.6068018783679185 -CDK1 ATF6 1.606400295829185 -LRP6 TRAF6 1.6063219330242364 -SNX25 ANKRD49 1.6059630510270222 -NANOG NME1 1.6059609615363672 -MCM5 SGCB 1.6057876959193351 -RELA TRMT44 1.6056529390145085 -DLL1 MST1R 1.6056299527089084 -CHEK1 MYC 1.6054594964177127 -RELB TRMT44 1.6053570445283643 -IKBKG DPPA4 1.605230144596233 +ATR CHMP4B 1.6417039775226818 +TAX1BP1 MDH2 1.6415112489365127 +NME1 GEMIN5 1.6407760790358419 +AKT2 CHMP4B 1.6404495118075573 +MAPK1 PPP1R13B 1.6402136643691947 +BCL2L11 JUN 1.6400794654327122 +MAP3K7 SP1 1.6398593479794867 +MCM2 ANKRD54 1.639735395511006 +GSK3B FOS 1.638451145813966 +KLF4 KLF11 1.638443650284333 +KIF9 KLF11 1.6376579047403146 +RBPJ SGCB 1.6372138810290262 +MAP3K2 CHUK 1.636517374408098 +ADAM17 CDH2 1.6361247460901784 +CHEK2 MDH2 1.6359976981401279 +EGFR NR1I2 1.635794292479796 +CDK1 RMC1 1.635424998655842 +TRAF3 RELA 1.6353496385304276 +NFKBIA ZNF687 1.6349619853053592 +PTK7 PAX5 1.6348379230701588 +STAU1 RYR1 1.6342969959002938 +FOS ZNF652 1.6341672095187043 +BAD BATF3 1.6339760304904394 +PCNA ACOT6 1.6336313742889275 +CASP3 ZFP42 1.633173424650997 +JAG1 ANKRD49 1.6328079027697335 +ATR ZYG11A 1.632441746410848 +BAX APC 1.6306163448179036 +CASP3 REL 1.6305567506346472 +ATM TRAF3 1.6303079587327778 +CDK2 TGFBRAP1 1.6300303527301427 +RBPJ TACR3 1.6297058252061958 +IRF1 REL 1.629693768606731 +CEACAM19 GUF1 1.6295699210776262 +SNX25 TGFBRAP1 1.6295066278972237 +CASP8 DNAJC30 1.6293713447606135 +UBQLN2 SHARPIN 1.6292862130401207 +PIK3CB TYK2 1.6292390972694741 +ITGB5 PTK7 1.629196279241954 +ZFP42 EGR1 1.6290297666176936 +LIN28A MDH2 1.629008161960253 +ANKRD54 PPP1R13B 1.6285451506624313 +CREB1 TRMT44 1.6284372672170244 +UBQLN2 GUF1 1.6283457997804311 +TBC1D10A ARHGEF4 1.6282098427806155 +LIN28A ZBBX 1.6279990753437232 +IKBKB HEBP2 1.6279787624176412 +POU5F1 IDH3B 1.6276159568290298 +SRF PTK7 1.6275168985206818 +BAD CHCHD4 1.6266100169979527 +FLNB SPAG6 1.6262577256498256 +UBAP2L MDH2 1.6260368607085973 +LIN28A CDH2 1.625343342194774 +CTNNB1 ZFP42 1.6250258520597398 +ZNF652 CALM3 1.6246598284881395 +ATF6 ZNF774 1.624377317203731 +MAPK3 PRTFDC1 1.6238298235930042 +NME1 UBAP2L 1.6236405444486068 +NFKBIA GEMIN5 1.623465317300365 +MAPK1 ANKRD49 1.6230117249000136 +FAS B3GAT2 1.6224207637703574 +BATF3 CAB39L 1.6219906736584504 +CHEK1 NFKBIA 1.6219612432479373 +DPYSL3 HSP90AB1 1.6212329307750128 +MDM2 RHOC 1.6210265469473941 +MAP3K7 ATF4 1.6209868034410408 +DPYSL3 ITGB5 1.619955464596675 +BCL2L11 CALM3 1.6195639717781913 +MTOR UBAP2L 1.6194108996647807 +BAD AXIN1 1.6186209478266416 +CASP3 SRF 1.618023695002545 +ACTB MGAT4B 1.6178885580366396 +REL PAX5 1.6178777123141284 +MAP3K2 GUF1 1.6177302371394173 +CDK1 NME1 1.6172819512660248 +SMAD4 SDSL 1.6170598394737923 +MAP3K7 NANOG 1.617033927654657 +CDKN1A ATF4 1.6165141866522061 +RHOC CXCL17 1.6163824777793425 +REL B4GALNT3 1.6161091332460438 +CTNNB1 ATP6V0D1 1.6160707161396073 +CHEK2 CASP3 1.6158622598281533 +CDH2 CHMP4B 1.615674107473944 +DUSP6 UBQLN2 1.6153426156994901 +JUN PPP1R13B 1.613677588105735 +PTPN7 CREB1 1.6131765488645902 +TP53 HOMER1 1.6127788321227572 +CASP3 IDH3B 1.6123101003246643 +RBPJ MGA 1.612298648383642 +ZYG11A CS 1.6122696109468873 +RBPJ ZNF687 1.6119737512588381 +CASP9 FOXO3 1.6119312619197745 +BATF3 NME8 1.6117238327430305 +KCNJ8 ARHGEF4 1.6111456356906706 +DPPA4 CDH1 1.6111323568095475 +RMC1 DNAJC30 1.6109063237075236 +AKT1 SPAG6 1.6103863920243313 +CDK2 LANCL2 1.610367085812456 +DUSP6 PTK7 1.6102263940516142 +CASP8 AKT2 1.610056753960497 +RELA PRTFDC1 1.6098518570224802 +MAPK1 DPPA4 1.6096343126462376 +SOX2 SMAD4 1.609518263224177 +ATF4 MDH2 1.6092738392945691 +SOCS3 NFKB1 1.609042391568143 +REL SPATS1 1.608984677471545 +LRP6 LIN28A 1.6083487200377513 +MGA PTK7 1.6081943641460203 +BCL2L11 IKBKB 1.607697214631866 +CDKN1A GDPD5 1.607297334645089 +ATR GDPD5 1.6068018783679203 +CDK1 ATF6 1.606400295829186 +LRP6 TRAF6 1.606321933024234 +SNX25 ANKRD49 1.605963051027026 +NANOG NME1 1.6059609615363704 +MCM5 SGCB 1.605787695919335 +RELA TRMT44 1.60565293901451 +DLL1 MST1R 1.6056299527089062 +CHEK1 MYC 1.6054594964177116 +RELB TRMT44 1.605357044528367 +APC PRTFDC1 1.6052400600992935 +IKBKG DPPA4 1.6052301445962336 RFX8 CS 1.60473260157764 -EIF2AK3 RYR1 1.603602727940751 -PCNA CREB1 1.6034163388174798 -ATM SGCB 1.6032912551343965 -GADD45A MAP3K2 1.6030669776367894 -TYK2 RMC1 1.602589144042259 +EIF2AK3 RYR1 1.603602727940748 +PCNA CREB1 1.6034163388174834 +ATM SGCB 1.6032912551344014 +GADD45A MAP3K2 1.6030669776367898 +CASP8 DVL2 1.6030341849536918 RHOC CBX6 1.6024349386240977 -FOS ZYG11A 1.6023440400771212 +FOS ZYG11A 1.6023440400771183 MDM2 MARCKSL1 1.6021265167333376 -CDH2 MVK 1.6017771963783807 +CDH2 MVK 1.60177719637838 BCL2 RYR1 1.6016417861786876 -MGAT4B STAU1 1.6013897028603272 -CHEK1 B4GALNT3 1.6011811347501193 -CCNB2 PRTFDC1 1.600989952647048 -IRF9 ZYG11A 1.6009882009771375 -MCM2 CDH1 1.6006097894383486 -CDH1 B3GAT2 1.6003793109338185 -HIF1A SOCS3 1.6002526669695416 -KIF9 MGAT4B 1.5999282856347696 -UBQLN2 SGCB 1.5998340485109406 -MCM5 BAX 1.5992083276258184 -FNIP1 SPAG6 1.5985694956996241 -ACY3 TRMT44 1.5984472256755267 -GADD45A B3GAT2 1.5977083322311498 -IKBKG CAB39L 1.5973427209514712 -TACR3 TCTN1 1.5971226391564255 -BAD STAT1 1.5968676560830783 -BCL2 SP1 1.5962079362231054 -CDK2 B3GAT2 1.5953971485675496 -IDH3B DPYSL3 1.595312557066926 -CDKN1A IKBKG 1.5950638961351646 -MAP3K7 HOMER1 1.594728209010414 -TRAF2 UBAP2L 1.594630358534937 -SHARPIN STAU1 1.594445262298805 -RAF1 SPATS1 1.5943417437878986 -BRAF ACY3 1.5937790325179624 -KLF4 JUN 1.5936957228472772 -DLL1 PTK7 1.5933889022892742 -VIM ERBB2 1.5933307217989972 -JAG1 RMC1 1.5932813113044877 -JUN ZNF652 1.5931445751645479 -RELB LIN28A 1.592901994544095 -NFKBIA EVPL 1.5928827272040842 -ATF6 ARHGEF4 1.592516146924085 -JAG1 SNX25 1.5922495285105198 -CDKN1A HES1 1.5916021370794262 -KRAS ITGB5 1.591579196349735 -RPTOR CALM3 1.5915103824262244 -ACY3 GUF1 1.590867529502599 -STAT1 SNX25 1.5907872809038266 -RBPJ ADAM17 1.59075368958554 -MKI67 TP53 1.5906683133760888 -CCNB2 NANOG 1.5906426204612008 -ERBB2 NME1 1.5906331316808613 -CREB1 TMX3 1.5903452310947168 -ATR PPP1R13B 1.5898675957348516 -EN1 NR1I2 1.5898341144322703 -TRAF6 RELA 1.589811020877206 -CALM3 HOMER1 1.589260967392703 -PTPN7 RYR1 1.5890803456009726 -LRRC36 PRTFDC1 1.589025801420153 -PIK3CB MTOR 1.5887427579824334 -AKT1 HOMER1 1.5886949489806192 +MGAT4B STAU1 1.6013897028603268 +CHEK1 B4GALNT3 1.6011811347501204 +CCNB2 PRTFDC1 1.600989952647047 +IRF9 ZYG11A 1.6009882009771383 +MCM2 CDH1 1.6006097894383449 +CDH1 B3GAT2 1.6003793109338176 +HIF1A SOCS3 1.6002526669695432 +KIF9 MGAT4B 1.5999282856347707 +UBQLN2 SGCB 1.5998340485109412 +TYK2 RMC1 1.5997545423602633 +MCM5 BAX 1.599208327625819 +FNIP1 SPAG6 1.5985694956996233 +ACY3 TRMT44 1.5984472256755278 +GADD45A B3GAT2 1.5977083322311492 +IKBKG CAB39L 1.5973427209514721 +TACR3 TCTN1 1.5971226391564248 +NFKBIA EVPL 1.5969501778623487 +BAD STAT1 1.5968676560830806 +BCL2 SP1 1.596207936223103 +CDK2 B3GAT2 1.5953971485675487 +IDH3B DPYSL3 1.5953125570669264 +CDKN1A IKBKG 1.5950638961351662 +TRAF2 UBAP2L 1.5946303585349344 +SHARPIN STAU1 1.594445262298796 +RAF1 SPATS1 1.5943417437878984 +BRAF ACY3 1.5937790325179613 +KLF4 JUN 1.5936957228472757 +DLL1 PTK7 1.5933889022892727 +VIM ERBB2 1.593330721798999 +JUN ZNF652 1.5931445751645525 +RELB LIN28A 1.592901994544096 +JAG1 RMC1 1.5928680292644097 +ATF6 ARHGEF4 1.5925161469240852 +JAG1 SNX25 1.5922495285105212 +CDKN1A HES1 1.5916021370794267 +RPTOR CALM3 1.5912685309180754 +KRAS ITGB5 1.5909414969331201 +ACY3 GUF1 1.5908675295025987 +STAT1 SNX25 1.5907872809038297 +RBPJ ADAM17 1.5907536895855394 +MKI67 TP53 1.5906683133760864 +CCNB2 NANOG 1.5906426204612019 +ERBB2 NME1 1.5906331316808615 +CREB1 TMX3 1.5903452310947177 +ATR PPP1R13B 1.5898675957348536 +EN1 NR1I2 1.5898341144322696 +TRAF6 RELA 1.5898110208772054 +CALM3 HOMER1 1.5892609673927032 +PTPN7 RYR1 1.5890803456009719 +LRRC36 PRTFDC1 1.5890258014201517 +PIK3CB MTOR 1.588742757982439 +AKT1 HOMER1 1.588694948980614 FOXO3 CD55 1.5884035265808896 -JMJD6 CS 1.5880529452515904 -ERBB2 B4GALNT3 1.58752277883564 -CCNB2 UBAP2L 1.587432533591537 -CDH2 SHARPIN 1.5874111902098946 -JAG1 RFX8 1.5869628635636777 -TRAF2 PAX5 1.58678173136591 -CTNNB1 ERBB2 1.5867119494097204 -KRAS RPTOR 1.5863293330123502 -STAT3 CAB39L 1.586015464604807 -SRF FLNB 1.5854319313432994 -MAPK1 MAP3K7 1.5851898046405002 -TP53 RPTOR 1.585012331037568 -EGR1 ERBB2 1.5844724190991146 -ATM HES1 1.5844027413328583 -CCNB1 SLC25A38 1.5843970199559203 -TMX3 CBX6 1.5838412668924826 -FOXO3 LIN28A 1.5836421564943688 -FOXO3 LARGE1 1.5834156176992635 -CDC20 ZFP42 1.5829519700003922 -JMJD6 SGCB 1.5826191906580613 -ACY3 NR1I2 1.5825491634781734 -MCM2 RHOC 1.5816144414237447 -TRAF2 CD200R1L 1.5815697501617068 -KIF9 ANKRD54 1.5811018879565542 -IRF1 RYR1 1.5810092059829632 -FOS ZNF687 1.5796961993381424 -MCM5 JUN 1.5792654451063528 -GEMIN5 PPP1R13B 1.5790528089448903 +JMJD6 CS 1.5880529452515906 +MAP3K7 HOMER1 1.587819788074951 +ERBB2 B4GALNT3 1.5875227788356385 +CCNB2 UBAP2L 1.5874325335915338 +CDH2 SHARPIN 1.58741119020989 +JAG1 RFX8 1.586962863563677 +TRAF2 PAX5 1.586781731365909 +STAT3 CAB39L 1.5860154646048066 +SRF FLNB 1.5854319313432972 +EGR1 ERBB2 1.5844724190991133 +ATM HES1 1.5844027413328572 +CCNB1 SLC25A38 1.5843970199559168 +TMX3 CBX6 1.5838412668924824 +FOXO3 LIN28A 1.5836421564943657 +FOXO3 LARGE1 1.5834156176992638 +TP53 RPTOR 1.5833506542606177 +CDC20 ZFP42 1.582951970000392 +JMJD6 SGCB 1.58261919065806 +ACY3 NR1I2 1.5825491634781725 +MCM2 RHOC 1.5816144414237439 +CTNNB1 ERBB2 1.5815720050914301 +TRAF2 CD200R1L 1.5815697501617065 +KIF9 ANKRD54 1.5811018879565584 +IRF1 RYR1 1.581009205982964 +FOS ZNF687 1.5796961993381402 +MCM5 JUN 1.579265445106358 +GEMIN5 PPP1R13B 1.5790528089448894 FAS ANKRD54 1.5789427557336861 -PCNA CBX6 1.578152632632636 -ATF4 JMJD6 1.5778288305726997 -MDM2 UBQLN2 1.577474517539807 -ATM ITGB5 1.577279255857852 -MTOR CD200R1L 1.5771776294310333 -HSP90AB1 GUF1 1.5763927216352764 -PIK3CA ZNF687 1.5759140753087937 -MYC TRMT44 1.5754873427751566 -ATM RHOC 1.575425960285558 -IRF9 NME1 1.5748805631843021 -MCM2 EGR1 1.5747759906330412 +PCNA CBX6 1.5781526326326336 +ATF4 JMJD6 1.5778288305726993 +MDM2 UBQLN2 1.5774745175398066 +ATM ITGB5 1.577279255857854 +MTOR CD200R1L 1.5771776294310336 +HSP90AB1 GUF1 1.576392721635276 +PIK3CA ZNF687 1.5759140753087935 +MYC TRMT44 1.5754873427751555 +ATM RHOC 1.5754259602855598 +IRF9 NME1 1.5748805631843052 +MCM2 EGR1 1.5747759906330443 ZNF652 FNIP1 1.5745465531640102 -MAP3K7 POU5F1 1.5741791978385624 -CDK2 ERBB2 1.5738803264747185 -MDM2 CBX6 1.5735228974150064 -PIK3CA TYK2 1.5732730249942424 -ATR PTPN7 1.5732012007212206 +CDK2 ERBB2 1.573880326474719 +MDM2 CBX6 1.5735228974150073 +PIK3CA TYK2 1.5732730249942422 +ATR PTPN7 1.5732012007212202 CEACAM19 STAU1 1.5731273054416484 -FOXO3 SGCB 1.5730890105826414 -VIM TMX3 1.572878064023352 +FOXO3 SGCB 1.5730890105826432 +VIM TMX3 1.5728780640233533 MCM5 ADAM17 1.572864896505581 -TCF7L2 ANKRD49 1.5727354191182819 -CXCL17 CHCHD4 1.5724676979135621 -CDC20 ERBB2 1.572417142669984 -SLC25A38 TGFBRAP1 1.5723793368985848 -PTEN MVK 1.5723379814593985 -EIF2AK3 DLL1 1.5723023442944317 -ATF6 TMX3 1.5715528985011566 -EGR1 FNIP1 1.571283212863053 -NANOG TACR3 1.571044673660531 -BCL2 TCTN1 1.5709899734053758 -STAT1 EN1 1.5701919103345683 -POU5F1 LARGE1 1.5700191634914165 -NFKBIA KCNJ8 1.5694075907506273 -CASP8 JUN 1.5691591310207569 -RPTOR FNIP1 1.5690976306793427 -NFKB1 TBC1D10A 1.5690243842597984 -TP53 MMADHC 1.568952035570864 -BAD RYR1 1.5684988194352303 -ATM MVK 1.568091899895543 -CHEK2 MAPK1 1.5676184001255102 -ATM LIN28A 1.5670730932703332 -LRRC36 DNAJC30 1.5667893916558557 -PTEN IRF1 1.5666708677914825 -CDH1 MGA 1.5660813766691544 -CREB1 SGCB 1.5652131794390585 -GSK3B RHOC 1.5648862973214508 -TYK2 EGFR 1.5645909985898807 -MGA RYR1 1.5637131562730051 -CDKN1A ARHGEF28 1.5630498228306446 -TP53 LARGE1 1.5625671912130934 -ZFP42 SUB1 1.5624974079952865 -ATM TCTN1 1.5621032872998102 -FLNB GDPD5 1.5618405062641103 -CCNA2 TP53 1.5616981429375802 -TRAF2 CEACAM19 1.5615827348690197 -BATF3 SUB1 1.560460635360372 -MCM2 MGAT4B 1.5601781265168322 -CHUK SMAD4 1.560098776799709 -BCL2 CS 1.55958191502291 -IKBKG PRDM14 1.5595663653597456 -TCF7L2 KLF4 1.559481525311423 -CCNA2 IKBKB 1.559390426230677 -REL KLF11 1.5589368943824442 -TRMT44 TAX1BP1 1.5583859199057017 -LRP6 DVL2 1.5581249775146904 -PIK3CA TGFBRAP1 1.5577364657497115 -ZNF774 MVK 1.5566562958127372 -CHEK1 ATM 1.5564554993634867 -MAPK1 PTEN 1.5564405843656826 -SOX2 NME8 1.5551298527868682 -CDKN1A HOMER1 1.555023879569437 -CCNA2 DPPA4 1.5550156045806918 -TCTN1 MSLN 1.554533809980286 +TCF7L2 ANKRD49 1.5727354191182856 +MAPK1 MAP3K7 1.5724750662431508 +CXCL17 CHCHD4 1.5724676979135612 +CDC20 ERBB2 1.5724171426699827 +SLC25A38 TGFBRAP1 1.5723793368985832 +PTEN MVK 1.5723379814593992 +EIF2AK3 DLL1 1.5723023442944284 +ATF6 TMX3 1.5715528985011555 +EGR1 FNIP1 1.5712832128630534 +NANOG TACR3 1.5710446736605321 +BCL2 TCTN1 1.5709899734053765 +POU5F1 LARGE1 1.570458165349955 +STAT1 EN1 1.5701919103345687 +NFKBIA KCNJ8 1.5694075907506289 +CASP8 JUN 1.5691591310207555 +NFKB1 TBC1D10A 1.5690243842597968 +TP53 MMADHC 1.5689520355708626 +BAD RYR1 1.568498819435231 +ATM MVK 1.5680918998955427 +CHEK2 MAPK1 1.5676184001255096 +ATM LIN28A 1.5670730932703343 +LRRC36 DNAJC30 1.5667893916558542 +PTEN IRF1 1.566670867791484 +RPTOR FNIP1 1.5661707793929038 +CDH1 MGA 1.566081376669156 +CREB1 SGCB 1.5652131794390602 +GSK3B RHOC 1.5648862973214501 +TYK2 EGFR 1.5645909985898825 +MGA RYR1 1.5637131562730073 +CDKN1A ARHGEF28 1.5630498228306466 +TP53 LARGE1 1.5625671912130894 +ZFP42 SUB1 1.562497407995287 +ATM TCTN1 1.5621032872998144 +FLNB GDPD5 1.5618405062641108 +CCNA2 TP53 1.5616981429375796 +TRAF2 CEACAM19 1.561582734869017 +BATF3 SUB1 1.5604606353603685 +MCM2 MGAT4B 1.5601781265168324 +CHUK SMAD4 1.5600987767997088 +BCL2 CS 1.559581915022911 +IKBKG PRDM14 1.5595663653597476 +TCF7L2 KLF4 1.5594815253114211 +CCNA2 IKBKB 1.5593904262306753 +REL KLF11 1.5589368943824462 +TRMT44 TAX1BP1 1.5583859199057035 +PIK3CA TGFBRAP1 1.5577364657497117 +ZNF774 MVK 1.556656295812736 +CHEK1 ATM 1.556455499363487 +MAPK1 PTEN 1.5564405843656834 +SOX2 NME8 1.555129852786869 +CDKN1A HOMER1 1.555023879569435 +CCNA2 DPPA4 1.5550156045806935 +TCTN1 MSLN 1.5545338099802855 SNX25 SDSL 1.5543198784452514 -MCM2 ATF4 1.554215804108485 -UBQLN2 RHOC 1.5542030445007844 -MDM2 GEMIN5 1.5536303252018815 -ATR ATP6V0D1 1.5533062207634407 -KLF4 PTK7 1.5529719955302308 -IRF9 TAX1BP1 1.552851832163899 -MKI67 AKT2 1.5527764036530571 -ATM PIK3CA 1.5524977267942541 -SNX25 RMC1 1.5521201210040778 -HES1 STAT3 1.552079431026378 -SNX25 CHCHD4 1.551931898994729 -BCL2L11 EIF2AK3 1.5510976082156882 -GADD45A RFX8 1.5507260403943168 -SNX25 RACK1 1.5505734622333267 -KIF9 MVK 1.5497506724307495 -GEMIN5 PAX5 1.5492971191013405 -JUN MSLN 1.5480300669744795 -GSK3B LANCL2 1.5479013920530977 -CDKN1A NOTCH1 1.5477255396666798 -IRF1 SGCB 1.5475241916220759 -JUN DPYSL3 1.546863336540844 -NFKBIA PRDM14 1.5468092310571107 -BATF3 KCNJ8 1.546046353736044 -ATM SUB1 1.5459608545121994 +MCM2 ATF4 1.5542158041084855 +UBQLN2 RHOC 1.5542030445007862 +MDM2 GEMIN5 1.5536303252018828 +ATR ATP6V0D1 1.5533062207634414 +SNX25 RMC1 1.5531691866335877 +KLF4 PTK7 1.5529719955302301 +IRF9 TAX1BP1 1.5528518321638993 +MKI67 AKT2 1.5527764036530585 +ATM PIK3CA 1.5524977267942535 +HES1 STAT3 1.5520794310263764 +SNX25 CHCHD4 1.5519318989947293 +BCL2L11 EIF2AK3 1.5510976082156858 +GADD45A RFX8 1.5507260403943162 +SNX25 RACK1 1.550573462233327 +KIF9 MVK 1.5497506724307502 +LRP6 DVL2 1.549351692211226 +GEMIN5 PAX5 1.5492971191013394 +JUN MSLN 1.5480300669744786 +GSK3B LANCL2 1.5479013920531008 +CDKN1A NOTCH1 1.5477255396666814 +IRF1 SGCB 1.5475241916220774 +JUN DPYSL3 1.5468633365408468 +NFKBIA PRDM14 1.5468092310571102 +BATF3 KCNJ8 1.5460463537360416 +ATM SUB1 1.545960854512198 SAA4 B4GALNT3 1.5457608086943 -MDM2 POU5F1 1.5457587968236717 -DUSP6 RELB 1.5457127631839227 -CASP8 BATF3 1.545318096801037 -NANOG CAB39L 1.545010234147349 +DUSP6 RELB 1.545712763183921 +CASP8 BATF3 1.545318096801035 +NANOG CAB39L 1.545010234147347 PRTFDC1 ZNF687 1.5448570563320998 -MCM2 TRAF6 1.544452500161952 -TACR3 PRTFDC1 1.5440810174058792 -ACTB RYR1 1.5438268531871446 -MAP3K14 ZNF774 1.542808212391954 -ACTB LRRC36 1.5424401740416565 -RPTOR SLC25A38 1.5423140822490082 -B4GALNT3 ZBTB24 1.5420678725620895 -BCL2L11 TRAF6 1.5419496349638862 -CDC20 MAP3K2 1.5417699894923955 -ATR SMAD4 1.541496384373852 -NFKBIA FOS 1.5413544618479573 -AXIN1 ZNF687 1.5411693652251013 -MAP3K2 TYK2 1.5411615555296727 -CCNB2 CDK1 1.5408403859051059 -EIF2AK3 CD55 1.5404301672336131 -CASP9 PTEN 1.540394203190129 -JAG1 ZBBX 1.5392856429023405 -ATM LARGE1 1.5389866234136218 -RPTOR SASS6 1.5389218751080698 -AKT2 HSP90AB1 1.538830184237049 -UNC13D CAB39L 1.538820157376031 -PIK3CB ATF4 1.5387113936879897 -LRP6 ZBTB24 1.5386080974867218 -ATF4 RACK1 1.5383918264732244 +MCM2 TRAF6 1.5444525001619493 +TACR3 PRTFDC1 1.5440810174058757 +ACTB RYR1 1.5438268531871455 +RPTOR SLC25A38 1.5430760774503651 +MAP3K14 ZNF774 1.5428082123919524 +ACTB LRRC36 1.5424401740416551 +B4GALNT3 ZBTB24 1.5420678725620875 +BCL2L11 TRAF6 1.5419496349638848 +CDC20 MAP3K2 1.5417699894923964 +MDM2 POU5F1 1.5415459137802678 +ATR SMAD4 1.5414963843738538 +NFKBIA FOS 1.5413544618479575 +AXIN1 ZNF687 1.5411693652251004 +MAP3K2 TYK2 1.541161555529674 +CCNB2 CDK1 1.5408403859051063 +EIF2AK3 CD55 1.5404301672336118 +CASP9 PTEN 1.540394203190126 +RPTOR SASS6 1.5395277536702445 +JAG1 ZBBX 1.539285642902339 +ATM LARGE1 1.5389866234136202 +AKT2 HSP90AB1 1.5388301842370482 +UNC13D CAB39L 1.5388201573760323 +PIK3CB ATF4 1.538711393687993 +LRP6 ZBTB24 1.5386080974867193 +ATF4 RACK1 1.5383918264732235 AKT2 STAU1 1.537274653562499 -TRMT44 CXCL17 1.537224420073004 -NFKB1 EGFR 1.5365198910820828 -NME1 SLC26A4 1.536035161546247 -GEMIN5 FLNB 1.535892980470213 -IRF1 NME8 1.5353354976249758 -STAT3 ATF4 1.5350512668953993 -TMX3 TGFBRAP1 1.5349074571070203 -CLCN3 TBC1D10A 1.5347280071244316 -STAT1 MGAT4B 1.5338433143787784 -CASP8 TRMT44 1.5337730555922562 -MAPK3 MVK 1.5337416629696765 -CDK1 CD200R1L 1.5337184373583879 -MAP3K2 MTOR 1.5334196697152451 +TRMT44 CXCL17 1.5372244200730034 +NFKB1 EGFR 1.5365198910820839 +NME1 SLC26A4 1.536035161546248 +GEMIN5 FLNB 1.5358929804702115 +IRF1 NME8 1.535335497624977 +STAT3 ATF4 1.535051266895399 +KRAS UNC13D 1.5349539588324963 +TMX3 TGFBRAP1 1.5349074571070187 +CLCN3 TBC1D10A 1.534728007124435 +STAT1 MGAT4B 1.53384331437878 +CASP8 TRMT44 1.5337730555922569 +MAPK3 MVK 1.5337416629696807 +CDK1 CD200R1L 1.5337184373583883 +MAP3K2 MTOR 1.5334196697152536 MAPK1 PTK7 1.5333316041301421 -PIK3CB B3GAT2 1.5332588713395794 -JMJD6 KLF11 1.532143203815769 -CDC20 SNX25 1.5318376985494078 -KRAS UNC13D 1.5313306423208193 -LRP6 ATP6V0D1 1.530910716655704 +PIK3CB B3GAT2 1.5332588713395792 +JMJD6 KLF11 1.5321432038157687 +CDC20 SNX25 1.5318376985494095 +LRP6 ATP6V0D1 1.5309107166557057 FOXO3 B4GALNT3 1.5305998801417253 -RPTOR TGFBRAP1 1.5303762637588296 -CCNB1 CHEK2 1.530321151302023 -POU5F1 ERBB2 1.5301978781233623 -ZYG11A ARHGEF4 1.5300879445090403 -GSK3B STAU1 1.5300783591596632 -SOX2 GATA2 1.5299529280437312 -ERBB2 GUF1 1.529921996076106 -CCNA2 UBQLN2 1.5298887599407591 -PRDM14 FAS 1.529885271911124 -UBQLN2 DPYSL3 1.5292682204934502 -RBPJ TGFBRAP1 1.5291575343094443 -HIF1A CHUK 1.5285931731284952 -GADD45A PRDM14 1.5269374440712542 -ATF4 KLF11 1.5264280881235537 -EGR1 SHARPIN 1.5263923900294853 -PTEN ZBBX 1.5261528079728057 -CDH1 JUN 1.5256455868857768 -DVL2 CS 1.5249370402389355 -APC BATF3 1.524518652011249 -CTNNB1 UBAP2L 1.5244228036207095 +CCNB1 CHEK2 1.5303211513020227 +ZYG11A ARHGEF4 1.5300879445090398 +GSK3B STAU1 1.5300783591596636 +SOX2 GATA2 1.5299529280437316 +ERBB2 GUF1 1.5299219960761048 +CCNA2 UBQLN2 1.529888759940757 +PRDM14 FAS 1.5298852719111231 +UBQLN2 DPYSL3 1.5292682204934507 +RBPJ TGFBRAP1 1.529157534309444 +HIF1A CHUK 1.5285931731285034 +RPTOR TGFBRAP1 1.5281793458658752 +POU5F1 ERBB2 1.5279072372496596 +DVL2 CS 1.5277849273321702 +GADD45A PRDM14 1.5269374440712529 +ATF4 KLF11 1.526428088123558 +EGR1 SHARPIN 1.52639239002948 +PTEN ZBBX 1.526152807972805 +CDH1 JUN 1.525645586885776 RAF1 SUB1 1.5241739671211951 -CASP8 RAF1 1.523638605338271 -BAX MGA 1.5233244908362622 -MST1R TGFBRAP1 1.5230156307675748 -CDK2 CLCN3 1.5229487835391309 -AKT2 LIN28A 1.5228672535419956 -BCL2L11 KCNJ8 1.5220950349783555 -MAP3K14 TCF7L2 1.5218752076075475 -DUSP6 NME1 1.5217256577907636 -RELA FAS 1.521241080894116 -PTPN7 KIF9 1.520954007719309 -RHOC ITGB5 1.5207832758860518 -KLF4 KCNJ8 1.5207681936979778 -TYK2 KCNJ8 1.520556068969661 -RAF1 TRAF3 1.5204190644266695 -CHEK2 ZNF774 1.520054715116546 -MAP3K14 DVL2 1.5199726200828065 -EGR1 CHMP4B 1.519820607889537 -RMC1 PRTFDC1 1.5189581888247756 -ZYG11A RFX8 1.518881940951366 -BAX CAB39L 1.5181211172512392 +CASP8 RAF1 1.52363860533827 +BAX MGA 1.5233244908362629 +MST1R TGFBRAP1 1.523015630767574 +MAP3K14 DVL2 1.5229839831714997 +CDK2 CLCN3 1.522948783539131 +AKT2 LIN28A 1.5228672535419963 +BCL2L11 KCNJ8 1.522095034978356 +MAP3K14 TCF7L2 1.5218752076075484 +DUSP6 NME1 1.5217256577907627 +RELA FAS 1.521241080894115 +PTPN7 KIF9 1.5209540077193087 +RHOC ITGB5 1.520783275886053 +KLF4 KCNJ8 1.5207681936979762 +TYK2 KCNJ8 1.5205560689696598 +RAF1 TRAF3 1.52041906442667 +CHEK2 ZNF774 1.5200547151165429 +EGR1 CHMP4B 1.5198206078895373 +RMC1 PRTFDC1 1.5193836000573013 +ZYG11A RFX8 1.5188819409513654 +APC BATF3 1.5187498386744762 +PIK3CA EVPL 1.5186611760899302 +BAX CAB39L 1.5181211172512397 +CTNNB1 UBAP2L 1.518051098435459 CHUK SAA4 1.5177985507400054 -MAPK3 AKT2 1.5166846884088603 -IRF9 FAS 1.5166481155482119 -GADD45A AKT2 1.51645982227777 -CASP8 ZYG11A 1.5164193343391446 -TRAF2 STAT1 1.5162377510680143 -ZFP42 HSP90AB1 1.5161984424798602 -EGR1 IDH3B 1.5159149693510867 -CREB1 MYC 1.515654314676835 -TRAF2 MGAT4B 1.5155729986746367 -SOX2 ZNF774 1.515480284336837 -CHCHD4 DNAJC30 1.515262306471284 -FOXO3 DPYSL3 1.5151371314411197 -PIK3CA EVPL 1.5149717634301452 -APC POU5F1 1.5141624994753842 -APC ACOT6 1.5137019735008899 -CTNNB1 SP1 1.5136242918897533 -AKT1 RACK1 1.5136202087628068 -CHMP4B HEBP2 1.5135661893557155 -DVL2 ANKRD54 1.513327811068382 -PTEN TCF7L2 1.513239316611468 -PRDM14 JMJD6 1.5126204869825721 +APC ACOT6 1.5169211572491514 +MAPK3 AKT2 1.5166846884088605 +IRF9 FAS 1.5166481155482114 +GADD45A AKT2 1.5164598222777672 +CASP8 ZYG11A 1.5164193343391426 +TRAF2 STAT1 1.5162377510680138 +ZFP42 HSP90AB1 1.5161984424798596 +EGR1 IDH3B 1.5159149693510858 +CREB1 MYC 1.5156543146768344 +TRAF2 MGAT4B 1.5155729986746342 +SOX2 ZNF774 1.5154802843368362 +CHCHD4 DNAJC30 1.5152623064712833 +FOXO3 DPYSL3 1.5151371314411188 +AKT1 RACK1 1.5136202087628057 +CHMP4B HEBP2 1.5135661893557157 +PTEN TCF7L2 1.5132393166114693 +PRDM14 JMJD6 1.5126204869825706 MAPK3 RHOC 1.5124272592580195 -CBX6 PAX5 1.5121040015031977 -TGFBRAP1 ZNF687 1.5117540312854998 +CBX6 PAX5 1.5121040015031968 +TGFBRAP1 ZNF687 1.5117540312855031 CASP8 NME1 1.511644527862652 -ZFP42 MMADHC 1.5114574521736885 -ATR GATA2 1.5112775328882286 -MAP3K2 PPP1R13B 1.5110311459364576 +HES1 JAK2 1.5115251852312344 +ZFP42 MMADHC 1.5114574521736923 +CTNNB1 SP1 1.5113066032573632 +ATR GATA2 1.5112775328882304 +MAP3K2 PPP1R13B 1.511031145936456 MAPK3 ATF6 1.5103561428531371 NR1I2 TGFBRAP1 1.5101006853054697 -ATF6 CAB39L 1.510038905374526 -CDK1 DVL2 1.5100286353977905 -TMX3 NR1I2 1.5090975083871065 -BRAF ACOT6 1.5090377847056256 -TRAF6 BATF3 1.5085172922458658 -SUB1 PAX5 1.508299515313377 -HES1 JAK2 1.5076301760013595 +ATF6 CAB39L 1.5100389053745245 +TMX3 NR1I2 1.5090975083871057 +BRAF ACOT6 1.5090377847056269 +TRAF6 BATF3 1.5085172922458623 +SUB1 PAX5 1.508299515313376 SAA4 CLCN3 1.5075795807424257 -PIK3CA FNIP1 1.5070075183339082 -BAD IKBKG 1.5067317009315686 -LANCL2 RYR1 1.5067169278189625 -SAA4 HOMER1 1.5066759496328728 -CDK1 FOS 1.506567240877656 +PIK3CA FNIP1 1.5070075183339111 +BAD IKBKG 1.5067317009315693 +LANCL2 RYR1 1.5067169278189678 +SAA4 HOMER1 1.506675949632873 +CDK1 FOS 1.5065672408776543 AKT2 UBAP2L 1.5064138508746638 -TCEA3 ZNF652 1.5052720876102905 -CHMP4B SPAG6 1.505163439328742 -MCM2 RYR1 1.504588603501244 -ZBTB24 RYR1 1.504264151216354 -SGCB GEMIN5 1.504223397976997 -CDC20 ACTB 1.5041317712153914 -CDKN1A UBAP2L 1.504021137588701 -BRAF IRF9 1.5037470291834554 -CCNB2 MDM2 1.5035621934525785 -MVK TGFBRAP1 1.5034498398497957 -APC ZBTB24 1.5031427748495056 -CASP9 KIF9 1.5029865014023913 -IRF1 TRAF6 1.5028057269977855 -CHEK1 MMADHC 1.5025888788324644 -ERBB2 ZBTB24 1.5023994221235755 -TMX3 CXCL17 1.5023048364061355 -VIM RGL1 1.5022751908931675 -PTPN7 TMX3 1.5022156006992058 -DPPA4 SUB1 1.5021594348666014 -CASP9 JAG1 1.5020954984872759 -BRAF PTEN 1.5012902466785483 -HSP90AB1 FLNB 1.50116756726419 -NR1I2 ANKRD54 1.5011223552714907 -CCNB2 MCM5 1.5005297625181557 -TRAF6 TGFBRAP1 1.500353729211988 -MCM2 LRP6 1.4999864268349759 +TCEA3 ZNF652 1.5052720876102912 +CHMP4B SPAG6 1.5051634393287414 +DVL2 ANKRD54 1.5048230697836646 +MCM2 RYR1 1.5045886035012435 +ZBTB24 RYR1 1.5042641512163548 +SGCB GEMIN5 1.5042233979769957 +CDC20 ACTB 1.504131771215388 +CDKN1A UBAP2L 1.5040211375887018 +BRAF IRF9 1.503747029183454 +CCNB2 MDM2 1.5035621934525796 +MVK TGFBRAP1 1.5034498398497953 +CASP9 KIF9 1.5029865014023926 +IRF1 TRAF6 1.5028057269977853 +CHEK1 MMADHC 1.5025888788324633 +ERBB2 ZBTB24 1.5023994221235772 +TMX3 CXCL17 1.5023048364061347 +VIM RGL1 1.5022751908931669 +PTPN7 TMX3 1.5022156006992053 +DPPA4 SUB1 1.5021594348666005 +CASP9 JAG1 1.5020954984872745 +BRAF PTEN 1.5012902466785487 +HSP90AB1 FLNB 1.5011675672641878 +NR1I2 ANKRD54 1.5011223552714896 +CCNB2 MCM5 1.5005297625181568 +TRAF6 TGFBRAP1 1.500353729211985 +MCM2 LRP6 1.4999864268349772 +APC ZBTB24 1.4994810193635653 DUSP6 NOTCH1 1.4993613471598022 -POU5F1 PTK7 1.4991021136474665 -IKBKG PRTFDC1 1.4990202405622803 -EGFR ANKRD49 1.4988588429666703 -PIK3CA CHUK 1.4983826225434567 -CCNA2 SP1 1.4982884772129073 -DPPA4 SDSL 1.4982058540200522 -RELB TYK2 1.4981128193118314 -BAX LANCL2 1.497944628880652 -CCNB2 KLF4 1.4979279447318072 -BCL2L11 MAP3K7 1.4976267117709001 +IKBKG PRTFDC1 1.499020240562279 +EGFR ANKRD49 1.498858842966669 +PIK3CA CHUK 1.4983826225434562 +CCNA2 SP1 1.498288477212906 +DPPA4 SDSL 1.4982058540200516 +RELB TYK2 1.4981128193118312 +BAX LANCL2 1.4979446288806548 +CCNB2 KLF4 1.4979279447318077 PCNA CASP9 1.4975839432142766 -DLL1 TYK2 1.4974536972935042 -RYR1 LARGE1 1.4971344205610422 -TCF7L2 TMX3 1.496385589224545 -ERBB2 ZNF652 1.4958091684623362 -EIF2AK3 ITGB5 1.4957953824195473 -CASP3 TCTN1 1.49533919228073 -ATR STAT1 1.4953243336972766 -DUSP6 ARHGEF28 1.4948929356865341 -CCNB2 DUSP6 1.4946082191305061 -CDK2 CBX6 1.494357859950715 -MAPK1 SASS6 1.4943535692016654 -NANOG HSP90AB1 1.4942960775503913 -TACR3 KCNJ8 1.4942421790280542 -CD200R1L ZYG11A 1.4938756464138816 -ZNF652 MDH2 1.493477561616459 -CHUK ANKRD54 1.49338750083443 -HIF1A DVL2 1.493362783002318 -JAG1 IRF1 1.4929242635092237 -TCF7L2 STAT1 1.4919656345658387 -HES1 RMC1 1.491614363053703 -PIK3CB POU5F1 1.4915836604567012 -CASP8 ZNF652 1.4911301590156523 -CDH1 ZNF652 1.4909911245557386 -CHEK2 BRAF 1.4905786914953008 -MDM2 GSK3B 1.4901310008120956 -BATF3 PRTFDC1 1.489354545358679 -HIF1A LIN28A 1.489159332547075 -IKBKG B4GALNT3 1.4884858524020275 -CREB1 ZNF652 1.4883461713297936 -CDK2 GADD45A 1.488088269949621 -KRAS SMAD4 1.4879003347673119 -CDC20 LRRC36 1.4874664264409199 -NFKB1 TRMT44 1.4874557720821668 -APC SGCB 1.487419429957032 -VIM GEMIN5 1.4872150347929824 -RPTOR TBC1D10A 1.4870995032813485 -AXIN1 RGL1 1.4870705171203413 -CHEK2 ACOT6 1.4866384313175198 -CDK2 HSP90AB1 1.486558457117816 -CCNB2 AKT2 1.4864104561694054 -MAP3K7 CALM3 1.4861816541998276 -DUSP6 CTNNB1 1.485865434767332 -BAD RPTOR 1.485850122051741 -CHEK1 JAG1 1.4858343218659944 -MAP3K2 CREB1 1.4857224011086143 -JUN GUF1 1.4856403006633165 -PIK3CB SPATS1 1.4852782895573609 -SPATS1 CD55 1.4851665558475695 -MTOR SOCS3 1.484979541474557 -SLC25A38 LARGE1 1.4849277447560245 -JUN SMAD4 1.4848906332957676 -NOTCH1 IRF9 1.4846097939586396 -CDKN1A ZYG11A 1.4844712246176217 -TYK2 RGL1 1.4840939399526558 -CDK2 MVK 1.484058655573811 -DPYSL3 CLCN3 1.4840249322266335 -PCNA MKI67 1.4838938232664283 -EGFR CAB39L 1.4838908673879259 -MDM2 RFX8 1.483869990291548 -IRF1 SHARPIN 1.4829498209708512 -BRAF SRF 1.4819528566607783 -ATM MSLN 1.4819317412013102 -CDK2 MAP3K14 1.481734598898845 -SHB FLNB 1.4804681291749844 -TYK2 SASS6 1.480391389897318 -AKT1 CHMP4B 1.480249147816277 -CTNNB1 JUN 1.4801568642753564 -FNDC7 LARGE1 1.4799814239030848 -TRAF3 ZNF687 1.4795503644102181 -CHUK JAK2 1.4794682310876657 -NFKBIA PRTFDC1 1.4789462961522035 -BAX NOTCH1 1.4786375158287501 -JAG1 CHCHD4 1.478504725823937 +DLL1 TYK2 1.4974536972935029 +RYR1 LARGE1 1.4971344205610417 +POU5F1 PTK7 1.4969958223984212 +TCF7L2 TMX3 1.4963855892245435 +CDK1 DVL2 1.4961511555171443 +ERBB2 ZNF652 1.4958091684623351 +EIF2AK3 ITGB5 1.495795382419547 +CASP3 TCTN1 1.4953391922807266 +ATR STAT1 1.4953243336972741 +DUSP6 ARHGEF28 1.4948929356865381 +CCNB2 DUSP6 1.4946082191305057 +CDK2 CBX6 1.4943578599507124 +MAPK1 SASS6 1.4943535692016676 +NANOG HSP90AB1 1.4942960775503948 +TACR3 KCNJ8 1.4942421790280531 +CD200R1L ZYG11A 1.4938756464138818 +ZNF652 MDH2 1.4934775616164584 +CHUK ANKRD54 1.4933875008344293 +JAG1 IRF1 1.492924263509222 +HES1 RMC1 1.4925391702031854 +BCL2L11 MAP3K7 1.4924160334202963 +PIK3CB POU5F1 1.4924045016769079 +TCF7L2 STAT1 1.4919656345658419 +CASP8 ZNF652 1.4911301590156505 +CDH1 ZNF652 1.4909911245557408 +CHEK2 BRAF 1.490578691495301 +HIF1A DVL2 1.4902761642814366 +MDM2 GSK3B 1.4901310008120991 +BATF3 PRTFDC1 1.489354545358672 +HIF1A LIN28A 1.4891593325470767 +IKBKG B4GALNT3 1.4884858524020284 +CREB1 ZNF652 1.4883461713297916 +CDK2 GADD45A 1.4880882699496225 +CDC20 LRRC36 1.4874664264409185 +NFKB1 TRMT44 1.4874557720821686 +VIM GEMIN5 1.487215034792983 +AXIN1 RGL1 1.4870705171203429 +APC SGCB 1.4869568994956717 +CHEK2 ACOT6 1.4866384313175212 +CDK2 HSP90AB1 1.486558457117815 +CCNB2 AKT2 1.4864104561694058 +CHEK1 JAG1 1.4858343218659933 +MAP3K2 CREB1 1.4857224011086168 +JUN GUF1 1.4856403006633156 +PIK3CB SPATS1 1.4852782895573606 +SPATS1 CD55 1.485166555847569 +MTOR SOCS3 1.4849795414745581 +SLC25A38 LARGE1 1.484927744756024 +JUN SMAD4 1.4848906332957694 +NOTCH1 IRF9 1.484609793958638 +CDKN1A ZYG11A 1.4844712246176206 +BAD RPTOR 1.4842665344666186 +CHUK JAK2 1.4840999249622935 +TYK2 RGL1 1.4840939399526552 +CDK2 MVK 1.4840586555738113 +DPYSL3 CLCN3 1.4840249322266363 +PCNA MKI67 1.4838938232664285 +EGFR CAB39L 1.4838908673879245 +MDM2 RFX8 1.4838699902915466 +RPTOR TBC1D10A 1.48382686152129 +DUSP6 CTNNB1 1.483267087247209 +IRF1 SHARPIN 1.4829498209708492 +MAP3K7 CALM3 1.4829057000089163 +BRAF SRF 1.4819528566607798 +ATM MSLN 1.4819317412013107 +CDK2 MAP3K14 1.4817345988988455 +KRAS SMAD4 1.4811584913766853 +SHB FLNB 1.4804681291749833 +TYK2 SASS6 1.48039138989732 +AKT1 CHMP4B 1.4802491478162783 +FNDC7 LARGE1 1.4799814239030864 +TRAF3 ZNF687 1.4795503644102226 +NFKBIA PRTFDC1 1.4789462961522049 +BAX NOTCH1 1.478637515828752 +JAG1 CHCHD4 1.4785047258239352 ERBB2 ATP6V0D1 1.478096084922008 -HIF1A RFX8 1.4777215938296688 -SDSL MGA 1.4775838682178997 -EGFR TRMT44 1.477325714626748 -DLL1 MDH2 1.4770733717651428 -TRAF6 CHMP4B 1.4770344239787052 -SOX2 TMX3 1.4767965394335651 -KLF4 FOS 1.4753177390122196 -AKT2 CBX6 1.4750869303046839 -CASP9 SHB 1.4749496260441708 -MTOR SUB1 1.4749401527345687 -CDK2 KLF4 1.4747236979222493 -IKBKB TCTN1 1.4747057253463418 -ACTB MST1R 1.4740151958743828 -CHEK1 ACOT6 1.4740094424668064 -HIF1A RAF1 1.4739336464972155 -SNX25 MST1R 1.4732861845370526 -BCL2L11 B4GALNT3 1.4732466415379961 -CDK2 ACY3 1.4730349923793917 -MMADHC GEMIN5 1.4729123343212722 -BAX ANKRD54 1.4726965859865493 -KCNJ8 ANKRD49 1.4724401109552971 -RPTOR CAB39L 1.4722915787742052 +HIF1A RFX8 1.4777215938296684 +SDSL MGA 1.4775838682178994 +EGFR TRMT44 1.4773257146267493 +DLL1 MDH2 1.4770733717651414 +TRAF6 CHMP4B 1.4770344239787034 +SOX2 TMX3 1.4767965394335634 +KLF4 FOS 1.4753177390122172 +AKT2 CBX6 1.4750869303046812 +CASP9 SHB 1.4749496260441746 +MTOR SUB1 1.474940152734569 +CDK2 KLF4 1.4747236979222471 +IKBKB TCTN1 1.4747057253463447 +RPTOR CAB39L 1.4744641568613723 +ACTB MST1R 1.4740151958743803 +CHEK1 ACOT6 1.4740094424668075 +HIF1A RAF1 1.4739336464972161 +SNX25 MST1R 1.473286184537053 +BCL2L11 B4GALNT3 1.4732466415379997 +CDK2 ACY3 1.473034992379391 +MMADHC GEMIN5 1.4729123343212713 +BAX ANKRD54 1.4726965859865497 +KCNJ8 ANKRD49 1.4724401109552974 PTK7 TMCO4 1.4720534196641468 -HIF1A IDH3B 1.4719534377713734 -CCNA2 PTPN7 1.4715085210254 -RACK1 DNAJC30 1.4711734252272788 -CTNNB1 IRF1 1.4709925551578051 -BCL2L11 SLC26A4 1.4709531621965937 -RAF1 DPYSL3 1.4709441247037938 -MYC HSP90AB1 1.4705788971734801 +HIF1A IDH3B 1.4719534377713737 +CTNNB1 JUN 1.4716883086030377 +CTNNB1 IRF1 1.471560506733145 +CCNA2 PTPN7 1.4715085210253995 +RACK1 DNAJC30 1.4711734252272795 +BCL2L11 SLC26A4 1.4709531621965948 +RAF1 DPYSL3 1.4709441247037944 +MYC HSP90AB1 1.4705788971734783 MTOR SAA4 1.4699924213251316 -CDKN1A PIK3CA 1.4698886843568677 -PRDM14 LARGE1 1.4693539271203682 -GSK3B TMX3 1.4691342948263568 -LIN28A HEBP2 1.468801323081933 -BAX ZFP42 1.4687874207816278 -JAG1 MYC 1.4685970850240566 -CDH2 ITGB5 1.4682801637370484 -PRDM14 CEACAM19 1.466789364989017 -APC SLC26A4 1.4666715488566675 -ATR NME8 1.4666420844778816 -B4GALNT3 GUF1 1.4664683820097744 -TYK2 ZBBX 1.4657900467795741 -SUB1 SPAG6 1.4656525494084205 -KLF11 FNIP1 1.465109345811259 -CCNB1 ZNF774 1.465039731438437 -MAP3K7 ITGB5 1.4649586115128617 -GADD45A PPP1R13B 1.4648723822277694 -SNX25 FNIP1 1.4642006420736553 -APC TRAF2 1.463467501209668 -NFKBIA ATP6V0D1 1.4633417451455557 -TACR3 ANKRD54 1.4627325953042878 -MCM2 STAT1 1.4626091952367215 -CHEK1 IDH3B 1.4618848913418152 -MMADHC ZNF687 1.4616207820079345 -RBPJ ATP6V0D1 1.4615402526294663 -PIK3CA HOMER1 1.4614962163844378 -SASS6 DNAJC30 1.4614635836944665 -HIF1A IKBKG 1.4611711987133742 -MTOR SASS6 1.4608189916909684 -RYR1 MID2 1.4604213144734803 +CDKN1A PIK3CA 1.4698886843568655 +PRDM14 LARGE1 1.4693539271203668 +GSK3B TMX3 1.4691342948263564 +LIN28A HEBP2 1.4688013230819401 +BAX ZFP42 1.4687874207816272 +JAG1 MYC 1.4685970850240548 +CDH2 ITGB5 1.4682801637370464 +APC SLC26A4 1.466988869125694 +PRDM14 CEACAM19 1.4667893649890167 +ATR NME8 1.4666420844778825 +B4GALNT3 GUF1 1.4664683820097761 +TYK2 ZBBX 1.465790046779573 +SUB1 SPAG6 1.4656525494084196 +MAP3K7 ITGB5 1.4653067635736416 +KLF11 FNIP1 1.4651093458112614 +CCNB1 ZNF774 1.4650397314384342 +GADD45A PPP1R13B 1.4648723822277667 +MAP3K7 RPTOR 1.4647804167430098 +APC TRAF2 1.46449201150045 +SNX25 FNIP1 1.4642006420736586 +NFKBIA ATP6V0D1 1.4633417451455553 +TACR3 ANKRD54 1.4627325953042876 +MCM2 STAT1 1.4626091952367233 +CHEK1 IDH3B 1.4618848913418134 +MMADHC ZNF687 1.4616207820079348 +RBPJ ATP6V0D1 1.461540252629466 +PIK3CA HOMER1 1.4614962163844385 +SASS6 DNAJC30 1.4614635836944687 +HIF1A IKBKG 1.4611711987133766 +MTOR SASS6 1.4608189916909702 +RYR1 MID2 1.4604213144734814 RELB HOMER1 1.460061930178115 -CD55 PTK7 1.459730200499466 -TRAF6 HEBP2 1.4596580273704105 -REL CAB39L 1.459560908804828 -MKI67 PRTFDC1 1.459557557098774 -BAX STAU1 1.459486417124829 -PCNA RAF1 1.4594574651281287 -HES1 IKBKG 1.4592801708514878 -DVL2 ZNF687 1.459223382654701 -DVL2 B4GALNT3 1.458965216394616 -PIK3CB B4GALNT3 1.4588913642030474 -B3GAT2 SUB1 1.4586807851997285 -PIK3CA TMX3 1.4586400289342176 +CD55 PTK7 1.4597302004994637 +TRAF6 HEBP2 1.4596580273704085 +REL CAB39L 1.4595609088048267 +MKI67 PRTFDC1 1.4595575570987716 +BAX STAU1 1.4594864171248245 +PCNA RAF1 1.4594574651281331 +HES1 IKBKG 1.4592801708514889 +PIK3CB B4GALNT3 1.4588913642030492 +B3GAT2 SUB1 1.4586807851997279 +PIK3CA TMX3 1.458640028934216 +DVL2 ZNF687 1.4585442435968112 CHEK2 CEACAM19 1.458240207784752 -TRAF6 NME1 1.457433968122501 -TAX1BP1 TCTN1 1.4573532821848654 -SMAD4 TGFBRAP1 1.4568766292669446 -AKT2 DVL2 1.4562655890547123 -CASP3 LANCL2 1.4560977855238932 -KIF9 SLC25A38 1.4560789185232548 -CDC20 CHUK 1.455934358789369 -GSK3B IDH3B 1.4558970057363583 -MAPK3 RELA 1.4557807722228593 -LRP6 HOMER1 1.455439514962747 -SOCS3 ANKRD49 1.4550628311746967 -MTOR MGAT4B 1.4548114539952646 -SOX2 MDH2 1.454489081101661 -PTEN BATF3 1.454350114205415 -FOXO3 GSK3B 1.453652935516982 -ACTB SLC25A38 1.4535703746055215 -RAF1 SNX25 1.4534959143856008 -RMC1 CBX6 1.4533617942354442 -TMX3 RFX8 1.4531577480424505 +TRAF6 NME1 1.4574339681224995 +TAX1BP1 TCTN1 1.4573532821848665 +SMAD4 TGFBRAP1 1.4568766292669448 +AKT2 DVL2 1.456829409114097 +CASP3 LANCL2 1.4560977855239 +KIF9 SLC25A38 1.4560789185232537 +CDC20 CHUK 1.4559343587893696 +GSK3B IDH3B 1.4558970057363543 +MAPK3 RELA 1.4557807722228617 +LRP6 HOMER1 1.4554395149627466 +SOCS3 ANKRD49 1.4550628311747034 +MTOR MGAT4B 1.4548114539952621 +RMC1 CBX6 1.4546181801611393 +SOX2 MDH2 1.4544890811016586 +PTEN BATF3 1.4543501142054147 +FOXO3 GSK3B 1.4536529355169838 +ACTB SLC25A38 1.453570374605521 +RAF1 SNX25 1.4534959143856039 +TMX3 RFX8 1.45315774804245 IKBKB TAX1BP1 1.4528919335744979 -DUSP6 IRF9 1.4525532558621286 -SOX2 ERBB2 1.4524252253250867 -MAPK1 CHCHD4 1.4521848812597915 -MAP3K2 ANKRD49 1.4520180335174544 -NFKB1 PNMA8C 1.4519825299907767 +DUSP6 IRF9 1.4525532558621308 +SOX2 ERBB2 1.4524252253250851 +MAPK1 CHCHD4 1.4521848812597906 +MAP3K2 ANKRD49 1.4520180335174553 +NFKB1 PNMA8C 1.451982529990777 JAG1 SAA4 1.4517039448220161 -CASP9 PTK7 1.451414720632292 -CCNB1 JMJD6 1.450987993880098 -BCL2L11 KLF11 1.4508919789925812 -ATP6V0D1 SGCB 1.4499506174539811 -MYC B3GAT2 1.449782924257901 -ZNF687 MID2 1.4488002689514499 -UBQLN2 CALM3 1.4483874169174291 -CEACAM19 GDPD5 1.448358693630521 -TRAF6 ZBBX 1.4480116967854157 -HES1 TRAF6 1.4476969070121526 -VIM CD200R1L 1.4474550861047726 -DPPA4 DPYSL3 1.4474075447297172 -JAG1 CHMP4B 1.447345379461345 -DPPA4 CAB39L 1.4469216190964225 -ZNF652 PRTFDC1 1.4469215403584563 -CDKN1A CHEK2 1.4468793406140554 -ATM JAK2 1.446878418314967 -TYK2 ANKRD49 1.446349992526348 -POU5F1 SLC25A38 1.4462685940296953 -MAP3K2 IRF1 1.4461926118382105 -JAK2 UBAP2L 1.446154168863527 -FOXO3 ANKRD54 1.445875177657969 -VIM TBC1D10A 1.4457841921817458 -CTNNB1 ZNF652 1.4456051648978692 -CCNA2 IDH3B 1.4455087278640544 -JMJD6 ANKRD54 1.4453239563680609 -MCM2 RAF1 1.4452096048845653 -TRMT44 ARHGEF4 1.4451966397271618 -RACK1 EN1 1.445061061485702 -ADAM17 ZNF652 1.4449856840881485 +CASP9 PTK7 1.4514147206322916 +ATM JAK2 1.451156378021048 +CCNB1 JMJD6 1.450987993880096 +BCL2L11 KLF11 1.450891978992583 +JAK2 UBAP2L 1.4499707796062586 +ATP6V0D1 SGCB 1.4499506174539818 +MYC B3GAT2 1.4497829242579003 +DVL2 B4GALNT3 1.4489213344883274 +ZNF687 MID2 1.4488002689514512 +UBQLN2 CALM3 1.448387416917429 +CEACAM19 GDPD5 1.4483586936305233 +POU5F1 SLC25A38 1.4480937973913242 +TRAF6 ZBBX 1.4480116967854142 +HES1 TRAF6 1.4476969070121497 +VIM CD200R1L 1.4474550861047728 +DPPA4 DPYSL3 1.447407544729716 +JAG1 CHMP4B 1.4473453794613447 +DPPA4 CAB39L 1.446921619096423 +ZNF652 PRTFDC1 1.4469215403584494 +CDKN1A CHEK2 1.4468793406140565 +TYK2 ANKRD49 1.446349992526351 +MAP3K2 IRF1 1.4461926118382122 +FOXO3 ANKRD54 1.4458751776579706 +VIM TBC1D10A 1.445784192181744 +CCNA2 IDH3B 1.4455087278640522 +JMJD6 ANKRD54 1.4453239563680598 +MCM2 RAF1 1.4452096048845677 +TRMT44 ARHGEF4 1.4451966397271672 +RACK1 EN1 1.4450610614857013 +ADAM17 ZNF652 1.4449856840881428 GADD45A FNIP1 1.444502489656291 -GSK3B SHARPIN 1.4440458718525875 -MCM2 PNMA8C 1.4439396535996587 -ATF4 SAA4 1.4435254146172063 -MAP3K2 RELA 1.4431007438570278 -PIK3CA CEACAM19 1.4430185478379889 -VIM TRMT44 1.4428777119679317 -HES1 TMX3 1.4423544732607694 -LANCL2 PNMA8C 1.4422058311825268 -TRAF2 NANOG 1.4421329646515204 -EIF2AK3 RELB 1.4417573212349013 -SNX25 KLF11 1.441380899041873 -RGL1 ZNF687 1.4412395160743259 -MMADHC LRRC36 1.4411035248644557 -TRAF3 JAK2 1.4407049508262704 -MAPK3 TGFBRAP1 1.4406905888499815 -CTNNB1 RMC1 1.4403661910408787 -PIK3CB TMCO4 1.4403297675408961 -FNIP1 RGL1 1.4402156503703338 -RELA B4GALNT3 1.4399441327700095 -CDK1 RHOC 1.4397815346565477 -CASP9 GDPD5 1.4396600087611853 -MARCKSL1 CD200R1L 1.4392098490307121 -CDC20 LANCL2 1.4389603279277101 -KLF11 CHMP4B 1.4388145490988669 -AKT1 TRAF3 1.438401932177557 -RGL1 ANKRD54 1.4383934730898658 -RAF1 EN1 1.4383685992278812 -TRAF6 SNX25 1.4380863860984083 -FNIP1 B4GALNT3 1.437926975430468 -B4GALNT3 RMC1 1.4377404957890154 -JAK2 TYK2 1.4376358885043783 -DVL2 GDPD5 1.4368847400464164 -TYK2 ANKRD54 1.436812477118252 -MCM2 FLNB 1.4365848751688957 -DUSP6 ACTB 1.4360117340833463 -KLF4 MGA 1.435480819770854 -TRAF2 ACY3 1.4354030750473845 -HIF1A CREB1 1.4353440559628632 -CHCHD4 TGFBRAP1 1.433902260320497 -TRAF3 UBAP2L 1.4338820801938683 -NOTCH1 DLL1 1.4332719998403334 -NANOG PTK7 1.4327465671481343 -TBC1D10A NR1I2 1.4327176258259158 -TRAF2 MMADHC 1.4321295403466734 -ATP6V0D1 LANCL2 1.432111401706667 -CHUK POU5F1 1.4314580025634638 -TACR3 SDSL 1.4313706706619227 -CEACAM19 BATF3 1.431093531051812 -ATF6 CBX6 1.4306177519344137 -RYR1 TGFBRAP1 1.430510912783098 -CDH2 CEACAM19 1.4300893749254675 -PTPN7 ATF6 1.4298179317764528 -SP1 RFX8 1.4298110561012574 -MGA PAX5 1.4296586823007846 -AKT1 ZBBX 1.4293289759268375 -CD55 HOMER1 1.4289564297441735 -EN1 HSP90AB1 1.4289262946135435 -LANCL2 SPAG6 1.4282508160039602 -MCM5 HSP90AB1 1.4280582589852897 +TRAF3 JAK2 1.4441362720136406 +GSK3B SHARPIN 1.444045871852586 +MCM2 PNMA8C 1.4439396535996585 +ATF4 SAA4 1.4435254146172065 +CTNNB1 ZNF652 1.4432126224575088 +MAP3K2 RELA 1.443100743857029 +PIK3CA CEACAM19 1.44301854783799 +VIM TRMT44 1.4428777119679326 +HES1 TMX3 1.4423544732607665 +LANCL2 PNMA8C 1.4422058311825257 +TRAF2 NANOG 1.442132964651523 +EIF2AK3 RELB 1.441757321234896 +SNX25 KLF11 1.441380899041874 +RGL1 ZNF687 1.441239516074325 +MMADHC LRRC36 1.4411035248644544 +JAK2 TYK2 1.4408980238642715 +MAPK3 TGFBRAP1 1.440690588849984 +PIK3CB TMCO4 1.440329767540901 +FNIP1 RGL1 1.4402156503703336 +RELA B4GALNT3 1.439944132770006 +CDK1 RHOC 1.4397815346565501 +CASP9 GDPD5 1.4396600087611864 +MARCKSL1 CD200R1L 1.4392098490307124 +CDC20 LANCL2 1.4389603279277103 +KLF11 CHMP4B 1.4388145490988689 +AKT1 TRAF3 1.4384019321775579 +RGL1 ANKRD54 1.438393473089865 +RAF1 EN1 1.4383685992278807 +TRAF6 SNX25 1.4380863860984086 +FNIP1 B4GALNT3 1.4379269754304695 +B4GALNT3 RMC1 1.4370839596607727 +TYK2 ANKRD54 1.4368124771182527 +MCM2 FLNB 1.436584875168892 +DUSP6 ACTB 1.4360117340833427 +KLF4 MGA 1.4354808197708528 +TRAF2 ACY3 1.4354030750473852 +HIF1A CREB1 1.4353440559628605 +CHCHD4 TGFBRAP1 1.4339022603204972 +TRAF3 UBAP2L 1.4338820801938688 +NOTCH1 DLL1 1.4332719998403325 +NANOG PTK7 1.4327465671481352 +TBC1D10A NR1I2 1.4327176258259138 +ATR EVPL 1.4324740707336805 +CHUK POU5F1 1.4323333792072017 +TRAF2 MMADHC 1.4321295403466725 +ATP6V0D1 LANCL2 1.4321114017066683 +TACR3 SDSL 1.4313706706619203 +CEACAM19 BATF3 1.4310935310518111 +ATF6 CBX6 1.4306177519344148 +RYR1 TGFBRAP1 1.4305109127830984 +CDH2 CEACAM19 1.4300893749254666 +PTPN7 ATF6 1.429817931776452 +SP1 RFX8 1.4298110561012567 +MGA PAX5 1.4296586823007837 +AKT1 ZBBX 1.4293289759268368 +CD55 HOMER1 1.4289564297441693 +EN1 HSP90AB1 1.428926294613543 +DVL2 GDPD5 1.4287651403523913 +LANCL2 SPAG6 1.4282508160039595 +MCM5 HSP90AB1 1.4280582589852888 HIF1A JAG1 1.4279666438331675 -IRF9 MGA 1.4278245823890985 -LANCL2 UBAP2L 1.4267021597713587 -RHOC ANKRD49 1.4266787823580744 -ATR EVPL 1.4265184452963549 -CDC20 LRP6 1.4264351800548132 -RAF1 PTPN7 1.4260916690511043 -SHB NME8 1.4258846599633317 -PCNA TBC1D10A 1.4258679927296114 -DPYSL3 NME8 1.4258544916108933 -FOS MMADHC 1.4253798207831039 -PTPN7 SOX2 1.4250202596080213 -LRP6 GEMIN5 1.4248967023350292 -TRAF2 ERBB2 1.424873588626616 -RPTOR STAT3 1.4245222849650763 -FOS ANKRD49 1.4233676179054626 -CDK2 MDH2 1.4231027573470825 -MAP3K7 ATP6V0D1 1.4229307662631785 -CDK1 RGL1 1.422772145774466 -RHOC B4GALNT3 1.4226257415177987 -ADAM17 LIN28A 1.422126064791807 -JAK2 DNAJC30 1.4220606488990533 -BATF3 STAU1 1.4220366794393382 -RELA CS 1.4219951925924585 -SMAD4 MMADHC 1.4218337552880294 -RELA LANCL2 1.42169392944302 +IRF9 MGA 1.4278245823890992 +LANCL2 UBAP2L 1.426702159771359 +RHOC ANKRD49 1.4266787823580773 +CDC20 LRP6 1.4264351800548156 +JAK2 DNAJC30 1.4263314874519029 +RAF1 PTPN7 1.426091669051104 +SHB NME8 1.4258846599633326 +PCNA TBC1D10A 1.425867992729612 +DPYSL3 NME8 1.4258544916108942 +RPTOR STAT3 1.4254042580501578 +FOS MMADHC 1.425379820783103 +PTPN7 SOX2 1.4250202596080206 +LRP6 GEMIN5 1.4248967023350254 +TRAF2 ERBB2 1.424873588626615 +FOS ANKRD49 1.4233676179054657 +CDK2 MDH2 1.423102757347083 +CDK1 RGL1 1.4227721457744644 +RHOC B4GALNT3 1.4226257415178023 +ADAM17 LIN28A 1.4221260647918077 +BATF3 STAU1 1.4220366794393362 +RELA CS 1.4219951925924594 +SMAD4 MMADHC 1.4218337552880307 +RELA LANCL2 1.421693929443013 TAX1BP1 FLNB 1.4216643785562408 -MMADHC HOMER1 1.4216471023886543 +MMADHC HOMER1 1.421647102388656 +STAT1 EVPL 1.4211584300730737 PIK3CA SAA4 1.4207110166026091 -SNX25 TCTN1 1.4204698967339773 -LRP6 FLNB 1.4203286372651858 -CDKN1A FLNB 1.4202846245954241 -GADD45A EGR1 1.4202100431927969 +SNX25 TCTN1 1.4204698967339817 +LRP6 FLNB 1.420328637265187 +CDKN1A FLNB 1.420284624595424 +GADD45A EGR1 1.4202100431927978 PRDM14 ANKRD49 1.4200309484659803 -CASP9 EIF2AK3 1.4191770419026712 -GEMIN5 GUF1 1.418827237585548 -CDC20 CREB1 1.4187975644099846 -MST1R JMJD6 1.4184369127204575 -IRF1 RELA 1.4183889525453695 -MAP3K2 JMJD6 1.4179688437413347 -CDC20 RAF1 1.4178805278516782 -SRF SPATS1 1.4172114297223923 -TRAF6 FOS 1.417020926401619 -ATM SOX2 1.4170085256365814 -CCNB1 CREB1 1.4169412105838342 -ACOT6 ARHGEF4 1.4169275000584274 -ZBTB24 ANKRD49 1.4159898056547677 -MAP3K7 STAU1 1.4159211139602677 -MST1R RGL1 1.4156197156954662 -UBAP2L ITGB5 1.4155959110168144 -PIK3CA SNX25 1.4153110829435218 -STAT1 EVPL 1.4150743299925765 -STAT3 ACOT6 1.4143184312430237 -ITGB5 HSP90AB1 1.4143123003440692 -CDH1 ATF4 1.4139544431514663 -NOTCH1 TYK2 1.4135889984932235 -APC AXIN1 1.4134844160631042 -NFKBIA KIF9 1.4131808075485413 -CTNNB1 KIF9 1.4129858357589042 -RELB ARHGEF4 1.4125802159676148 -FNIP1 RFX8 1.4122233984202996 -B4GALNT3 TMX3 1.4120764821791083 -CHEK2 MVK 1.4120518696847721 -PTEN PPP1R13B 1.4119995870617927 -CDK1 TAX1BP1 1.4119112715753543 -CASP3 NFKBIA 1.4117841203572559 -CD55 MGA 1.4115578808949103 -MMADHC TCTN1 1.411045653850267 -JAG1 SP1 1.4110443883033976 -CDKN1A EGR1 1.4104865173084755 -JUN LRRC36 1.4104392946730326 -BAX SRF 1.4101047678534657 -TP53 FLNB 1.410067307281375 -RYR1 PRTFDC1 1.4098951749101063 -AXIN1 PTK7 1.409783973980654 -PIK3CA IRF9 1.4092559496900317 -GADD45A RYR1 1.4085048535092592 -STAT3 GUF1 1.4084901869281767 -ATP6V0D1 RHOC 1.4083969326256758 -SP1 CD55 1.408383943515908 -STAT1 TMCO4 1.4083762621331417 -NOTCH1 HSP90AB1 1.408225970496078 -FNIP1 TCTN1 1.4079148561623334 -ERBB2 MVK 1.4076854606622258 -MAP3K2 TRMT44 1.4074201332240446 -NOTCH1 ARHGEF4 1.4073265299592557 -CDK2 KIF9 1.4072884995539523 -CDC20 ACOT6 1.406200595681486 -FOXO3 MAPK3 1.4058759473050606 -CTNNB1 CHMP4B 1.405744874545478 -ANKRD54 CBX6 1.4055984796225396 -CREB1 GSK3B 1.4052947778417542 -CCNA2 GSK3B 1.4047587637942938 -FOXO3 SMAD4 1.4047215557198705 -PIK3CA UBQLN2 1.4045782284430082 -MMADHC HEBP2 1.4043344558717563 -TP53 RELA 1.4041391097875424 -FOXO3 RHOC 1.4041287426322913 -BRAF KRAS 1.403778860139504 -CHEK1 MTOR 1.4035711518521607 -ZNF687 MDH2 1.4035345255370566 -CCNB1 PIK3CA 1.4033093200456832 -CDC20 MVK 1.4031779851662103 -ZNF652 PNMA8C 1.4017214843280636 -TCF7L2 EN1 1.4015025695222236 -BAX GUF1 1.400837663241682 -TMX3 RGL1 1.4004428699321185 +CASP9 EIF2AK3 1.4191770419026697 +GEMIN5 GUF1 1.4188272375855466 +CDC20 CREB1 1.4187975644099842 +MST1R JMJD6 1.4184369127204541 +MAP3K7 ATP6V0D1 1.4184045227430468 +IRF1 RELA 1.4183889525453701 +MAP3K2 JMJD6 1.4179688437413298 +CDC20 RAF1 1.4178805278516777 +SRF SPATS1 1.417211429722392 +TRAF6 FOS 1.4170209264016156 +ATM SOX2 1.417008525636578 +CCNB1 CREB1 1.416941210583832 +ACOT6 ARHGEF4 1.4169275000584287 +ZBTB24 ANKRD49 1.415989805654769 +MST1R RGL1 1.4156197156954622 +UBAP2L ITGB5 1.4155959110168155 +PIK3CA SNX25 1.4153110829435231 +STAT3 ACOT6 1.4143184312430248 +ITGB5 HSP90AB1 1.4143123003440712 +CDH1 ATF4 1.4139544431514712 +NOTCH1 TYK2 1.4135889984932242 +APC AXIN1 1.4135408778364336 +NFKBIA KIF9 1.413180807548543 +RELB ARHGEF4 1.4125802159676133 +FNIP1 RFX8 1.412223398420299 +B4GALNT3 TMX3 1.4120764821791105 +CHEK2 MVK 1.4120518696847726 +PTEN PPP1R13B 1.4119995870617936 +CDK1 TAX1BP1 1.4119112715753541 +CASP3 NFKBIA 1.4117841203572579 +CD55 MGA 1.4115578808949099 +MMADHC TCTN1 1.4110456538502651 +JAG1 SP1 1.4110443883033958 +CTNNB1 KIF9 1.410670687609911 +CDKN1A EGR1 1.4104865173084773 +JUN LRRC36 1.4104392946730313 +BAX SRF 1.410104767853465 +TP53 FLNB 1.4100673072813763 +MAP3K7 STAU1 1.4100125754029047 +RYR1 PRTFDC1 1.4098951749101027 +AXIN1 PTK7 1.4097839739806555 +PIK3CA IRF9 1.4092559496900323 +GADD45A RYR1 1.4085048535092575 +STAT3 GUF1 1.4084901869281765 +ATP6V0D1 RHOC 1.4083969326256736 +SP1 CD55 1.4083839435159042 +STAT1 TMCO4 1.408376262133146 +NOTCH1 HSP90AB1 1.4082259704960776 +FNIP1 TCTN1 1.4079148561623356 +ERBB2 MVK 1.407685460662226 +MAP3K2 TRMT44 1.4074201332240472 +NOTCH1 ARHGEF4 1.4073265299592563 +CDK2 KIF9 1.4072884995539545 +CDC20 ACOT6 1.4062005956814874 +FOXO3 MAPK3 1.4058759473050615 +ANKRD54 CBX6 1.4055984796225378 +CREB1 GSK3B 1.4052947778417548 +CCNA2 GSK3B 1.4047587637942893 +FOXO3 SMAD4 1.4047215557198758 +PIK3CA UBQLN2 1.4045782284430088 +MMADHC HEBP2 1.404334455871756 +TP53 RELA 1.4041391097875493 +FOXO3 RHOC 1.4041287426322946 +CTNNB1 CHMP4B 1.4038197429144594 +CHEK1 MTOR 1.4035711518521603 +ZNF687 MDH2 1.4035345255370597 +CCNB1 PIK3CA 1.4033093200456825 +CDC20 MVK 1.4031779851662098 +ZNF652 PNMA8C 1.401721484328063 +TCF7L2 EN1 1.4015025695222232 +BAX GUF1 1.4008376632416828 +TMX3 RGL1 1.4004428699321174 VIM ATF6 1.4001634946021495 -CCNB1 MAP3K2 1.3998780499693757 -IKBKB KIF9 1.3994184180292284 -CASP8 EGFR 1.3993908875020022 -PIK3CB STAT3 1.3991509424237087 -B4GALNT3 TMCO4 1.399111772255551 -PIK3CB ATF6 1.39910234129154 -NANOG LIN28A 1.39880414796079 -HIF1A RACK1 1.3981626197161976 -TBC1D10A TMX3 1.3980100966957518 -KLF11 ANKRD54 1.3976697873429513 -ANKRD49 GDPD5 1.3973043901508226 -TRAF3 TGFBRAP1 1.3968894663838154 -GSK3B DPYSL3 1.3968545200629015 -HES1 SOX2 1.3962790653858739 -MAPK1 RHOC 1.396253617200388 -MKI67 FLNB 1.3960902470823362 -EGFR BATF3 1.396032014329601 -PIK3CA PIK3CB 1.3959089304875956 -EGFR ZBBX 1.3958904075990048 -CALM3 PTK7 1.3957138212247358 -CHEK2 MARCKSL1 1.3954485313005511 -DPPA4 GDPD5 1.3954296770177967 -STAT3 B4GALNT3 1.3953869538493595 -TYK2 FNIP1 1.3944171733681932 -SRF DNAJC30 1.394360721350593 -CCNB2 MKI67 1.3936114437195934 -LANCL2 FLNB 1.3934998400469227 -MAPK3 LRP6 1.3934761801617543 -CHEK1 LARGE1 1.3931030397887312 -CASP3 RACK1 1.3927037603881092 -AKT2 FLNB 1.392611900426024 -RHOC ZNF774 1.3916686802127043 -ZNF652 TRMT44 1.391567759812114 -CALM3 TCTN1 1.3910523265073782 -MVK TAX1BP1 1.3909011169994698 -KLF4 RACK1 1.3903460576063966 +CCNB1 MAP3K2 1.3998780499693793 +BRAF KRAS 1.399731478626606 +IKBKB KIF9 1.399418418029227 +CASP8 EGFR 1.3993908875020014 +PIK3CB STAT3 1.3991509424237092 +B4GALNT3 TMCO4 1.3991117722555477 +PIK3CB ATF6 1.399102341291543 +NANOG LIN28A 1.3988041479607936 +HIF1A RACK1 1.3981626197161954 +TBC1D10A TMX3 1.398010096695753 +KLF11 ANKRD54 1.3976697873429533 +ANKRD49 GDPD5 1.3973043901508242 +TRAF3 TGFBRAP1 1.3968894663838167 +GSK3B DPYSL3 1.396854520062903 +HES1 SOX2 1.3962790653858728 +MAPK1 RHOC 1.3962536172003894 +MKI67 FLNB 1.3960902470823358 +EGFR BATF3 1.3960320143295992 +PIK3CA PIK3CB 1.3959089304875967 +EGFR ZBBX 1.3958904075990022 +CALM3 PTK7 1.3957138212247369 +CHEK2 MARCKSL1 1.3954485313005465 +DPPA4 GDPD5 1.3954296770178019 +STAT3 B4GALNT3 1.395386953849357 +TYK2 FNIP1 1.3944171733681954 +SRF DNAJC30 1.3943607213505929 +CCNB2 MKI67 1.3936114437195926 +LANCL2 FLNB 1.393499840046923 +MAPK3 LRP6 1.3934761801617548 +CHEK1 LARGE1 1.3931030397887298 +CASP3 RACK1 1.3927037603881114 +AKT2 FLNB 1.3926119004260238 +RHOC ZNF774 1.3916686802127 +ZNF652 TRMT44 1.3915677598121157 +CALM3 TCTN1 1.3910523265073804 +MVK TAX1BP1 1.390901116999468 +NANOG RMC1 1.3904116890192715 +KLF4 RACK1 1.390346057606393 +RMC1 HOMER1 1.3900835619576137 BAD CLCN3 1.389967988069819 -PTEN IRF9 1.3899122976630762 -CASP3 CDH2 1.3895213488100608 -TCF7L2 PAX5 1.3892006873978209 -SHARPIN MSLN 1.3888130253482684 -NANOG RMC1 1.3886607979790846 -CDK2 JUN 1.3886465152916723 -MAP3K14 RACK1 1.3882895257700087 -AKT1 MGA 1.388132191365763 +PTEN IRF9 1.389912297663077 +CASP3 CDH2 1.389521348810061 +TCF7L2 PAX5 1.38920068739782 +SHARPIN MSLN 1.3888130253482673 +CDK2 JUN 1.3886465152916756 +MAP3K14 RACK1 1.3882895257700083 +AKT1 MGA 1.3881321913657603 MAP3K14 NR1I2 1.3879123328814806 -HES1 ATF6 1.387888322319432 -RMC1 HOMER1 1.387419484774663 -ATF4 CALM3 1.387374550956265 -MKI67 CASP3 1.3871482092943446 -CHMP4B GDPD5 1.3870352139904272 -PRDM14 ATP6V0D1 1.3860539405190868 -ACTB GDPD5 1.385903940079167 -ATR NFKB1 1.3857928041235423 -CREB1 FLNB 1.385638992739906 -PCNA TP53 1.385615731666403 -IKBKG HEBP2 1.3853859086353995 -IRF9 B4GALNT3 1.385385576316989 -EIF2AK3 CDH1 1.3851752525413488 -MTOR SLC25A38 1.3835346595762938 -CDH2 RACK1 1.382854912463431 -AKT2 GEMIN5 1.3823685631411038 -DPYSL3 CHMP4B 1.3822131962466038 -SRF MDH2 1.3820531261665236 -FAS RYR1 1.381802703432667 -ACY3 DPYSL3 1.3814378289012668 -HEBP2 PNMA8C 1.3814228340067867 -HES1 PRTFDC1 1.3813411273783982 -STAU1 ZNF687 1.3809935276782301 -MCM2 DVL2 1.3809357818087336 -CHUK GDPD5 1.3808457702313912 -CCNB2 NME1 1.3805413006773957 -IKBKG GDPD5 1.3804816348214546 -SRF MAP3K7 1.380323481446056 -TCEA3 TRMT44 1.3799377722362909 -DPYSL3 MMADHC 1.379875750557427 -PIK3CB SHB 1.379679087918514 +HES1 ATF6 1.3878883223194334 +ATF4 CALM3 1.387374550956267 +MKI67 CASP3 1.3871482092943463 +CHMP4B GDPD5 1.387035213990428 +PRDM14 ATP6V0D1 1.3860539405190864 +ACTB GDPD5 1.3859039400791684 +ATR NFKB1 1.3857928041235432 +CREB1 FLNB 1.3856389927399044 +PCNA TP53 1.385615731666402 +IKBKG HEBP2 1.3853859086353992 +IRF9 B4GALNT3 1.3853855763169904 +EIF2AK3 CDH1 1.3851752525413454 +MTOR SLC25A38 1.3835346595762932 +CDH2 RACK1 1.3828549124634288 +AKT2 GEMIN5 1.382368563141103 +DPYSL3 CHMP4B 1.3822131962466053 +SRF MDH2 1.3820531261665212 +FAS RYR1 1.3818027034326663 +ACY3 DPYSL3 1.3814378289012659 +HEBP2 PNMA8C 1.3814228340067862 +HES1 PRTFDC1 1.3813411273783962 +STAU1 ZNF687 1.380993527678231 +CHUK GDPD5 1.3808457702313934 +CCNB2 NME1 1.3805413006773943 +IKBKG GDPD5 1.3804816348214588 +TCEA3 TRMT44 1.3799377722362913 +DPYSL3 MMADHC 1.3798757505574286 +PIK3CB SHB 1.379679087918516 EGR1 SUB1 1.3792842242081278 -RELA CBX6 1.3792122337127604 -SMAD4 DNAJC30 1.3791878730135563 -PTPN7 DVL2 1.3790981433139713 -EIF2AK3 LIN28A 1.3784967900288556 -CCNA2 ACOT6 1.3784618790068748 -APC PTK7 1.378215338953111 -RBPJ CD55 1.3780248085195999 -CREB1 RELA 1.3780102657323534 -ACTB UNC13D 1.377734030153373 -DUSP6 SGCB 1.3776047626050991 -BRAF STAT1 1.3773224168686726 -CHEK2 BAX 1.3770771908217447 -CCNA2 STAU1 1.3769877509044004 -STAU1 MID2 1.3768587044521374 -PTEN RYR1 1.3766225277685837 -BAD FNIP1 1.3765505901012522 -SOX2 SPATS1 1.3760606494506646 -CDH1 RHOC 1.3757152660316752 -CDH2 B4GALNT3 1.375655760356946 -SRF ITGB5 1.375266450681997 +RELA CBX6 1.37921223371276 +SMAD4 DNAJC30 1.3791878730135565 +PTPN7 DVL2 1.3790981433139706 +EIF2AK3 LIN28A 1.3784967900288565 +CCNA2 ACOT6 1.378461879006876 +RBPJ CD55 1.3780248085195979 +CREB1 RELA 1.378010265732353 +ACTB UNC13D 1.3777340301533743 +DUSP6 SGCB 1.3776047626051005 +BRAF STAT1 1.377322416868674 +CHEK2 BAX 1.3770771908217438 +CCNA2 STAU1 1.3769877509043995 +SRF MAP3K7 1.3769665453137248 +STAU1 MID2 1.3768587044521385 +PTEN RYR1 1.376622527768584 +BAD FNIP1 1.3765505901012571 +RMC1 TMCO4 1.376449209803094 +APC PTK7 1.376089679839373 +SOX2 SPATS1 1.3760606494506642 +CDH1 RHOC 1.3757152660316743 +CDH2 B4GALNT3 1.3756557603569406 +SRF ITGB5 1.3752664506819954 ADAM17 MGA 1.3752085951351425 -RMC1 TMCO4 1.3751904841229743 -HIF1A SMAD4 1.375035478851504 -SLC26A4 CHMP4B 1.3748883213368017 -GEMIN5 TGFBRAP1 1.3745406526274409 -NFKBIA ZFP42 1.37441207485723 -SMAD4 SUB1 1.37440484167502 -IKBKB CDH2 1.3743845414702995 -KRAS SRF 1.374353160407711 -PCNA MAP3K2 1.3742499955547287 -DUSP6 CDH2 1.37414104338309 -PTEN TRAF3 1.3739601270530302 -CHEK2 HOMER1 1.3729950548839616 -DPYSL3 TBC1D10A 1.3729796319617757 -PTEN CBX6 1.3725836005291003 -SOX2 ITGB5 1.3718738614905546 -CCNB2 HOMER1 1.3718133103395573 -NANOG CDH1 1.3715575312679285 -AKT1 IRF9 1.3710780482109535 -EGR1 B3GAT2 1.370838283438959 -PCNA SMAD4 1.370502472562238 -B4GALNT3 RFX8 1.3702611869853483 -B4GALNT3 TGFBRAP1 1.3698940640814194 -IKBKG SUB1 1.36972135600459 -BAX ITGB5 1.3696865031772192 -CHEK1 RACK1 1.3696527339450206 -AKT1 JAG1 1.369459483503329 -BAX CLCN3 1.3693235737758909 -SOCS3 TACR3 1.368962253302154 -ERBB2 SUB1 1.3686804294237844 -CHUK PTK7 1.3682115922415254 -CASP3 MAPK3 1.3681869164357299 -CHEK1 CDH1 1.3681306288738233 -CASP8 TMCO4 1.3680948133819226 -JAG1 TMX3 1.3678930864048573 -MDM2 CS 1.3673686287334375 -AXIN1 SLC26A4 1.3673105167561719 -FNIP1 UBAP2L 1.3672051379521741 -RMC1 RFX8 1.3671344934766436 -EIF2AK3 MYC 1.3667971994418433 -AKT1 IDH3B 1.366671881265209 -UBQLN2 CBX6 1.3665155352261384 -NANOG RACK1 1.3663618721843966 +HIF1A SMAD4 1.3750354788515047 +SLC26A4 CHMP4B 1.3748883213368028 +GEMIN5 TGFBRAP1 1.37454065262744 +NFKBIA ZFP42 1.3744120748572302 +SMAD4 SUB1 1.3744048416750203 +IKBKB CDH2 1.3743845414702989 +PCNA MAP3K2 1.3742499955547303 +DUSP6 CDH2 1.3741410433830878 +PTEN TRAF3 1.3739601270530295 +CHEK2 HOMER1 1.3729950548839553 +DPYSL3 TBC1D10A 1.3729796319617773 +KRAS SRF 1.3728012001103924 +PTEN CBX6 1.372583600529099 +SOX2 ITGB5 1.371873861490555 +CCNB2 HOMER1 1.3718133103395547 +NANOG CDH1 1.3715575312679276 +AKT1 IRF9 1.3710780482109541 +EGR1 B3GAT2 1.3708382834389583 +PCNA SMAD4 1.3705024725622403 +B4GALNT3 RFX8 1.3702611869853476 +MCM2 DVL2 1.3700305592438042 +B4GALNT3 TGFBRAP1 1.3698940640814212 +IKBKG SUB1 1.369721356004592 +BAX ITGB5 1.3696865031772203 +CHEK1 RACK1 1.3696527339450224 +AKT1 JAG1 1.3694594835033278 +BAX CLCN3 1.3693235737758918 +SOCS3 TACR3 1.368962253302155 +ERBB2 SUB1 1.3686804294237847 +CHUK PTK7 1.3682115922415272 +CASP3 MAPK3 1.3681869164357316 +CHEK1 CDH1 1.3681306288738222 +CASP8 TMCO4 1.3680948133819184 +JAG1 TMX3 1.3678930864048562 +RMC1 SASS6 1.3677324860381361 +MDM2 CS 1.3673686287334401 +AXIN1 SLC26A4 1.3673105167561728 +FNIP1 UBAP2L 1.3672051379521748 +RMC1 RFX8 1.367134493476643 +EIF2AK3 MYC 1.3667971994418395 +AKT1 IDH3B 1.3666718812652092 +UBQLN2 CBX6 1.366515535226138 +NANOG RACK1 1.3663618721843964 TRAF6 KLF11 1.366048557714594 -PTK7 FLNB 1.3659544964879755 -RELB SUB1 1.365928131654481 -JMJD6 LRRC36 1.3655850605846689 -MARCKSL1 LANCL2 1.3653809901328093 +PTK7 FLNB 1.365954496487975 +RELB SUB1 1.3659281316544811 +JMJD6 LRRC36 1.3655850605846676 +MARCKSL1 LANCL2 1.3653809901328058 MDM2 ZBBX 1.365179246479887 -PIK3CA PPP1R13B 1.364939072202811 -MST1R PPP1R13B 1.3648920219540863 -FOS KCNJ8 1.3645495916047163 -RFX8 ANKRD49 1.3645066038448228 -SNX25 PAX5 1.3643956198418656 -CTNNB1 ATF4 1.3642153851518464 -RMC1 SASS6 1.364167498347524 -GADD45A SASS6 1.3641269509961376 -ADAM17 SP1 1.3640752421758766 -PRDM14 HEBP2 1.363953686678757 -BCL2 ZNF774 1.3634066959135873 -BAX DPPA4 1.3628985359202677 -MAP3K2 TGFBRAP1 1.3624424526489283 -BRAF NOTCH1 1.361743248909845 -DUSP6 SUB1 1.3616129501012169 -BAD DPPA4 1.3615504624973565 -CHUK PRTFDC1 1.3614452501035346 -HIF1A MVK 1.361061893992392 -IRF1 EGFR 1.360927741302451 -MCM2 ACY3 1.36080091792572 -TRAF3 JUN 1.36061771002998 -TP53 NANOG 1.3605678796665817 -TRAF6 MVK 1.3602515613035902 -PIK3CB RMC1 1.359969888123944 -STAU1 RGL1 1.359547184342967 -STAT1 TAX1BP1 1.3595391328465587 -SP1 MGAT4B 1.3594753549619008 -TRAF6 ATF6 1.3594603778201912 +PIK3CA PPP1R13B 1.3649390722028119 +MST1R PPP1R13B 1.3648920219540834 +FOS KCNJ8 1.3645495916047141 +RFX8 ANKRD49 1.3645066038448221 +SNX25 PAX5 1.364395619841865 +GADD45A SASS6 1.3641269509961356 +ADAM17 SP1 1.3640752421758746 +PRDM14 HEBP2 1.3639536866787572 +BCL2 ZNF774 1.3634066959135855 +CTNNB1 ATF4 1.3633923120022946 +PIK3CB RMC1 1.3633760049810217 +BAX DPPA4 1.362898535920262 +MAP3K2 TGFBRAP1 1.3624424526489278 +BRAF NOTCH1 1.3617432489098447 +DUSP6 SUB1 1.3616129501012155 +BAD DPPA4 1.3615504624973547 +CHUK PRTFDC1 1.3614452501035321 +HIF1A MVK 1.361061893992393 +IRF1 EGFR 1.3609277413024499 +MCM2 ACY3 1.3608009179257192 +TRAF3 JUN 1.3606177100299823 +TP53 NANOG 1.3605678796665808 +TRAF6 MVK 1.360251561303588 +STAU1 RGL1 1.3595471843429658 +STAT1 TAX1BP1 1.359539132846561 +SP1 MGAT4B 1.3594753549619 +TRAF6 ATF6 1.3594603778201892 FOS MID2 1.3593700087446579 -SUB1 TMCO4 1.3589646448160573 +SUB1 TMCO4 1.3589646448160568 MGAT4B SLC25A38 1.3588958025691582 -CDK2 DVL2 1.3580761887676562 -TP53 APC 1.3573768077417396 -IRF9 ZNF687 1.3562863282057995 -TCEA3 TBC1D10A 1.3561137713674927 -SPATS1 FNIP1 1.355973594325203 -PRDM14 ATF6 1.3555575120229606 -SOX2 SASS6 1.355533681034164 -ZBTB24 PRTFDC1 1.3555081923944736 -CASP8 ATF6 1.355440467550902 -PPP1R13B ZNF687 1.3552645037001796 -FOS KIF9 1.3551271232663953 -KLF4 TCTN1 1.3551258257522363 -IKBKB PRTFDC1 1.3550539830772332 -GADD45A PIK3CB 1.3546042323628242 -CDKN1A CASP3 1.354476402496034 -ATR PIK3CA 1.3534146491400683 -LRP6 DPYSL3 1.3533592372336565 -FLNB HOMER1 1.3533299831966938 -PCNA CLCN3 1.35287887927435 -HES1 ITGB5 1.3526741609192452 -SOX2 HSP90AB1 1.3526705548504403 -KRAS TRAF6 1.352414895918199 -AKT1 TCTN1 1.3519365776070429 -DVL2 CD55 1.3517509128076177 -SOCS3 TCTN1 1.351684050186121 -RYR1 ZNF687 1.3509777009991395 -CASP3 SOCS3 1.3502919177423265 -ATM MDM2 1.35000346359788 -CDH2 UBQLN2 1.3484930372167825 -CCNA2 FLNB 1.3482296942738496 +TP53 APC 1.3569714204845225 +IRF9 ZNF687 1.3562863282058013 +TCEA3 TBC1D10A 1.3561137713674933 +SPATS1 FNIP1 1.3559735943252025 +PRDM14 ATF6 1.355557512022965 +SOX2 SASS6 1.3555336810341652 +ZBTB24 PRTFDC1 1.3555081923944707 +CASP8 ATF6 1.3554404675509009 +PPP1R13B ZNF687 1.3552645037001798 +FOS KIF9 1.3551271232663995 +KLF4 TCTN1 1.3551258257522376 +IKBKB PRTFDC1 1.355053983077237 +GADD45A PIK3CB 1.3546042323628262 +CDKN1A CASP3 1.354476402496037 +ATR PIK3CA 1.3534146491400658 +LRP6 DPYSL3 1.3533592372336585 +FLNB HOMER1 1.3533299831966923 +PCNA CLCN3 1.3528788792743514 +CDK2 DVL2 1.3527793026428696 +HES1 ITGB5 1.3526741609192512 +SOX2 HSP90AB1 1.3526705548504385 +AKT1 TCTN1 1.3519365776070464 +SOCS3 TCTN1 1.3516840501861231 +DVL2 CD55 1.3515126680317664 +RYR1 ZNF687 1.3509777009991393 +CASP3 SOCS3 1.3502919177423294 +ATM MDM2 1.3500034635978813 +CDH2 UBQLN2 1.3484930372167805 +CCNA2 FLNB 1.3482296942738474 CREB1 TACR3 1.3479923448618165 PIK3CA PNMA8C 1.3477172191299658 -ATM CHCHD4 1.3474197837916704 -CDH2 CXCL17 1.3472036621519976 -BRAF DVL2 1.347147279402518 -SOCS3 SGCB 1.3470858244780939 -STAT3 MID2 1.3468521553473403 -CDK2 TAX1BP1 1.3468427122605637 -MAPK1 TMX3 1.3468340284081979 -KIF9 PRTFDC1 1.3466417636676977 -CDC20 CLCN3 1.346360679909317 -PIK3CB MDH2 1.3460867354870365 -IRF1 MARCKSL1 1.3460789630750565 +ATM CHCHD4 1.347419783791671 +KRAS TRAF6 1.347281705638458 +CDH2 CXCL17 1.347203662151997 +SOCS3 SGCB 1.3470858244780954 +STAT3 MID2 1.3468521553473405 +CDK2 TAX1BP1 1.3468427122605644 +MAPK1 TMX3 1.346834028408199 +KIF9 PRTFDC1 1.3466417636677002 +CDC20 CLCN3 1.3463606799093168 +PIK3CB MDH2 1.3460867354870378 +IRF1 MARCKSL1 1.3460789630750558 MAP3K2 CD55 1.3459019342779528 -CD200R1L CLCN3 1.3457595028114595 -KRAS MMADHC 1.3455230296254643 +CD200R1L CLCN3 1.34575950281146 MAPK1 STAT3 1.3446851369134183 -BRAF KIF9 1.344490767592563 -CASP9 PTPN7 1.3440910271998958 -JUN STAU1 1.3440900747150364 -FNDC7 PRTFDC1 1.3439991560902562 -B3GAT2 CHCHD4 1.3439811063977276 -CHUK SLC26A4 1.3433961253155549 -AKT1 TYK2 1.3427696840889767 -CDK2 NME8 1.342734785484183 -LRP6 HES1 1.3426205499380706 -KLF11 TRMT44 1.3426053738778438 -ATR ARHGEF28 1.3421818255740194 -TAX1BP1 DNAJC30 1.3416705793604045 -HSP90AB1 HOMER1 1.3411450717485398 -AKT1 PRTFDC1 1.3405724056607198 -RAF1 LIN28A 1.3405406837791116 -JAG1 HOMER1 1.3403370753173434 -CALM3 GDPD5 1.3400744573031307 +BRAF KIF9 1.3444907675925606 +CASP9 PTPN7 1.3440910271998956 +JUN STAU1 1.3440900747150388 +FNDC7 PRTFDC1 1.3439991560902578 +B3GAT2 CHCHD4 1.3439811063977267 +BRAF DVL2 1.343611874665087 +CHUK SLC26A4 1.343396125315556 +KRAS MMADHC 1.3432724416449404 +AKT1 TYK2 1.3427696840889773 +CDK2 NME8 1.3427347854841838 +LRP6 HES1 1.3426205499380668 +KLF11 TRMT44 1.342605373877847 +ATR ARHGEF28 1.3421818255740203 +TAX1BP1 DNAJC30 1.3416705793604051 +HSP90AB1 HOMER1 1.3411450717485378 +AKT1 PRTFDC1 1.3405724056607187 +RAF1 LIN28A 1.3405406837791118 +JAG1 HOMER1 1.3403370753173405 +CALM3 GDPD5 1.3400744573031322 FOS LANCL2 1.3395255030448388 -SOX2 CDH2 1.3391925544809924 -CAB39L TGFBRAP1 1.3391546163021126 -TYK2 ARHGEF28 1.3391163586195887 -DPYSL3 TGFBRAP1 1.338680421415111 -LRP6 ZNF687 1.338578284259238 +SOX2 CDH2 1.3391925544809882 +CAB39L TGFBRAP1 1.3391546163021135 +TYK2 ARHGEF28 1.33911635861959 +DPYSL3 TGFBRAP1 1.3386804214151122 +LRP6 ZNF687 1.3385782842592384 KLF4 GATA2 1.338374266971432 -IDH3B UBQLN2 1.338269189290308 -CASP3 CD200R1L 1.337756414580009 -NANOG IDH3B 1.3375790007492765 -RELB RYR1 1.337514478307252 -CBX6 MDH2 1.3374270797841483 -DVL2 MGA 1.3369483660390058 -CLCN3 MVK 1.336687268148973 -CDK2 EN1 1.3366747307110542 -TP53 NME8 1.3363562193771523 -CREB1 RHOC 1.3362386427245423 -RMC1 TCTN1 1.3357686527493242 -CAB39L NR1I2 1.3356641192860825 -GADD45A TGFBRAP1 1.3354399406034132 -IRF1 ARHGEF4 1.3344414165366107 +IDH3B UBQLN2 1.3382691892903071 +CASP3 CD200R1L 1.3377564145800096 +NANOG IDH3B 1.3375790007492767 +RELB RYR1 1.3375144783072552 +CBX6 MDH2 1.3374270797841556 +DVL2 MGA 1.3373930756487526 +RMC1 TCTN1 1.3373745558542518 +CLCN3 MVK 1.3366872681489719 +CDK2 EN1 1.3366747307110538 +TP53 NME8 1.336356219377153 +CREB1 RHOC 1.3362386427245454 +CAB39L NR1I2 1.3356641192860814 +GADD45A TGFBRAP1 1.3354399406034114 +DVL2 TRAF2 1.3351947637244574 +IRF1 ARHGEF4 1.3344414165366127 UBAP2L DNAJC30 1.333738464424563 -AKT1 UBQLN2 1.3335154555592599 -DLL1 KLF11 1.3333168407929064 -DVL2 TRAF2 1.332965254890808 -ATM ACOT6 1.3328688290237132 -MYC NR1I2 1.3328236919129486 -AKT1 CDH2 1.332694818368784 -MAP3K14 DPPA4 1.3326481499634362 -MKI67 CLCN3 1.3324576785724398 -MTOR CDH1 1.3320216809313188 -FOXO3 KLF4 1.3319870448928994 -NFKBIA RFX8 1.3318565504204605 -EIF2AK3 GDPD5 1.3315837166600875 -ATF6 MID2 1.3315200271315915 -GUF1 FLNB 1.331347029570943 -MAP3K7 TYK2 1.3308904091952194 -AXIN1 KLF11 1.3305564583740337 -MAPK3 RYR1 1.3304796744442744 -UBAP2L GEMIN5 1.3298749668453818 -DPPA4 MVK 1.3290942605053773 -MCM2 SRF 1.3290065306278294 -CDKN1A EIF2AK3 1.328917397481708 -PCNA JAG1 1.3284789376282926 -KLF4 TMX3 1.328347791638144 -UBAP2L TGFBRAP1 1.328343117996773 -GADD45A DNAJC30 1.3279375960994262 -CDK2 MKI67 1.3275790277070993 -SNX25 BATF3 1.327186362796067 -ZNF652 SPAG6 1.3268076792920218 -TRAF2 TRAF6 1.3267705729094157 -CDK1 B4GALNT3 1.3267242193164261 -CCNB1 REL 1.326716964853687 -SMAD4 SNX25 1.326243895495014 -STAT1 GEMIN5 1.3260360003528553 -AKT2 NME1 1.3256320766676248 -BCL2 ACTB 1.325337938797793 -IDH3B FLNB 1.3249767559815258 -DLL1 TGFBRAP1 1.324680102950542 -RBPJ HEBP2 1.3246583165670087 -TP53 SRF 1.3245521414768409 -CASP9 DLL1 1.3243591747020438 -NOTCH1 ACOT6 1.323722221171532 -IKBKB ATF6 1.3237216661618632 -MAP3K7 ARHGEF28 1.3233655147661918 -MTOR KCNJ8 1.3233514285949597 -JAK2 FNIP1 1.32335139260732 +AKT1 UBQLN2 1.33351545555926 +DLL1 KLF11 1.3333168407929057 +ATM ACOT6 1.3328688290237145 +MYC NR1I2 1.3328236919129484 +AKT1 CDH2 1.3326948183687808 +MAP3K14 DPPA4 1.3326481499634366 +MKI67 CLCN3 1.3324576785724405 +MTOR CDH1 1.3320216809313181 +FOXO3 KLF4 1.3319870448929 +NFKBIA RFX8 1.3318565504204598 +EIF2AK3 GDPD5 1.3315837166600863 +ATF6 MID2 1.331520027131593 +GUF1 FLNB 1.331347029570944 +AXIN1 KLF11 1.3305564583740357 +MAPK3 RYR1 1.3304796744442742 +UBAP2L GEMIN5 1.3298749668453813 +DPPA4 MVK 1.3290942605053797 +MCM2 SRF 1.329006530627828 +CDKN1A EIF2AK3 1.3289173974817068 +JAK2 FNIP1 1.3285581254602135 +PCNA JAG1 1.328478937628295 +KLF4 TMX3 1.3283477916381432 +UBAP2L TGFBRAP1 1.3283431179967748 +GADD45A DNAJC30 1.3279375960994253 +CDK2 MKI67 1.3275790277071016 +MAP3K7 ARHGEF28 1.3273081549436727 +SNX25 BATF3 1.3271863627960676 +ZNF652 SPAG6 1.326807679292021 +TRAF2 TRAF6 1.3267705729094164 +CDK1 B4GALNT3 1.3267242193164224 +CCNB1 REL 1.3267169648536863 +SMAD4 SNX25 1.3262438954950162 +STAT1 GEMIN5 1.326036000352854 +AKT2 NME1 1.3256320766676202 +BCL2 ACTB 1.3253379387977924 +IDH3B FLNB 1.3249767559815246 +DLL1 TGFBRAP1 1.3246801029505408 +RBPJ HEBP2 1.3246583165670058 +TP53 SRF 1.3245521414768395 +CASP9 DLL1 1.3243591747020422 +NOTCH1 ACOT6 1.3237222211715334 +IKBKB ATF6 1.323721666161863 +MTOR KCNJ8 1.3233514285949566 EGR1 DNAJC30 1.3232676007431143 -BRAF TMX3 1.3232600208311835 +BRAF TMX3 1.3232600208311887 CREB1 CEACAM19 1.323077319128235 -MAPK1 IRF9 1.322485237992584 -GSK3B PTK7 1.322424294106167 -SGCB PTK7 1.3220914450400216 +MAPK1 IRF9 1.3224852379925855 +GSK3B PTK7 1.3224242941061664 +SGCB PTK7 1.3220914450400192 GSK3B SP1 1.3220221450798744 -MCM5 B3GAT2 1.321731332282918 -CLCN3 CBX6 1.321608023401136 -DLL1 RHOC 1.321438116223031 -TRAF6 PRTFDC1 1.32138515995328 -IKBKG ZYG11A 1.321026723146563 -GADD45A TYK2 1.3208858037290165 -MAP3K7 CD200R1L 1.3199590104010364 -DPPA4 GEMIN5 1.3195915307193453 -CASP9 MST1R 1.3194717791270725 -PRDM14 GDPD5 1.3193549777477211 -CCNB2 CHUK 1.3191602146708452 -CTNNB1 SHB 1.3191345984347418 -HIF1A MID2 1.3189579221767618 -CHEK1 ZBTB24 1.3189251421192474 -FAS TMCO4 1.3186795299800642 -KLF11 ZBTB24 1.3183598479656826 -APC CHCHD4 1.318292307456486 -CCNB2 CREB1 1.3180988734687185 -MARCKSL1 ACOT6 1.3178945581806785 -MAP3K7 CHCHD4 1.3178640480196224 -MCM2 MDH2 1.3177942583605797 -PTEN CTNNB1 1.317706444854975 -BCL2L11 SP1 1.317614214666003 -POU5F1 GUF1 1.3176093918086655 +MCM5 B3GAT2 1.3217313322829172 +CLCN3 CBX6 1.3216080234011411 +DLL1 RHOC 1.3214381162230313 +TRAF6 PRTFDC1 1.3213851599532789 +IKBKG ZYG11A 1.3210267231465629 +GADD45A TYK2 1.3208858037290154 +MAP3K7 TYK2 1.3205780313775388 +POU5F1 GUF1 1.3205300870248735 +MAP3K7 CD200R1L 1.3199590104010366 +APC CHCHD4 1.3196979729178262 +DPPA4 GEMIN5 1.3195915307193442 +CASP9 MST1R 1.3194717791270698 +PRDM14 GDPD5 1.319354977747722 +CTNNB1 SHB 1.3191746093508032 +CCNB2 CHUK 1.3191602146708474 +HIF1A MID2 1.3189579221767638 +CHEK1 ZBTB24 1.3189251421192467 +FAS TMCO4 1.3186795299800638 +KLF11 ZBTB24 1.3183598479656837 +CCNB2 CREB1 1.3180988734687167 +PTEN CTNNB1 1.3179696655101802 +MARCKSL1 ACOT6 1.3178945581806798 +MCM2 MDH2 1.3177942583605757 +BCL2L11 SP1 1.317614214666001 EGR1 MMADHC 1.3173668241447711 -CDC20 MDM2 1.3173089515533745 -GADD45A BATF3 1.3171146611778943 -SP1 CDH2 1.3167014718512553 +CDC20 MDM2 1.317308951553376 +MAP3K7 CHCHD4 1.3171177752851924 +GADD45A BATF3 1.3171146611778912 +SP1 CDH2 1.3167014718512489 BCL2L11 MYC 1.3165412272599222 -KLF4 SP1 1.3165312188976688 -AKT1 KCNJ8 1.3164790893057208 -MTOR LRRC36 1.3162769120184594 -SOX2 EGR1 1.316158805515205 -TP53 FNDC7 1.3161261014182701 -IKBKG DPYSL3 1.3159055010281822 -MARCKSL1 SNX25 1.3152991967739633 -RACK1 TMCO4 1.3150478574203497 -CDK2 DUSP6 1.3149456470222247 -SHARPIN BATF3 1.3145014227305383 -ZFP42 SPATS1 1.3142510246028318 -CDC20 LARGE1 1.31386295246408 -CCNB2 ADAM17 1.313597742716103 -DVL2 EVPL 1.3132891146891348 -KRAS MARCKSL1 1.3131920829913009 -DPPA4 MARCKSL1 1.3131639833447508 -TRAF6 TRMT44 1.3126675085596313 -PTEN B4GALNT3 1.3125429817272674 -SOCS3 SMAD4 1.3122455295528888 -CBX6 TMCO4 1.312052760538426 -RACK1 CBX6 1.3117860929302765 -KLF4 PRTFDC1 1.3116933320679054 -CHUK CBX6 1.3115914841652705 -PIK3CB IDH3B 1.311474428223586 -PRDM14 RGL1 1.3108963477120916 -HES1 SP1 1.310892061055864 -FOS RACK1 1.3104611074085342 -JAG1 MARCKSL1 1.31041465600232 -JMJD6 MSLN 1.3103611854345536 -CALM3 TGFBRAP1 1.3102786824177586 -SOCS3 GDPD5 1.3095970335176639 -MAP3K7 IDH3B 1.3093789015884911 -RMC1 RGL1 1.3093401045094664 -PTEN TACR3 1.3085007634455321 -CDK1 SP1 1.3084948856268683 -CDH2 DPYSL3 1.3079941699036477 -CHEK2 CXCL17 1.3079661681480879 -RPTOR MMADHC 1.3077766542846638 -PIK3CA CTNNB1 1.307675660699313 -MAP3K2 IRF9 1.3076343344068606 -CDH1 HEBP2 1.3075127092044427 -ATF4 SUB1 1.3067747491385429 -BAD NFKB1 1.3065113281532066 -PRDM14 KLF11 1.3064408315136882 -MCM2 SOX2 1.3057766023513369 -MAP3K2 RMC1 1.3057684926782782 -EVPL PRTFDC1 1.305593235253867 -MST1R ANKRD49 1.3055663981141377 -CREB1 RPTOR 1.30544211011081 -RELA EGFR 1.3053048833518623 -APC KLF4 1.3049770342371825 -EIF2AK3 NR1I2 1.3048942976127318 -BAD NANOG 1.3044347599244788 -BCL2 FOXO3 1.304293025607818 -NANOG ERBB2 1.303921329456556 -RMC1 ARHGEF4 1.3034866163481087 -JUN ZNF687 1.3029554765643114 -UBQLN2 ITGB5 1.3028933457718257 -NANOG CLCN3 1.3024935651134388 -GADD45A UBAP2L 1.3019996480302793 -BAD VIM 1.3017023149347537 -BCL2 SOX2 1.3013358228736542 -CASP3 PIK3CA 1.3012320781875562 -ZFP42 MDH2 1.3009390741901379 -CCNB1 NME1 1.3008988384434503 +KLF4 SP1 1.3165312188976674 +AKT1 KCNJ8 1.31647908930572 +MTOR LRRC36 1.316276912018458 +SOX2 EGR1 1.3161588055152043 +TP53 FNDC7 1.316126101418272 +IKBKG DPYSL3 1.3159055010281837 +MARCKSL1 SNX25 1.3152991967739627 +RACK1 TMCO4 1.315047857420349 +CDK2 DUSP6 1.3149456470222214 +SHARPIN BATF3 1.3145014227305334 +ZFP42 SPATS1 1.3142510246028314 +CDC20 LARGE1 1.3138629524640786 +CCNB2 ADAM17 1.3135977427161056 +RMC1 RGL1 1.3135126609682086 +DPPA4 MARCKSL1 1.3131639833447484 +TRAF6 TRMT44 1.312667508559628 +PTEN B4GALNT3 1.3125429817272682 +SOCS3 SMAD4 1.3122455295528896 +EVPL PRTFDC1 1.3120922332506106 +CBX6 TMCO4 1.3120527605384245 +RACK1 CBX6 1.311786092930279 +KLF4 PRTFDC1 1.3116933320679027 +CHUK CBX6 1.3115914841652703 +PIK3CB IDH3B 1.311474428223589 +PRDM14 RGL1 1.3108963477120905 +HES1 SP1 1.3108920610558619 +FOS RACK1 1.310461107408533 +JAG1 MARCKSL1 1.3104146560023167 +JMJD6 MSLN 1.3103611854345532 +CALM3 TGFBRAP1 1.3102786824177592 +KRAS MARCKSL1 1.3102137383960044 +SOCS3 GDPD5 1.3095970335176665 +MAP3K2 RMC1 1.3092479598363873 +RPTOR MMADHC 1.308530934058739 +PTEN TACR3 1.3085007634455346 +CDK1 SP1 1.308494885626867 +CDH2 DPYSL3 1.307994169903647 +CHEK2 CXCL17 1.3079661681480872 +RMC1 ARHGEF4 1.307905402690671 +MAP3K2 IRF9 1.307634334406862 +CDH1 HEBP2 1.307512709204438 +ATF4 SUB1 1.306774749138544 +CREB1 RPTOR 1.3066069216240261 +BAD NFKB1 1.3065113281532088 +PRDM14 KLF11 1.306440831513689 +MCM2 SOX2 1.3057766023513357 +MST1R ANKRD49 1.3055663981141392 +RELA EGFR 1.3053048833518615 +EIF2AK3 NR1I2 1.3048942976127298 +MAP3K7 IDH3B 1.3046962300537766 +BAD NANOG 1.3044347599244794 +BCL2 FOXO3 1.304293025607819 +RMC1 MGA 1.3039946120545647 +NANOG ERBB2 1.303921329456558 +APC KLF4 1.3030447754729686 +JUN ZNF687 1.3029554765643128 +UBQLN2 ITGB5 1.3028933457718266 +NANOG CLCN3 1.3024935651134373 +MYC EVPL 1.3024450408188877 +GADD45A UBAP2L 1.3019996480302778 +BAD VIM 1.3017023149347555 +BCL2 SOX2 1.301335822873654 +CASP3 PIK3CA 1.3012320781875584 +ZFP42 MDH2 1.3009390741901383 +CCNB1 NME1 1.3008988384434481 CDH1 CLCN3 1.3007224818432241 -RMC1 MGA 1.300187448354224 -FNDC7 ANKRD54 1.2999688879422926 -MAPK1 UBQLN2 1.2995324903491579 -MAP3K2 MST1R 1.299517430764968 -JMJD6 TGFBRAP1 1.299473022377197 -CXCL17 ARHGEF4 1.2983012632218214 -CASP3 KIF9 1.298140417957761 -RPTOR REL 1.297989291425644 -MAP3K2 ITGB5 1.2979055689088226 -VIM CXCL17 1.297814840019509 -CAB39L PRTFDC1 1.2977474074555109 +FNDC7 ANKRD54 1.2999688879422944 +MAPK1 UBQLN2 1.2995324903491576 +MAP3K2 MST1R 1.2995174307649655 +JMJD6 TGFBRAP1 1.2994730223771924 +PIK3CA CTNNB1 1.2987218585059812 +CXCL17 ARHGEF4 1.298301263221821 +CASP3 KIF9 1.2981404179577642 +MAP3K2 ITGB5 1.2979055689088255 +RPTOR REL 1.2978254597471963 +VIM CXCL17 1.2978148400195084 +CAB39L PRTFDC1 1.2977474074555129 LRP6 RFX8 1.2974745919669501 -HES1 ANKRD49 1.2973698477787154 -KIF9 NR1I2 1.297231000784492 -DPYSL3 STAU1 1.2971984483812293 -LRP6 NME1 1.2971742990053847 -HIF1A ATP6V0D1 1.296036556217641 -CD55 GEMIN5 1.295936234223367 -BCL2L11 NANOG 1.2959085277753373 -FNIP1 HOMER1 1.295772042487144 -MYC EVPL 1.2956873875441284 -TRAF3 MID2 1.295588624011273 -NOTCH1 HES1 1.295103281677432 -GDPD5 MID2 1.2949824534771188 -CCNB1 MID2 1.2947112143526238 -CTNNB1 CALM3 1.294573946143941 -AKT1 SMAD4 1.2936593011044883 -MAPK1 KRAS 1.2934839105321103 -PCNA RBPJ 1.2931624067883316 -CTNNB1 SGCB 1.2925242383490196 -JAG1 STAT1 1.292089486708823 -RELB RACK1 1.2919195622310262 -TP53 ATF6 1.2917499515265667 -TCEA3 STAU1 1.2916651547143803 -TCF7L2 TAX1BP1 1.291452350960113 -IRF1 JMJD6 1.291397365106685 -NME1 TGFBRAP1 1.2911677229697032 -RAF1 PRTFDC1 1.2902790643490871 -SOX2 MVK 1.2901219876164316 -CDK1 ZFP42 1.290016273288297 -PTPN7 UBQLN2 1.2898903079209216 -ZBTB24 ARHGEF4 1.2898038447857372 -MMADHC SGCB 1.2896992329402341 -STAT1 FOS 1.2895567967741186 -EVPL RMC1 1.28930882775877 -PIK3CB KLF11 1.2892094557285696 -RELB MGA 1.288869662987005 -PTPN7 LANCL2 1.2888534976937542 -CASP9 NR1I2 1.2887786187965014 -GATA2 ZNF652 1.287797756077968 -UBAP2L TAX1BP1 1.2876579593197217 -RELA JUN 1.2874530660242287 -ANKRD49 SPAG6 1.287297473938934 -BCL2 RBPJ 1.2872147287412212 -CCNB2 CDKN1A 1.2872051256220507 -STAT1 ANKRD54 1.2871685094993113 -GADD45A BCL2L11 1.2870265011498287 -CDH1 DNAJC30 1.286328093414516 -AKT1 LARGE1 1.2862544366764659 -CHEK1 SOX2 1.2859792680763678 -MCM2 RBPJ 1.2858170602606582 -APC SPATS1 1.2857307605317414 -LANCL2 KCNJ8 1.285255685996967 -ATP6V0D1 GUF1 1.2851171807610962 -ATP6V0D1 GEMIN5 1.2845961707906726 +HES1 ANKRD49 1.2973698477787166 +KIF9 NR1I2 1.2972310007844932 +DPYSL3 STAU1 1.2971984483812278 +LRP6 NME1 1.2971742990053867 +CTNNB1 CALM3 1.2963002414254716 +HIF1A ATP6V0D1 1.2960365562176408 +CD55 GEMIN5 1.2959362342233647 +BCL2L11 NANOG 1.2959085277753388 +FNIP1 HOMER1 1.2957720424871406 +TRAF3 MID2 1.2955886240112742 +NOTCH1 HES1 1.2951032816774322 +GDPD5 MID2 1.2949824534771213 +CCNB1 MID2 1.2947112143526276 +CTNNB1 SGCB 1.2945184763430113 +AKT1 SMAD4 1.293659301104489 +PCNA RBPJ 1.293162406788334 +JAG1 STAT1 1.2920894867088244 +RELB RACK1 1.2919195622310284 +TP53 ATF6 1.2917499515265685 +TCEA3 STAU1 1.2916651547143807 +TCF7L2 TAX1BP1 1.2914523509601141 +IRF1 JMJD6 1.2913973651066848 +NME1 TGFBRAP1 1.2911677229697056 +MAPK1 KRAS 1.2903283695982894 +RAF1 PRTFDC1 1.290279064349085 +SOX2 MVK 1.29012198761643 +CDK1 ZFP42 1.2900162732882958 +PTPN7 UBQLN2 1.2898903079209212 +ZBTB24 ARHGEF4 1.289803844785739 +MMADHC SGCB 1.2896992329402353 +STAT1 FOS 1.2895567967741195 +PIK3CB KLF11 1.2892094557285736 +RELB MGA 1.2888696629870073 +PTPN7 LANCL2 1.2888534976937533 +CASP9 NR1I2 1.2887786187965022 +GATA2 ZNF652 1.2877977560779679 +UBAP2L TAX1BP1 1.2876579593197206 +RELA JUN 1.2874530660242307 +ANKRD49 SPAG6 1.2872974739389331 +BCL2 RBPJ 1.2872147287412223 +CCNB2 CDKN1A 1.2872051256220518 +STAT1 ANKRD54 1.28716850949931 +GADD45A BCL2L11 1.2870265011498274 +APC SASS6 1.2865311804236628 +CDH1 DNAJC30 1.2863280934145147 +AKT1 LARGE1 1.2862544366764654 +CHEK1 SOX2 1.2859792680763669 +MCM2 RBPJ 1.2858170602606596 +APC SPATS1 1.285730760531741 +LANCL2 KCNJ8 1.2852556859969644 +ATP6V0D1 GUF1 1.285117180761095 +ATP6V0D1 GEMIN5 1.2845961707906715 NOTCH1 LIN28A 1.2844523575908822 -KLF11 MVK 1.284291867278273 -APC SASS6 1.2841968607269423 -MAP3K7 DPYSL3 1.2838791590650016 -CCNB2 PTK7 1.283689811646662 -RBPJ HOMER1 1.2826965592256123 -MAPK1 MGA 1.2824711156321889 -LRP6 SAA4 1.2823348857016836 -PCNA PIK3CB 1.2823034123448238 -CDK2 NANOG 1.2822650456335043 -MTOR UBQLN2 1.2819485092767406 -CASP9 NFKBIA 1.281903753014166 -EIF2AK3 SOCS3 1.2816865537983964 -BAD RFX8 1.2814044408817706 -ERBB2 CHMP4B 1.281295847236902 -TCF7L2 RBPJ 1.2812659959087012 -BAX MMADHC 1.2802090725284399 -MAP3K14 CAB39L 1.279467750166184 -BATF3 MDH2 1.2794047842127185 -STAT1 SMAD4 1.2794046903492384 -FAS NR1I2 1.2790250172787772 -TCF7L2 FNIP1 1.2781428427419728 -HEBP2 LARGE1 1.2780806300685044 -MYC LANCL2 1.2780648201004796 -ATM SOCS3 1.2777722210157134 -MCM2 SGCB 1.2772565784327883 -PTEN RELB 1.2771966309632061 -AKT2 LARGE1 1.276547030438107 -MKI67 FNIP1 1.27629799828599 +KLF11 MVK 1.2842918672782708 +CCNB2 PTK7 1.2836898116466613 +RBPJ HOMER1 1.2826965592256114 +MAPK1 MGA 1.282471115632195 +LRP6 SAA4 1.2823348857016839 +PCNA PIK3CB 1.282303412344827 +CDK2 NANOG 1.2822650456335045 +MTOR UBQLN2 1.281948509276736 +CASP9 NFKBIA 1.2819037530141635 +EIF2AK3 SOCS3 1.281686553798392 +BAD RFX8 1.28140444088177 +ERBB2 CHMP4B 1.2812958472369078 +TCF7L2 RBPJ 1.281265995908702 +MAP3K7 DPYSL3 1.2803475894051068 +BAX MMADHC 1.280209072528436 +MAP3K14 CAB39L 1.2794677501661844 +BATF3 MDH2 1.2794047842127172 +STAT1 SMAD4 1.2794046903492406 +FAS NR1I2 1.2790250172787763 +TCF7L2 FNIP1 1.2781428427419725 +HEBP2 LARGE1 1.2780806300685028 +MYC LANCL2 1.2780648201004785 +ATM SOCS3 1.2777722210157128 +MCM2 SGCB 1.2772565784327898 +PTEN RELB 1.2771966309632083 +AKT2 LARGE1 1.2765470304381064 +MKI67 FNIP1 1.276297998285989 CD200R1L TAX1BP1 1.275893453923196 -PTEN TYK2 1.2754464688259577 +PTEN TYK2 1.2754464688259572 MAPK3 MDH2 1.2754075241560663 -RBPJ EGR1 1.2753726640319083 -NANOG MGAT4B 1.275297405122878 -CDH1 CHCHD4 1.27518119898909 -STAT3 ZYG11A 1.2750730971410575 -PIK3CA CD55 1.2747910075072741 -CASP9 MAPK1 1.274470209909027 -REL ATP6V0D1 1.2740566888163545 -EGFR SDSL 1.2738833854059648 -MAPK3 IDH3B 1.2734181196197245 -PRDM14 NME1 1.273400434494719 -KRAS SUB1 1.2733707262457419 +RBPJ EGR1 1.275372664031906 +NANOG MGAT4B 1.2752974051228783 +CDH1 CHCHD4 1.2751811989890844 +STAT3 ZYG11A 1.2750730971410584 +PIK3CA CD55 1.2747910075072753 +CASP9 MAPK1 1.274470209909023 +REL ATP6V0D1 1.2740566888163576 +EGFR SDSL 1.273883385405964 +MAPK3 IDH3B 1.273418119619726 +PRDM14 NME1 1.2734004344947185 CDC20 TGFBRAP1 1.2733136173042 -ATF6 ACOT6 1.2731458726833784 -HIF1A SGCB 1.2728218975572538 -BCL2 JMJD6 1.2727615003151904 -TRAF6 RHOC 1.2727070064628654 -JAK2 HSP90AB1 1.2723847127045147 -RELA DPPA4 1.2721149185269152 -MAPK1 MARCKSL1 1.2720447890656668 -TRAF3 HEBP2 1.2719793888122197 -HIF1A KRAS 1.2712207817277938 -BCL2L11 NFKB1 1.2710782149759141 -UBQLN2 ANKRD54 1.2703865160640075 -POU5F1 FLNB 1.2703289744421136 -ATF6 PTK7 1.2701900200814444 -CCNB1 CALM3 1.269785891922548 -BRAF REL 1.2697134787829414 -CDK1 UBQLN2 1.2696201394960176 -RAF1 MAP3K7 1.2691944594031928 -MCM5 TACR3 1.2691884463061338 -CASP8 FAS 1.2688470099898426 -REL KLF4 1.2686966774066377 -DPPA4 ATF6 1.2686550845010185 +ATF6 ACOT6 1.27314587268338 +HIF1A SGCB 1.2728218975572554 +BCL2 JMJD6 1.2727615003151893 +TRAF6 RHOC 1.2727070064628638 +KRAS SUB1 1.272565373246385 +RELA DPPA4 1.2721149185269127 +MAPK1 MARCKSL1 1.2720447890656648 +TRAF3 HEBP2 1.2719793888122195 +HIF1A KRAS 1.2712497446160311 +BCL2L11 NFKB1 1.271078214975916 +UBQLN2 ANKRD54 1.2703865160640055 +ATF6 PTK7 1.2701900200814442 +CCNB1 CALM3 1.269785891922547 +BRAF REL 1.2697134787829405 +CDK1 UBQLN2 1.2696201394960167 +MCM5 TACR3 1.2691884463061367 +CASP8 FAS 1.2688470099898457 +POU5F1 FLNB 1.2687601271405988 +REL KLF4 1.2686966774066373 +DPPA4 ATF6 1.2686550845010156 +RAF1 MAP3K7 1.2683158954537481 VIM EGFR 1.2682618644340515 -CREB1 PAX5 1.2680491699419123 -SLC25A38 PNMA8C 1.267546162165421 -RAF1 IKBKB 1.2674179186579475 -MAP3K14 PIK3CA 1.2672678256985004 -IRF9 FNIP1 1.2671570529029024 -DLL1 HEBP2 1.2671503913913706 -ANKRD49 TCTN1 1.2671119672977043 -PIK3CA GATA2 1.267074447241812 +CREB1 PAX5 1.268049169941911 +SLC25A38 PNMA8C 1.2675461621654223 +RAF1 IKBKB 1.2674179186579473 +MAP3K14 PIK3CA 1.2672678256985 +IRF9 FNIP1 1.2671570529029046 +DLL1 HEBP2 1.2671503913913689 +ANKRD49 TCTN1 1.2671119672977063 +PIK3CA GATA2 1.2670744472418123 BAX SASS6 1.2670080405767512 -RHOC UNC13D 1.2669338615047872 -ATP6V0D1 ZNF687 1.266771436046299 -BRAF PTK7 1.266282425337698 +RHOC UNC13D 1.2669338615047885 +ATP6V0D1 ZNF687 1.2667714360462967 +BRAF PTK7 1.2662824253376967 ATF4 CBX6 1.2660171171638477 -EGFR ATF6 1.2658782201490046 -RFX8 PRTFDC1 1.2658084636878877 -BAD SUB1 1.2652962063926474 -EGFR TCTN1 1.2648053851303147 -PRDM14 ZNF774 1.264689253784259 -ATP6V0D1 ZNF774 1.2645578176871357 -BCL2 FAS 1.264243293512295 -MAP3K7 MTOR 1.2637446626795015 -CHUK LIN28A 1.262699501411904 +EGFR ATF6 1.2658782201490044 +RFX8 PRTFDC1 1.2658084636878872 +BAD SUB1 1.2652962063926458 +EGFR TCTN1 1.2648053851303134 +PRDM14 ZNF774 1.2646892537842556 +ATP6V0D1 ZNF774 1.2645578176871344 +BCL2 FAS 1.2642432935122945 +MAP3K7 MTOR 1.2632636843231464 +CHUK LIN28A 1.2626995014119073 MCM2 SLC25A38 1.2624753292894053 -TRAF3 CBX6 1.2622513055708675 -GSK3B LRRC36 1.262049057297321 -VIM ZNF652 1.2612078062032726 -NOTCH1 RGL1 1.2608501373630459 -ATF6 GUF1 1.2607561653880779 -IKBKB FLNB 1.2607402911765178 -JMJD6 FNIP1 1.260427163370514 -CASP9 RBPJ 1.2602360848328373 -BRAF FNDC7 1.2600822979620878 -ZFP42 RHOC 1.2600428338955487 -IDH3B KCNJ8 1.2595542269410305 -NANOG SGCB 1.2595246899132657 -SP1 JMJD6 1.2595078690587083 -RHOC RMC1 1.2592013830305155 -CDK1 CLCN3 1.2589500810243344 -TP53 KRAS 1.2583156897163568 -MYC RACK1 1.2576076836203387 -ZBBX SHB 1.257511691456951 -PIK3CA ZNF774 1.2569251521622657 -UNC13D GUF1 1.2567180710367023 -RELB GDPD5 1.2566427021942466 -LIN28A TACR3 1.2564032820523074 -TP53 MGAT4B 1.256325405803572 -CXCL17 FLNB 1.25631214469391 -DUSP6 MARCKSL1 1.255973094724972 -PIK3CA ANKRD54 1.2558540335428405 -IDH3B RMC1 1.2558272183243548 -SOCS3 BATF3 1.2557794965750528 -HES1 JMJD6 1.255671751792442 -JAK2 B4GALNT3 1.2554432520835026 -LANCL2 RGL1 1.2552921199829896 -SMAD4 STAU1 1.2551792963379174 -TRAF2 RMC1 1.2550798824489697 -RAF1 CDH1 1.254852840004263 -NOTCH1 ZNF687 1.2546797077612892 -BRAF CD200R1L 1.2544989183806887 -PTEN STAU1 1.2540014435526121 -DPPA4 B3GAT2 1.2539214339363733 -BCL2L11 RELA 1.2538764734837258 -CDKN1A POU5F1 1.2537908988325155 -MAP3K7 HES1 1.2537625126261036 -PIK3CA MGA 1.2536579140537139 -LANCL2 MID2 1.2536501942087295 -CALM3 MVK 1.2534409861704727 -CDK2 BCL2L11 1.2530275449065928 -RAF1 SHARPIN 1.2526469101105382 -ZFP42 ACY3 1.2524076275175073 -MCM2 NR1I2 1.2520776477558537 -RBPJ JAK2 1.2520492337243745 -MAP3K2 EGR1 1.2520000893236103 -RAF1 MDH2 1.2519847321607942 -MAPK1 FLNB 1.2512983308273562 -MDM2 DPYSL3 1.2508242169296078 -ATP6V0D1 FNDC7 1.2505513333490044 -ARHGEF4 CS 1.250364712351129 -GADD45A BCL2 1.2496697919381552 -CDH1 KIF9 1.2496662830333556 -CALM3 ZNF687 1.2492710773298574 -STAT1 MARCKSL1 1.2491125266732914 -CASP9 ATF6 1.2490488218397366 +TRAF3 CBX6 1.2622513055708702 +GSK3B LRRC36 1.2620490572973198 +RHOC RMC1 1.2618036932129173 +VIM ZNF652 1.261207806203272 +NOTCH1 RGL1 1.2608501373630445 +ATF6 GUF1 1.260756165388079 +IKBKB FLNB 1.260740291176514 +JAK2 B4GALNT3 1.260589898488876 +JMJD6 FNIP1 1.2604271633705137 +CASP9 RBPJ 1.2602360848328371 +BRAF FNDC7 1.2600822979620891 +ZFP42 RHOC 1.260042833895549 +TRAF2 RMC1 1.2596779360978658 +IDH3B KCNJ8 1.2595542269410314 +NANOG SGCB 1.2595246899132662 +SP1 JMJD6 1.2595078690587065 +CDK1 CLCN3 1.2589500810243366 +IDH3B RMC1 1.258768212840699 +TP53 KRAS 1.2585832354180277 +RBPJ JAK2 1.2582373689544544 +MYC RACK1 1.2576076836203374 +ZBBX SHB 1.2575116914569495 +PIK3CA ZNF774 1.2569251521622633 +UNC13D GUF1 1.2567180710367036 +RELB GDPD5 1.256642702194246 +LIN28A TACR3 1.2564032820523099 +TP53 MGAT4B 1.2563254058035729 +CXCL17 FLNB 1.2563121446939098 +DUSP6 MARCKSL1 1.2559730947249677 +PIK3CA ANKRD54 1.2558540335428408 +SOCS3 BATF3 1.2557794965750522 +HES1 JMJD6 1.2556717517924403 +CDKN1A POU5F1 1.2554311133944303 +LANCL2 RGL1 1.255292119982989 +SMAD4 STAU1 1.255179296337917 +RAF1 CDH1 1.2548528400042651 +NOTCH1 ZNF687 1.2546797077612917 +BRAF CD200R1L 1.2544989183806892 +PTEN STAU1 1.2540014435526123 +DPPA4 B3GAT2 1.2539214339363725 +BCL2L11 RELA 1.2538764734837282 +PIK3CA MGA 1.2536579140537134 +LANCL2 MID2 1.2536501942087315 +CALM3 MVK 1.2534409861704743 +CDK2 BCL2L11 1.2530275449065942 +RAF1 SHARPIN 1.2526469101105349 +ZFP42 ACY3 1.2524076275175064 +MCM2 NR1I2 1.2520776477558524 +MAP3K2 EGR1 1.2520000893236112 +RAF1 MDH2 1.2519847321607944 +MAPK1 FLNB 1.2512983308273546 +MDM2 DPYSL3 1.2508242169296107 +MAP3K7 HES1 1.2506024534157802 +ATP6V0D1 FNDC7 1.250551333349006 +ARHGEF4 CS 1.2503647123511303 +GADD45A BCL2 1.2496697919381548 +CDH1 KIF9 1.2496662830333558 +CTNNB1 GEMIN5 1.2495163183944353 +CALM3 ZNF687 1.2492710773298585 +STAT1 MARCKSL1 1.2491125266732923 +CASP9 ATF6 1.2490488218397362 SAA4 DNAJC30 1.2490334293433933 -FLNB LARGE1 1.2485285003947282 -CASP9 SNX25 1.2484833130916584 -MCM2 CS 1.2484316720035924 -CD55 TCTN1 1.2482486112204585 -RAF1 TCF7L2 1.2481958140763 +MKI67 CTNNB1 1.2486227617381305 +FLNB LARGE1 1.2485285003947288 +CASP9 SNX25 1.2484833130916588 +MCM2 CS 1.2484316720035942 +CD55 TCTN1 1.2482486112204634 +RAF1 TCF7L2 1.2481958140763008 SOCS3 ACTB 1.248100722151206 -MAPK3 ZBTB24 1.2479602779315668 -ACTB FLNB 1.2478797974800588 -MKI67 CTNNB1 1.2476066040165288 -MGAT4B BATF3 1.2473199092738567 -BRAF RELA 1.2468607955830644 -SUB1 MDH2 1.2467889808454036 -CTNNB1 GEMIN5 1.2466952038192214 -CHUK RFX8 1.2466165346950269 -HIF1A MAP3K7 1.24618772615895 -LRP6 DLL1 1.24610321206929 -MCM5 VIM 1.246081785420846 -CCNA2 TRAF6 1.2456089655950933 -STAT3 KLF11 1.2455386445131866 -BCL2L11 RAF1 1.245507413882691 -DVL2 ANKRD49 1.2453922008835345 -UBAP2L FLNB 1.2453497255212809 -MDM2 LRP6 1.2453491543222364 -BATF3 CXCL17 1.2448398852746367 -BAX EGR1 1.2446772071472882 -KRAS CLCN3 1.2446229768177914 -CCNA2 KLF4 1.2444387964348176 -IRF9 CAB39L 1.244173292715454 -CASP8 SOCS3 1.2438317904390401 -TACR3 ZNF774 1.2431014006953653 -ATM UBAP2L 1.2428015591384791 -MCM2 BCL2L11 1.2424901612042352 -SMAD4 SASS6 1.2424794412829885 -DVL2 STAT1 1.242472621439617 -BCL2L11 MGAT4B 1.2422533063866121 -TRAF6 CDH2 1.242237184979603 -BCL2L11 PIK3CA 1.242031201212951 -MDM2 LANCL2 1.2419992697639624 -DVL2 KCNJ8 1.2417987353975897 -CCNB1 HES1 1.2417039122822653 -JUN LARGE1 1.241617393112445 -APC ADAM17 1.2415845819993132 -NR1I2 GDPD5 1.2412576640552053 -PTPN7 MTOR 1.2407924534763934 -CCNB1 ZBBX 1.2406034106907708 -MAPK3 TMX3 1.2405215364507045 -CDKN1A LANCL2 1.2401259580376163 -RPTOR PAX5 1.2399918414941713 -BAD SRF 1.2397465353590282 -LRP6 UBQLN2 1.2396141477066427 -RPTOR ATP6V0D1 1.2395952507959427 -ZNF687 DNAJC30 1.2394806008713128 -CASP8 EGR1 1.239477095531738 -SMAD4 PTK7 1.2391925314212207 -CCNA2 ANKRD54 1.238956758832935 -TP53 GEMIN5 1.238886843994588 -CTNNB1 CD200R1L 1.2388865453786808 -CLCN3 RYR1 1.2380988954665746 -ERBB2 ANKRD49 1.2380020335747046 -CCNB2 NME8 1.2378503230252833 -FOXO3 CHCHD4 1.237834681632522 -CDC20 NME1 1.2370520891655554 -PTEN CXCL17 1.2370157822880903 -DVL2 CAB39L 1.2366741161263533 -RAF1 AKT2 1.236467193558411 -HEBP2 FLNB 1.2364282706731335 -HES1 KLF4 1.2363616840143572 -CREB1 TBC1D10A 1.2362547342345076 -PIK3CA STAT3 1.2357494851101873 -IKBKB NR1I2 1.2353454640450117 -GSK3B IKBKB 1.2352931176160855 -AKT2 LRP6 1.2352838023755601 -NFKB1 ZNF687 1.2350258073832203 -BATF3 SASS6 1.2349329197798804 -NME1 CXCL17 1.2348177961219589 -EGFR FNIP1 1.2347901326171988 -IDH3B MMADHC 1.2347170438181385 -POU5F1 CBX6 1.2341551290966297 -SRF NME8 1.2340210009933834 -RYR1 GEMIN5 1.233807450073799 -MDM2 CALM3 1.2337781972055715 -KRAS DPPA4 1.233654639008441 -ATR CDH2 1.2332571312967786 +MAPK3 ZBTB24 1.2479602779315686 +ACTB FLNB 1.247879797480062 +MGAT4B BATF3 1.247319909273857 +BRAF RELA 1.2468607955830624 +SUB1 MDH2 1.2467889808454038 +CHUK RFX8 1.246616534695026 +LRP6 DLL1 1.2461032120692888 +MCM5 VIM 1.2460817854208435 +KRAS CLCN3 1.2456423814124935 +CCNA2 TRAF6 1.245608965595095 +STAT3 KLF11 1.2455386445131864 +BCL2L11 RAF1 1.2455074138826938 +DVL2 KCNJ8 1.2454362999486914 +UBAP2L FLNB 1.24534972552128 +MDM2 LRP6 1.2453491543222392 +APC ADAM17 1.2450820077038405 +HIF1A MAP3K7 1.2449388990722479 +BATF3 CXCL17 1.2448398852746363 +BAX EGR1 1.2446772071472902 +CCNA2 KLF4 1.244438796434815 +IRF9 CAB39L 1.2441732927154567 +DVL2 ANKRD49 1.2438961768499137 +CASP8 SOCS3 1.2438317904390421 +DVL2 STAT1 1.2435909526093354 +TACR3 ZNF774 1.2431014006953622 +ATM UBAP2L 1.2428015591384818 +MCM2 BCL2L11 1.2424901612042356 +SMAD4 SASS6 1.2424794412829883 +BCL2L11 MGAT4B 1.2422533063866124 +TRAF6 CDH2 1.2422371849796001 +BCL2L11 PIK3CA 1.2420312012129482 +MDM2 LANCL2 1.241999269763965 +RPTOR ATP6V0D1 1.2419044959202203 +CCNB1 HES1 1.2417039122822642 +JUN LARGE1 1.241617393112441 +NR1I2 GDPD5 1.241257664055206 +PTPN7 MTOR 1.240792453476393 +CCNB1 ZBBX 1.2406034106907682 +MAPK3 TMX3 1.2405215364507065 +CDKN1A LANCL2 1.2401259580376178 +RPTOR PAX5 1.2399918414941709 +DVL2 CAB39L 1.2399203181322125 +BAD SRF 1.2397465353590267 +LRP6 UBQLN2 1.239614147706643 +ZNF687 DNAJC30 1.2394806008713122 +CASP8 EGR1 1.239477095531737 +SMAD4 PTK7 1.2391925314212193 +CCNA2 ANKRD54 1.238956758832933 +TP53 GEMIN5 1.238886843994586 +CTNNB1 CD200R1L 1.238886545378681 +CLCN3 RYR1 1.2380988954665753 +ERBB2 ANKRD49 1.2380020335747062 +CCNB2 NME8 1.2378503230252842 +FOXO3 CHCHD4 1.2378346816325214 +CDC20 NME1 1.2370520891655548 +PTEN CXCL17 1.2370157822880898 +RAF1 AKT2 1.2364671935584113 +HEBP2 FLNB 1.2364282706731324 +HES1 KLF4 1.236361684014359 +CREB1 TBC1D10A 1.236254734234508 +PIK3CA STAT3 1.2357494851101847 +POU5F1 CBX6 1.235488132433775 +IKBKB NR1I2 1.2353454640450108 +GSK3B IKBKB 1.23529311761609 +AKT2 LRP6 1.2352838023755608 +KRAS DPPA4 1.2352380313756839 +NFKB1 ZNF687 1.2350258073832208 +BATF3 SASS6 1.234932919779883 +NME1 CXCL17 1.2348177961219584 +EGFR FNIP1 1.2347901326171995 +IDH3B MMADHC 1.2347170438181403 +SRF NME8 1.2340210009933843 +RYR1 GEMIN5 1.2338074500737946 +MDM2 CALM3 1.233778197205571 +ATR CDH2 1.2332571312967788 CDK1 PNMA8C 1.23289772160688 -JUN SNX25 1.2327585192214754 -FOXO3 TCTN1 1.232441347559337 -MMADHC CBX6 1.2324319669621833 -ITGB5 TAX1BP1 1.232282686518164 -FNIP1 ANKRD54 1.2322749911084891 -CD55 MSLN 1.2322098840423625 -RELB SP1 1.2321381494883572 -KCNJ8 CBX6 1.2320685834672314 -ZYG11A ANKRD49 1.2318333095430392 -HIF1A CEACAM19 1.2317594536979894 +JUN SNX25 1.2327585192214785 +FOXO3 TCTN1 1.2324413475593412 +MMADHC CBX6 1.2324319669621817 +ITGB5 TAX1BP1 1.2322826865181653 +FNIP1 ANKRD54 1.2322749911084907 +CD55 MSLN 1.232209884042362 +RELB SP1 1.2321381494883563 +KCNJ8 CBX6 1.2320685834672311 +ZYG11A ANKRD49 1.2318333095430383 +HIF1A CEACAM19 1.2317594536979872 +EIF2AK3 POU5F1 1.231734218234246 IKBKG UBAP2L 1.2314741195824648 -IKBKG RFX8 1.2314302491707847 -ZFP42 SLC25A38 1.2310466273245495 -KLF4 SLC26A4 1.2308667519383365 -EIF2AK3 POU5F1 1.2302674037151182 -CCNB2 MAP3K14 1.2297638175958594 -PTEN RELA 1.229725486232199 -ATM POU5F1 1.2295116685814445 -CDKN1A SHB 1.2291745533727583 -NANOG MVK 1.2290929916062487 -IKBKG TCTN1 1.2287204255516777 -CDC20 ARHGEF4 1.2281461505409528 -DVL2 TCTN1 1.2273788566097157 +IKBKG RFX8 1.231430249170784 +ZFP42 SLC25A38 1.231046627324549 +KLF4 SLC26A4 1.2308667519383374 +ATM POU5F1 1.2308490224320374 +CCNB2 MAP3K14 1.2297638175958598 +PTEN RELA 1.2297254862322018 +POU5F1 ATF4 1.2292826569704365 +CDKN1A SHB 1.2291745533727587 +NANOG MVK 1.229092991606251 +IKBKG TCTN1 1.2287204255516795 +CDC20 ARHGEF4 1.228146150540953 PTEN DNAJC30 1.2273442382400601 -POU5F1 ATF4 1.22715941025662 -CTNNB1 PRTFDC1 1.2271126189951722 -MCM2 LANCL2 1.2269699340789955 -EIF2AK3 DPPA4 1.2265456915166095 -CDH2 LANCL2 1.2262742870719185 -GADD45A CD200R1L 1.226251592195151 -CDK2 HES1 1.2258931838467586 -FNIP1 DNAJC30 1.225719711524734 -KIF9 SPAG6 1.2255964546587046 -BAX CALM3 1.2253592260099126 -NFKBIA SPATS1 1.2249679633890562 -GATA2 SHARPIN 1.2247925464706808 -B4GALNT3 ANKRD49 1.2247299409704273 -MYC SUB1 1.2245960580211313 -STAT3 FOS 1.2244433726196278 -CD55 CXCL17 1.2242575106192508 -GSK3B FLNB 1.2240607645252588 -NOTCH1 LANCL2 1.2238376281949404 -CHEK2 MMADHC 1.2238373509620173 -EGFR SGCB 1.2236780355968113 -NOTCH1 RFX8 1.2236505527248214 -TYK2 ARHGEF4 1.2236136410083847 -CDK2 POU5F1 1.2235485551770175 -MMADHC STAU1 1.2234754723361014 -SOX2 TAX1BP1 1.2231531127651927 -ADAM17 SOX2 1.2228470876339392 -CD200R1L MDH2 1.2226344074905162 -TRAF6 MST1R 1.2226195313258357 -MYC B4GALNT3 1.2221169510731007 -CDC20 PPP1R13B 1.2215863107829052 +MCM2 LANCL2 1.2269699340789966 +CTNNB1 PRTFDC1 1.2266694063359804 +EIF2AK3 DPPA4 1.2265456915166115 +CDH2 LANCL2 1.226274287071915 +GADD45A CD200R1L 1.2262515921951513 +CDK2 HES1 1.2258931838467573 +JAK2 SHB 1.2257838672056391 +FNIP1 DNAJC30 1.2257197115247354 +KIF9 SPAG6 1.2255964546587037 +BAX CALM3 1.2253592260099084 +NFKBIA SPATS1 1.2249679633890553 +GATA2 SHARPIN 1.2247925464706797 +B4GALNT3 ANKRD49 1.2247299409704315 +DVL2 TCTN1 1.2247132134639833 +KRAS RPTOR 1.2246544572170863 +MYC SUB1 1.2245960580211306 +STAT3 FOS 1.224443372619623 +CD55 CXCL17 1.2242575106192501 +GSK3B FLNB 1.2240607645252612 +NOTCH1 LANCL2 1.2238376281949426 +CHEK2 MMADHC 1.2238373509620208 +EGFR SGCB 1.223678035596812 +NOTCH1 RFX8 1.2236505527248207 +TYK2 ARHGEF4 1.2236136410083867 +CDK2 POU5F1 1.223591430362178 +MMADHC STAU1 1.2234754723360985 +SOX2 TAX1BP1 1.2231531127651925 +ADAM17 SOX2 1.2228470876339381 +CD200R1L MDH2 1.2226344074905167 +TRAF6 MST1R 1.2226195313258332 +MYC B4GALNT3 1.2221169510730985 +RPTOR RBPJ 1.2219871068967538 +CDC20 PPP1R13B 1.221586310782906 NFKBIA GATA2 1.2215610914444228 -TYK2 SMAD4 1.221245550670785 -HIF1A MGAT4B 1.2212235303450603 -TAX1BP1 HOMER1 1.220887024550383 -KLF11 HEBP2 1.2208777399553314 -JUN RGL1 1.2203871178467518 -TACR3 FLNB 1.220103366033935 -GSK3B RFX8 1.220001299266641 -CHUK TRMT44 1.2195685869734747 -BCL2 KLF4 1.2194783686963284 +TYK2 SMAD4 1.2212455506707849 +HIF1A MGAT4B 1.2212235303450607 +TAX1BP1 HOMER1 1.2208870245503811 +KLF11 HEBP2 1.220877739955329 +JUN RGL1 1.2203871178467534 +TACR3 FLNB 1.2201033660339347 +GSK3B RFX8 1.2200012992666402 +CHUK TRMT44 1.219568586973476 +BCL2 KLF4 1.2194783686963289 RHOC MSLN 1.219419443651212 -RELA ANKRD54 1.2193650420502298 -JAK2 SHB 1.2193649139385758 +RELA ANKRD54 1.2193650420502278 VIM MMADHC 1.2192756304597654 -RPTOR RBPJ 1.2191701145686038 -JAG1 SLC25A38 1.2186100461765252 -CD55 TAX1BP1 1.2183475551219822 -KRAS HSP90AB1 1.2177392470949877 -PRTFDC1 PAX5 1.2175201307122623 -AKT1 ANKRD54 1.2173322891890004 -SDSL FLNB 1.217117594398959 -SNX25 CAB39L 1.2166155896352044 -MCM2 SLC26A4 1.2165585483404568 -SPATS1 B4GALNT3 1.2165524811950057 -RAF1 CHCHD4 1.216247771256111 -RBPJ TRAF6 1.2159335996222813 -TBC1D10A B4GALNT3 1.2154997237715128 -DVL2 ZNF652 1.2154063362557128 -CDK1 DUSP6 1.2152701866863027 -TBC1D10A SHB 1.2149131943729443 -IKBKG KLF4 1.214524884898865 -CD200R1L ZNF652 1.214494833468741 -SRF IKBKG 1.2144537302682412 -MGAT4B SHARPIN 1.2143550871428759 -UBAP2L NME8 1.2143278944892344 -SASS6 LARGE1 1.2142346896207388 -MDM2 ZFP42 1.2140218047138887 -KIF9 ZBTB24 1.2136817059391953 -HIF1A ITGB5 1.2132056919804546 -UNC13D RYR1 1.2130153724707708 -PRDM14 EGR1 1.2128301349722241 -NME1 KLF11 1.2126254670801109 +JAG1 SLC25A38 1.2186100461765248 +CD55 TAX1BP1 1.2183475551219791 +PRTFDC1 PAX5 1.2175201307122616 +AKT1 ANKRD54 1.2173322891889977 +SDSL FLNB 1.2171175943989554 +SNX25 CAB39L 1.2166155896352038 +MCM2 SLC26A4 1.216558548340458 +SPATS1 B4GALNT3 1.2165524811950055 +RAF1 CHCHD4 1.216247771256109 +RBPJ TRAF6 1.215933599622281 +TBC1D10A B4GALNT3 1.2154997237715142 +DVL2 ZNF652 1.2153524509598554 +CDK1 DUSP6 1.2152701866863014 +TBC1D10A SHB 1.2149131943729437 +IKBKG KLF4 1.214524884898863 +CD200R1L ZNF652 1.2144948334687415 +SRF IKBKG 1.2144537302682399 +MGAT4B SHARPIN 1.2143550871428728 +UBAP2L NME8 1.2143278944892353 +SASS6 LARGE1 1.2142346896207394 +MDM2 ZFP42 1.2140218047138904 +KIF9 ZBTB24 1.2136817059391969 +EVPL SASS6 1.2135945003921296 +HIF1A POU5F1 1.213516712904246 +HIF1A ITGB5 1.2132056919804532 +UNC13D RYR1 1.2130153724707722 +PRDM14 EGR1 1.2128301349722248 +NME1 KLF11 1.2126254670801095 ZFP42 ATF4 1.212592087584231 -EVPL HSP90AB1 1.2124673903464132 -FNDC7 ZNF687 1.2123954755342938 -CDK2 CDH2 1.2119542011231674 -KLF4 TMCO4 1.2116853852268483 -JAG1 TMCO4 1.2114812758430442 -CCNA2 GDPD5 1.2113016604561955 -STAU1 FLNB 1.2112352438990956 -STAT3 HEBP2 1.211207479032901 -HIF1A POU5F1 1.2109535109795186 -CDH2 SLC25A38 1.210720245562254 +FNDC7 ZNF687 1.2123954755342954 +CDK2 CDH2 1.2119542011231659 +KLF4 TMCO4 1.211685385226847 +JAG1 TMCO4 1.2114812758430433 +CCNA2 GDPD5 1.2113016604561957 +STAU1 FLNB 1.211235243899096 +STAT3 HEBP2 1.211207479032897 +RPTOR IKBKG 1.2112026759871077 +RMC1 GUF1 1.2112021392197747 +CDH2 SLC25A38 1.210720245562253 CCNB2 GATA2 1.210675395761404 -MAPK3 SASS6 1.210650956971116 -MAPK1 POU5F1 1.2106065191243072 -RELB JUN 1.2105577799965597 -KLF4 BATF3 1.2105108270715967 -RPTOR IKBKG 1.2104813886945933 -EGR1 ATF6 1.2102625022505553 -FOS CHCHD4 1.210233645356862 -CHEK2 RELA 1.209953771040956 +MAPK3 SASS6 1.2106509569711206 +RELB JUN 1.2105577799965572 +KLF4 BATF3 1.2105108270715894 +MAPK1 POU5F1 1.2104694385054195 +EGR1 ATF6 1.2102625022505542 +FOS CHCHD4 1.210233645356861 +CHEK2 RELA 1.2099537710409556 RYR1 GUF1 1.2097597562913327 -TCF7L2 SMAD4 1.2096727023024736 -PIK3CA GSK3B 1.209650344768044 -MAP3K7 ZNF652 1.209503476719736 -DPYSL3 FLNB 1.2094086577973886 -KLF4 CXCL17 1.2093803117948179 -CDK1 EN1 1.2091284563307005 -SRF SUB1 1.2085496310620842 -TRAF6 CEACAM19 1.2081299283770757 -HEBP2 GUF1 1.2077617252497659 -CREB1 GEMIN5 1.2073139363830139 -TRAF2 PTK7 1.2073108901674239 -SRF GEMIN5 1.2068165152404224 -RGL1 LARGE1 1.2067610616898048 -RELA ZBBX 1.2065452172960256 -ATM PAX5 1.2064948638100936 -RMC1 GUF1 1.206414171111834 -EVPL SASS6 1.2062535709389612 -SLC25A38 STAU1 1.2062188699973682 -POU5F1 MDH2 1.2053283638171952 -MDM2 SUB1 1.2050718125585125 -EIF2AK3 ACTB 1.2050486203907218 -TYK2 JUN 1.2049408287347652 -KIF9 CHCHD4 1.2048715751687002 -TRAF2 VIM 1.2048518202183056 -DPPA4 HOMER1 1.204238053033925 -ARHGEF4 DNAJC30 1.2038026801577428 -IKBKB HSP90AB1 1.2036441901399104 -JMJD6 ARHGEF4 1.2034629793459655 -BRAF JMJD6 1.203393502327335 -CCNB1 TRAF2 1.2023112152620063 -DPYSL3 LRRC36 1.202265092950781 -CDH1 LANCL2 1.2020655209587103 -IKBKB TYK2 1.2020445192294236 -NANOG B3GAT2 1.2020229154233564 -CDKN1A MAPK3 1.2019603175250049 +TCF7L2 SMAD4 1.2096727023024767 +PIK3CA GSK3B 1.2096503447680473 +DPYSL3 FLNB 1.2094086577973895 +KLF4 CXCL17 1.2093803117948172 +MAP3K7 POU5F1 1.2093153836137764 +CDK1 EN1 1.2091284563307003 +POU5F1 MDH2 1.2086747027230103 +SRF SUB1 1.2085496310620827 +TRAF6 CEACAM19 1.2081299283770752 +MAP3K7 ZNF652 1.2077833633357948 +HEBP2 GUF1 1.2077617252497652 +CREB1 GEMIN5 1.2073139363830125 +TRAF2 PTK7 1.2073108901674214 +SRF GEMIN5 1.2068165152404209 +RGL1 LARGE1 1.2067610616898001 +RELA ZBBX 1.2065452172960245 +ATM PAX5 1.2064948638100927 +SLC25A38 STAU1 1.2062188699973693 +MDM2 SUB1 1.2050718125585136 +EIF2AK3 ACTB 1.2050486203907183 +TYK2 JUN 1.2049408287347665 +KIF9 CHCHD4 1.204871575168701 +TRAF2 VIM 1.204851820218307 +NFKB1 RMC1 1.2043819341964397 +DPPA4 HOMER1 1.204238053033924 +POU5F1 SOX2 1.20387140958902 +ARHGEF4 DNAJC30 1.2038026801577433 +IKBKB HSP90AB1 1.2036441901399089 +JMJD6 ARHGEF4 1.2034629793459637 +BRAF JMJD6 1.2033935023273326 +CCNB1 TRAF2 1.2023112152620048 +DPYSL3 LRRC36 1.2022650929507799 +CDH1 LANCL2 1.20206552095871 +IKBKB TYK2 1.2020445192294245 +NANOG B3GAT2 1.2020229154233557 +CDKN1A MAPK3 1.2019603175250066 BRAF FNIP1 1.2016844857920184 PIK3CB EN1 1.2015200101850878 -AXIN1 IDH3B 1.2006054395190247 -POU5F1 SOX2 1.200578893329843 -PIK3CA FOS 1.2005672772818075 -CHEK1 ANKRD49 1.2003257239074723 -PCNA ADAM17 1.1999964366818738 -NANOG CEACAM19 1.1999157058497563 -ZBBX CD55 1.1997745980286425 -TYK2 TRMT44 1.1996250391689338 -ATR SNX25 1.1995528578170414 -NFKB1 RMC1 1.1995195752127796 -KLF4 NR1I2 1.198100269365047 -ZFP42 NR1I2 1.198070266541595 -HES1 RELA 1.197960295491419 -SRF ZYG11A 1.1979029119586018 -BAD REL 1.197831407471704 -RELA ACY3 1.1977454646748984 -SOCS3 JUN 1.1976887144272763 -KLF4 CHMP4B 1.1975312779999123 -GEMIN5 ARHGEF4 1.1974815784489998 -GSK3B CAB39L 1.1973920701726408 -MAPK1 FOS 1.1969269435559968 -PTPN7 CHCHD4 1.196849883602316 -CCNA2 ZFP42 1.1963966416670215 -TRAF6 NFKB1 1.1961220338279546 -RELB IKBKG 1.1957659979171738 -TP53 STAT3 1.195708223746905 -NOTCH1 FNIP1 1.195574946554318 -MAP3K2 ATF6 1.1953886714572834 -MAPK1 ATP6V0D1 1.1952825959356614 -MCM5 BCL2 1.1952428253223952 -CCNA2 ZNF652 1.195121871082922 +AXIN1 IDH3B 1.2006054395190289 +PIK3CA FOS 1.2005672772818072 +CHEK1 ANKRD49 1.2003257239074734 +PCNA ADAM17 1.1999964366818736 +NANOG CEACAM19 1.1999157058497576 +ZBBX CD55 1.199774598028641 +TYK2 TRMT44 1.1996250391689376 +ATR SNX25 1.199552857817042 +KLF4 NR1I2 1.1981002693650458 +ZFP42 NR1I2 1.1980702665415925 +HES1 RELA 1.1979602954914197 +SRF ZYG11A 1.1979029119586004 +BAD REL 1.1978314074717045 +RELA ACY3 1.1977454646748977 +SOCS3 JUN 1.197688714427278 +KLF4 CHMP4B 1.1975312779999134 +GEMIN5 ARHGEF4 1.1974815784490003 +GSK3B CAB39L 1.1973920701726417 +MAPK1 FOS 1.1969269435559933 +PTPN7 CHCHD4 1.1968498836023156 +JAK2 RACK1 1.1965122569516082 +CCNA2 ZFP42 1.19639664166702 +TRAF6 NFKB1 1.196122033827955 +RELB IKBKG 1.1957659979171693 +TP53 STAT3 1.1957082237469052 +NOTCH1 FNIP1 1.1955749465543193 +MAP3K2 ATF6 1.1953886714572852 +TCF7L2 RMC1 1.1952833282474657 +MAPK1 ATP6V0D1 1.1952825959356583 +MCM5 BCL2 1.1952428253223957 +CCNA2 ZNF652 1.1951218710829192 JAG1 BATF3 1.1950969107286011 -DLL1 IKBKG 1.1948315758906207 -CHMP4B LRRC36 1.1948199583978363 -TCF7L2 ADAM17 1.1946967581851657 -LANCL2 B4GALNT3 1.1945541418627041 -HSP90AB1 MID2 1.1939994185149245 -DVL2 PPP1R13B 1.1937294818248487 -CREB1 LRP6 1.1937047213018712 -MAPK1 SHARPIN 1.193702047128196 -BCL2L11 NFKBIA 1.1932429038212027 -GADD45A KLF11 1.1929399928438669 -AKT2 DPPA4 1.192726270073674 -CHEK2 ATF6 1.1924019590486339 -PTEN ATP6V0D1 1.1923511152771542 -TCF7L2 RMC1 1.1919674837587602 -APC IDH3B 1.191966812036919 -NFKBIA NME8 1.191862244442346 -NFKBIA DNAJC30 1.1917398262991423 -ANKRD54 TCTN1 1.191652871161278 -HES1 ACOT6 1.1916397001835504 -SHB RFX8 1.1914784584566083 -FLNB MSLN 1.1912177458561204 -RELB FLNB 1.1910144308865636 -LIN28A ANKRD49 1.190939023303832 -CDK1 TCTN1 1.1908644902848458 -ATR NR1I2 1.1906105212118145 -CCNB1 RBPJ 1.1902276701126107 -DPPA4 EGR1 1.1901646106973207 -PCNA RELB 1.1900123617158782 -CD55 GDPD5 1.190005973435025 -JAK2 RACK1 1.1897525124521102 -MDM2 GUF1 1.1887160844875198 -CDK1 GADD45A 1.1887141085572202 -GADD45A JAK2 1.188262255721024 -BCL2L11 CREB1 1.1881354929007366 -TRAF3 RYR1 1.1879149996233855 -CCNB2 ACTB 1.187880163697834 -MVK ANKRD54 1.1877907529359202 +DLL1 IKBKG 1.1948315758906194 +CHMP4B LRRC36 1.1948199583978352 +TCF7L2 ADAM17 1.1946967581851686 +LANCL2 B4GALNT3 1.194554141862707 +GADD45A JAK2 1.1943750457886793 +DVL2 PPP1R13B 1.1943132028366155 +HSP90AB1 MID2 1.1939994185149247 +CREB1 LRP6 1.1937047213018719 +MAPK1 SHARPIN 1.1937020471281927 +BCL2L11 NFKBIA 1.1932429038212036 +GADD45A KLF11 1.192939992843867 +AKT2 DPPA4 1.1927262700736765 +APC IDH3B 1.1927223470431432 +CHEK2 ATF6 1.1924019590486383 +PTEN ATP6V0D1 1.1923511152771535 +NFKBIA NME8 1.1918622444423477 +NFKBIA DNAJC30 1.1917398262991385 +ANKRD54 TCTN1 1.1916528711612786 +HES1 ACOT6 1.1916397001835517 +SHB RFX8 1.1914784584566076 +FLNB MSLN 1.19121774585612 +RELB FLNB 1.191014430886565 +LIN28A ANKRD49 1.1909390233038344 +CDK1 TCTN1 1.1908644902848484 +ATR NR1I2 1.1906105212118137 +CCNB1 RBPJ 1.1902276701126122 +DPPA4 EGR1 1.1901646106973196 +PCNA RELB 1.1900123617158778 +CD55 GDPD5 1.1900059734350248 +MDM2 GUF1 1.1887160844875222 +CDK1 GADD45A 1.1887141085572162 +BCL2L11 CREB1 1.1881354929007373 +TRAF3 RYR1 1.1879149996233862 +CCNB2 ACTB 1.1878801636978333 +MVK ANKRD54 1.1877907529359197 CCNA2 SRF 1.1872109931738046 -GADD45A TRAF6 1.1862260961395321 -MKI67 SASS6 1.1859160094225982 -CHEK2 CASP9 1.1855476534452196 -ZNF774 B4GALNT3 1.185509175643467 -CCNA2 SAA4 1.1853338674429923 -LANCL2 CHCHD4 1.1850217907992293 -EIF2AK3 EGFR 1.1849396646399228 -MAP3K14 DNAJC30 1.1847450104944286 -PIK3CA LRP6 1.1846709508985898 -CASP8 SLC25A38 1.1839853248366223 -RBPJ CDH2 1.1836586520889683 +GADD45A TRAF6 1.1862260961395275 +MKI67 SASS6 1.1859160094226 +CHEK2 CASP9 1.1855476534452203 +ZNF774 B4GALNT3 1.1855091756434677 +CCNA2 SAA4 1.185333867442992 +LANCL2 CHCHD4 1.1850217907992269 +EIF2AK3 EGFR 1.1849396646399177 +MAP3K14 DNAJC30 1.18474501049443 +PIK3CA LRP6 1.1846709508985935 +CASP8 SLC25A38 1.183985324836622 +RBPJ CDH2 1.1836586520889687 VIM PNMA8C 1.1830145951855393 -POU5F1 SPAG6 1.18267142503372 -PIK3CA SOX2 1.1824393277812222 -UBAP2L ACOT6 1.18233205310662 -GSK3B ZFP42 1.1811632906409286 -CCNB1 CDH1 1.1806710798500393 -CCNA2 MDH2 1.1803889133171974 -RELA CLCN3 1.1803661675344765 -IKBKG RHOC 1.1802988553018936 -SP1 KIF9 1.1797592904706737 -HES1 GUF1 1.17973851387726 -CCNB1 TYK2 1.179612901601113 -MTOR JAG1 1.1795008712705635 -ANKRD49 ARHGEF28 1.179102014323831 -PTEN CLCN3 1.1790847624840823 -MKI67 CDKN1A 1.178272348681672 -RELA CD200R1L 1.17824517454673 -TCF7L2 SPATS1 1.1780273501812657 -EIF2AK3 FLNB 1.1769757624907582 -TRMT44 ZBTB24 1.1765034145585074 -KLF4 ACY3 1.1764319869116524 -EGFR CS 1.1762561937505103 -EIF2AK3 MGAT4B 1.1762487945852802 -MAP3K7 CDH1 1.1762367250855152 -DVL2 DLL1 1.1762082457679683 -CCNA2 FOS 1.1757745600210037 -PTEN MYC 1.1757242075071666 -DVL2 HSP90AB1 1.1751670737547069 -EGFR DNAJC30 1.1748499969109805 -NME1 ACOT6 1.1748054934345065 -TCF7L2 RACK1 1.1746750360042943 -SRF RELA 1.1746704080172674 -GADD45A ZBTB24 1.1746444388370747 -SRF HSP90AB1 1.1741737868686466 -AKT1 HSP90AB1 1.1741402140776653 -MCM5 ACOT6 1.1741378946639316 -MAP3K2 KIF9 1.1740945510705507 -BRAF RYR1 1.1740631999092428 -RBPJ EN1 1.1740307161553665 -PNMA8C TMCO4 1.1738745390580194 -MAP3K14 EGFR 1.1733804912843102 -ATF6 DPYSL3 1.173100552142213 -CCNA2 MST1R 1.1729878367967277 -HEBP2 HOMER1 1.172931346321613 +POU5F1 SPAG6 1.1826714250337194 +PIK3CA SOX2 1.1824393277812242 +UBAP2L ACOT6 1.1823320531066213 +GSK3B ZFP42 1.181163290640925 +CCNB1 CDH1 1.1806710798500368 +CCNA2 MDH2 1.1803889133171959 +RELA CLCN3 1.180366167534478 +IKBKG RHOC 1.180298855301894 +DVL2 DLL1 1.1800805569278128 +SP1 KIF9 1.1797592904706775 +HES1 GUF1 1.1797385138772658 +CCNB1 TYK2 1.1796129016011125 +MTOR JAG1 1.1795008712705617 +ANKRD49 ARHGEF28 1.179102014323833 +PTEN CLCN3 1.1790847624840846 +MKI67 CDKN1A 1.1782723486816729 +RELA CD200R1L 1.1782451745467302 +TCF7L2 SPATS1 1.1780273501812655 +MAPK1 EVPL 1.1777798735905842 +EIF2AK3 FLNB 1.176975762490754 +TRMT44 ZBTB24 1.1765034145585087 +KLF4 ACY3 1.1764319869116517 +EGFR CS 1.176256193750513 +EIF2AK3 MGAT4B 1.176248794585275 +CCNA2 FOS 1.1757745600210014 +PTEN MYC 1.1757242075071643 +EGFR DNAJC30 1.1748499969109816 +NME1 ACOT6 1.1748054934345078 +TCF7L2 RACK1 1.1746750360042941 +SRF RELA 1.1746704080172703 +GADD45A ZBTB24 1.1746444388370714 +SRF HSP90AB1 1.1741737868686468 +AKT1 HSP90AB1 1.1741402140776658 +MCM5 ACOT6 1.174137894663933 +MAP3K2 KIF9 1.1740945510705563 +BRAF RYR1 1.174063199909241 +RBPJ EN1 1.174030716155366 +PNMA8C TMCO4 1.1738745390580203 +MAP3K14 EGFR 1.1733804912843104 +ATF6 DPYSL3 1.1731005521422146 +CCNA2 MST1R 1.1729878367967244 +HEBP2 HOMER1 1.1729313463216129 NFKBIA SUB1 1.1727887659836522 CDK2 UBQLN2 1.1727568456478978 -ACOT6 ZBTB24 1.1726221000026404 -MTOR BATF3 1.1723886753885993 -EGFR KLF11 1.1723757888720048 -MCM5 LARGE1 1.1714334954240784 -CREB1 STAT3 1.1713961782620619 -AKT1 KLF11 1.1712331094454143 -SPATS1 B3GAT2 1.1712174332998375 -BAX PTK7 1.1709728747837245 -MAPK1 EVPL 1.170385642159374 -JAG1 SOX2 1.1703291647122431 -ATP6V0D1 ATF6 1.170190264812103 -FOXO3 CHUK 1.169882023375498 -JMJD6 GATA2 1.16935669636252 -MKI67 SRF 1.1688867824870592 -TP53 FAS 1.1683926102753612 -LRP6 ZFP42 1.168071361390772 -TYK2 RYR1 1.1680444708620181 -IRF9 PAX5 1.1677810021208896 -CHEK1 CREB1 1.1676017777424115 -RELB TBC1D10A 1.1670429906835336 -PIK3CA RHOC 1.1669494803715252 -ATM FNDC7 1.1668607545326353 -POU5F1 TCEA3 1.1666055875581203 -CDKN1A SOX2 1.1664435526126096 -MAP3K7 PIK3CB 1.1662925901582133 -STAT3 MVK 1.1662760552211486 -PCNA FNDC7 1.1654422006864513 -ZNF652 CS 1.1653804187792791 -NME1 TAX1BP1 1.1653570081464149 -CDK1 JAG1 1.1645273812072445 -MKI67 SUB1 1.1644220384795614 -AXIN1 ERBB2 1.1643581522659447 -CHEK2 JAG1 1.1640892994328256 -LIN28A ZNF687 1.1640642224092026 -IKBKB SASS6 1.1640438513635978 -PRTFDC1 NME8 1.1638461278799503 -STAT1 PTK7 1.1637770878915128 -CAB39L DNAJC30 1.1635162632289207 +ACOT6 ZBTB24 1.1726221000026418 +MAP3K7 CDH1 1.1724046797198702 +MTOR BATF3 1.1723886753885977 +EGFR KLF11 1.1723757888720077 +MCM5 LARGE1 1.1714334954240777 +CREB1 STAT3 1.1713961782620608 +AKT1 KLF11 1.1712331094454196 +SPATS1 B3GAT2 1.1712174332998369 +BAX PTK7 1.1709728747837242 +JAG1 SOX2 1.1703291647122416 +ATP6V0D1 ATF6 1.1701902648120999 +FOXO3 CHUK 1.169882023375496 +JMJD6 GATA2 1.1693566963625197 +MKI67 SRF 1.1688867824870586 +TP53 FAS 1.168392610275362 +MAP3K7 PIK3CB 1.1681141231481353 +LRP6 ZFP42 1.1680713613907747 +TYK2 RYR1 1.1680444708620168 +IRF9 PAX5 1.1677810021208888 +CHEK1 CREB1 1.1676017777424164 +RELB TBC1D10A 1.167042990683533 +PIK3CA RHOC 1.166949480371522 +ATM FNDC7 1.1668607545326373 +POU5F1 TCEA3 1.1666055875581198 +CDKN1A SOX2 1.1664435526126098 +STAT3 MVK 1.1662760552211475 +PCNA FNDC7 1.165442200686453 +ZNF652 CS 1.1653804187792816 +NME1 TAX1BP1 1.1653570081464122 +CDK1 JAG1 1.1645273812072425 +MKI67 SUB1 1.1644220384795605 +AXIN1 ERBB2 1.1643581522659465 +APC ATP6V0D1 1.1642324215374225 +CHEK2 JAG1 1.1640892994328247 +LIN28A ZNF687 1.1640642224092057 +IKBKB SASS6 1.1640438513635998 +PRTFDC1 NME8 1.1638461278799512 +STAT1 PTK7 1.163777087891514 +CAB39L DNAJC30 1.1635162632289235 TYK2 CEACAM19 1.1634389817632904 -SOCS3 PRTFDC1 1.1633861409684083 -LANCL2 ZBTB24 1.163018345815237 -MCM5 LIN28A 1.1626947836439638 -MDM2 PTK7 1.1626843516618182 -DLL1 SMAD4 1.1626139467323215 -SPATS1 MVK 1.1625356562776665 -CTNNB1 APC 1.1625022999321053 -CDC20 MGAT4B 1.1620254090113338 -PRTFDC1 TGFBRAP1 1.16202395852109 -APC ATP6V0D1 1.1619415389266177 -CD200R1L SUB1 1.1618646319041024 -NOTCH1 DPPA4 1.1618585659928151 -STAU1 CAB39L 1.1618433778940749 -KLF4 ANKRD49 1.1615121514539644 +SOCS3 PRTFDC1 1.1633861409684072 +LANCL2 ZBTB24 1.1630183458152374 +MCM5 LIN28A 1.1626947836439652 +MDM2 PTK7 1.1626843516618106 +DLL1 SMAD4 1.16261394673232 +SPATS1 MVK 1.1625356562776663 +CDC20 MGAT4B 1.1620254090113311 +PRTFDC1 TGFBRAP1 1.162023958521088 +CD200R1L SUB1 1.1618646319041028 +NOTCH1 DPPA4 1.1618585659928158 +STAU1 CAB39L 1.1618433778940753 +KLF4 ANKRD49 1.1615121514539655 MCM5 SRF 1.1615048130995005 -VIM ZNF774 1.1614802244379359 -GSK3B KLF4 1.1612706984888934 -DPPA4 JUN 1.1612438014160134 -MCM5 BRAF 1.160847377455195 -ATM SPAG6 1.1608269201968173 -EGFR CALM3 1.1606362982066047 -ATR EIF2AK3 1.1601259177391983 -STAT3 UNC13D 1.1599308400768191 -TACR3 LRRC36 1.1594589475485697 -BCL2L11 ZNF774 1.1594012298887548 -HSP90AB1 ZNF687 1.1593649076229222 -MCM2 UNC13D 1.1593463490515683 -MCM2 MSLN 1.159180578499183 +VIM ZNF774 1.1614802244379392 +GSK3B KLF4 1.1612706984888932 +DPPA4 JUN 1.1612438014160145 +MCM5 BRAF 1.1608473774551946 +ATM SPAG6 1.1608269201968155 +EGFR CALM3 1.1606362982066056 +ATR EIF2AK3 1.1601259177391958 +STAT3 UNC13D 1.1599308400768205 +TACR3 LRRC36 1.1594589475485686 +BCL2L11 ZNF774 1.1594012298887528 +HSP90AB1 ZNF687 1.1593649076229218 +MCM2 UNC13D 1.159346349051569 +MAP3K7 RACK1 1.159241403739538 +MCM2 MSLN 1.1591805784991833 CDKN1A SAA4 1.1590366887347459 -FAS LARGE1 1.1589693628517874 -MARCKSL1 HSP90AB1 1.1588707754246945 -TRMT44 GUF1 1.1588187112554054 -PTPN7 CLCN3 1.1586401122984245 -IKBKG ATF4 1.1583558831769025 -BAX MGAT4B 1.1581418399910026 -CDH2 ERBB2 1.157832099416726 -FNDC7 SHARPIN 1.1577522128279725 -MAP3K7 RACK1 1.1576706751116286 -MCM5 AKT1 1.1572676980977663 -FOXO3 TBC1D10A 1.157168862926435 -POU5F1 CD200R1L 1.1571502123162707 -RBPJ GATA2 1.1564344931611148 -NOTCH1 RHOC 1.1561253650729095 -BCL2L11 FOXO3 1.1556329821467564 -TACR3 TMCO4 1.155366686806394 -JMJD6 TCTN1 1.155169299089993 -DPYSL3 ZBTB24 1.1550567519867556 -NANOG UBQLN2 1.1550180568441657 -CTNNB1 SLC25A38 1.1549349695760396 -NANOG LARGE1 1.1548533392438967 -ADAM17 MMADHC 1.1547200362450376 -PRDM14 CBX6 1.1544277635214353 -TBC1D10A GDPD5 1.154149824562385 -PIK3CA MGAT4B 1.154101354129133 -CASP3 DPYSL3 1.1539287182089322 -DPYSL3 ZNF774 1.1536999869689641 -CCNB1 IKBKG 1.1536697406893373 -TRMT44 CHMP4B 1.1535363178214402 -HEBP2 HSP90AB1 1.1533918898452846 -CHEK1 MDH2 1.153062099953793 -HIF1A MAPK1 1.1530063529022339 -CCNB1 RPTOR 1.1529677495314805 -MMADHC FLNB 1.152644517821826 -BAD EN1 1.1524301863797233 -NFKB1 IKBKG 1.1522696681476328 -NFKBIA SLC26A4 1.1519455865794972 -RPTOR TCF7L2 1.1510762185954269 -CHEK1 UNC13D 1.151006518049627 -BRAF ITGB5 1.1510035691796934 -MAP3K2 MGAT4B 1.1507076789893178 -EGFR B3GAT2 1.1499937175972583 -MCM5 SUB1 1.1498543580999394 -PNMA8C TCTN1 1.1494435503651268 -MMADHC SDSL 1.1494337782938986 -BRAF IKBKB 1.1491550102624475 -TRAF3 TCEA3 1.1491289857611175 -NFKBIA POU5F1 1.1490404095462963 -SLC25A38 RFX8 1.14792830064602 -MTOR RYR1 1.147908158412778 -FOS KLF11 1.1478878793144796 -LIN28A GEMIN5 1.147864896343632 -TRAF3 JMJD6 1.1477058077679259 -TRAF3 CAB39L 1.1471650630590187 -LRP6 TGFBRAP1 1.147070476092306 -SRF TRAF2 1.146944898878548 -IDH3B SHB 1.1464415802142618 -ACTB NME1 1.1464291677348868 +FAS LARGE1 1.158969362851788 +MARCKSL1 HSP90AB1 1.1588707754246892 +TRMT44 GUF1 1.1588187112554076 +PTPN7 CLCN3 1.1586401122984238 +CTNNB1 SLC25A38 1.158628271203712 +IKBKG ATF4 1.1583558831769087 +BAX MGAT4B 1.1581418399910022 +CDH2 ERBB2 1.1578320994167244 +FNDC7 SHARPIN 1.157752212827974 +MCM5 AKT1 1.1572676980977676 +FOXO3 TBC1D10A 1.1571688629264365 +POU5F1 CD200R1L 1.157150212316271 +RBPJ GATA2 1.156434493161113 +NOTCH1 RHOC 1.1561253650729102 +BCL2L11 FOXO3 1.1556329821467572 +TACR3 TMCO4 1.1553666868063943 +JMJD6 TCTN1 1.1551692990899927 +DPYSL3 ZBTB24 1.1550567519867554 +NANOG UBQLN2 1.1550180568441661 +NANOG LARGE1 1.1548533392439004 +ADAM17 MMADHC 1.1547200362450363 +CCNB1 RPTOR 1.1544374064529532 +PRDM14 CBX6 1.1544277635214348 +TBC1D10A GDPD5 1.154149824562387 +PIK3CA MGAT4B 1.1541013541291325 +CASP3 DPYSL3 1.153928718208931 +DPYSL3 ZNF774 1.1536999869689621 +CCNB1 IKBKG 1.1536697406893348 +TRMT44 CHMP4B 1.1535363178214382 +HEBP2 HSP90AB1 1.1533918898452826 +RPTOR TCF7L2 1.1530945869182234 +CHEK1 MDH2 1.1530620999537937 +HIF1A MAPK1 1.153006352902233 +MMADHC FLNB 1.152644517821828 +BAD EN1 1.1524301863797228 +NFKB1 IKBKG 1.1522696681476345 +NFKBIA SLC26A4 1.151945586579498 +CHEK1 UNC13D 1.1510065180496283 +BRAF ITGB5 1.151003569179694 +MAP3K2 MGAT4B 1.1507076789893174 +EGFR B3GAT2 1.1499937175972577 +MCM5 SUB1 1.1498543580999405 +PNMA8C TCTN1 1.1494435503651266 +MMADHC SDSL 1.1494337782938981 +BRAF IKBKB 1.1491550102624484 +TRAF3 TCEA3 1.1491289857611182 +NFKBIA POU5F1 1.1489174639881092 +JAK2 TACR3 1.1484825821731672 +SLC25A38 RFX8 1.1479283006460193 +MTOR RYR1 1.1479081584127768 +FOS KLF11 1.1478878793144802 +LIN28A GEMIN5 1.1478648963436309 +TRAF3 JMJD6 1.147705807767922 +TRAF3 CAB39L 1.1471650630590196 +KRAS GUF1 1.1470917407388643 +LRP6 TGFBRAP1 1.1470704760923072 +SRF TRAF2 1.1469448988785418 +IDH3B SHB 1.1464415802142605 +ACTB NME1 1.1464291677348855 MAPK1 SPATS1 1.1463972362499975 -BAX JMJD6 1.1462663481383941 -PTK7 MSLN 1.1462397822776518 -FNIP1 ZNF774 1.145458915931295 -EN1 HEBP2 1.1453045701377975 -LANCL2 LARGE1 1.1452902337023732 -PTPN7 CS 1.1452441449577897 -BAD MSLN 1.14489707145794 -LANCL2 STAU1 1.1447406849481545 -BAX MARCKSL1 1.1445662247108024 -BAX IDH3B 1.1445096507956969 -TRAF6 REL 1.144467940595492 -B4GALNT3 ZNF687 1.144433508478053 -JUN CD200R1L 1.1436116012160795 -RBPJ FOS 1.143571744348257 -STAT3 CALM3 1.1435605763411334 -MYC FOS 1.1432602244285925 -ATF6 MST1R 1.143252682073987 -KRAS GUF1 1.1429432853765644 -CDKN1A SDSL 1.1426245881332218 -IRF9 IKBKG 1.142539878707287 -MAPK3 MMADHC 1.1423042943122628 +BAX JMJD6 1.1462663481383928 +KRAS TRAF2 1.1462429802623184 +PTK7 MSLN 1.1462397822776513 +FNIP1 ZNF774 1.145458915931293 +EN1 HEBP2 1.145304570137797 +LANCL2 LARGE1 1.1452902337023725 +PTPN7 CS 1.1452441449577895 +BAD MSLN 1.1448970714579396 +LANCL2 STAU1 1.144740684948155 +BAX MARCKSL1 1.1445662247108006 +BAX IDH3B 1.1445096507956931 +TRAF6 REL 1.14446794059549 +B4GALNT3 ZNF687 1.144433508478051 +MAP3K7 ZNF774 1.1439135533155362 +JUN CD200R1L 1.1436116012160797 +RBPJ FOS 1.1435717443482556 +STAT3 CALM3 1.1435605763411336 +MYC FOS 1.1432602244285905 +ATF6 MST1R 1.1432526820739848 +IRF1 JAK2 1.1430232355053804 +CDKN1A SDSL 1.1426245881332235 +IRF9 IKBKG 1.1425398787072865 +MAPK3 MMADHC 1.142304294312263 RBPJ RELB 1.1420182145063429 -JAK2 TACR3 1.141936560316842 -KRAS TRAF2 1.1416615027736834 -CHEK2 SASS6 1.1414803240507179 -TRAF3 ATF4 1.14146348959389 +APC TAX1BP1 1.1415328789744703 +CHEK2 SASS6 1.1414803240507196 +TRAF3 ATF4 1.1414634895938944 ATP6V0D1 PNMA8C 1.1412621117859985 -MAP3K7 IKBKG 1.140763526813561 -MTOR LRP6 1.1406308442032906 -MARCKSL1 ATF6 1.14057390636463 -CCNA2 CDK1 1.1404092541577142 -ATR ATF6 1.1403608130716725 -CDC20 TRMT44 1.1395842923848922 -FNDC7 ZNF652 1.1395700868520269 -MAP3K7 ZNF774 1.1393089923206723 -CDK1 SASS6 1.139153797482571 -BCL2 RAF1 1.138933760963116 -MCM2 AXIN1 1.1387725673266165 -CCNB1 DPPA4 1.1387080781429129 -APC TAX1BP1 1.1385723851887486 -FAS RACK1 1.138136466112619 -IKBKG UBQLN2 1.1380757544061553 -MAPK1 TGFBRAP1 1.1378525453244877 -RELB CDH2 1.137484409926111 -CEACAM19 HOMER1 1.137440187923888 -AKT1 LRP6 1.1372785664290546 +JAK2 CBX6 1.140817155840523 +MTOR LRP6 1.1406308442032902 +MARCKSL1 ATF6 1.1405739063646265 +CCNA2 CDK1 1.1404092541577115 +ATR ATF6 1.1403608130716711 +CDC20 TRMT44 1.1395842923848936 +FNDC7 ZNF652 1.1395700868520289 +CDK1 SASS6 1.1391537974825727 +BCL2 RAF1 1.1389337609631172 +MCM2 AXIN1 1.138772567326618 +CCNB1 DPPA4 1.1387080781429124 +FAS RACK1 1.138136466112616 +IKBKG UBQLN2 1.1380757544061604 +MAPK1 TGFBRAP1 1.1378525453244845 +MAP3K7 IKBKG 1.1376754462548426 +JAG1 EVPL 1.1375630885070938 +RELB CDH2 1.137484409926109 +CEACAM19 HOMER1 1.1374401879238876 +AKT1 LRP6 1.1372785664290557 HES1 GATA2 1.1371618887462038 -CHEK1 MAPK1 1.1370649693429125 -ZBTB24 HOMER1 1.1369318736918717 -CEACAM19 FNIP1 1.1368182980168644 -AKT2 MARCKSL1 1.1364162243548253 -CHEK1 MAP3K2 1.1363152981404343 -AXIN1 HEBP2 1.1363078309370123 -NFKBIA EGR1 1.1362276676172807 -IRF9 TRAF6 1.1362183856556967 -CHMP4B SHB 1.1360651706948048 -SOCS3 CHCHD4 1.1360103426425443 -CDK2 CHUK 1.1358844545791793 -TRAF2 MGA 1.1358836194676447 -IRF1 JAK2 1.1358684182123064 -KRAS LRP6 1.1357264936665017 -CDK2 CD55 1.1355278709727163 -TRAF2 GEMIN5 1.1354042805015714 -CDH1 RFX8 1.1349306113516233 -BAD TRAF6 1.134895693794699 -CHUK PPP1R13B 1.1344010680018397 -UBQLN2 MGAT4B 1.1343426823175435 -ADAM17 TRAF3 1.1341354653995768 -ATF4 KIF9 1.1341253897262906 -JAK2 CBX6 1.1339264409116903 +CHEK1 MAPK1 1.1370649693429071 +ZBTB24 HOMER1 1.1369318736918705 +CEACAM19 FNIP1 1.1368182980168673 +AKT2 MARCKSL1 1.136416224354824 +CHEK1 MAP3K2 1.1363152981404352 +AXIN1 HEBP2 1.1363078309370092 +NFKBIA EGR1 1.1362276676172773 +IRF9 TRAF6 1.1362183856556953 +KRAS LRP6 1.1361331750780856 +CHMP4B SHB 1.1360651706948004 +SOCS3 CHCHD4 1.1360103426425463 +CDK2 CHUK 1.1358844545791817 +TRAF2 MGA 1.135883619467644 +CDK2 CD55 1.1355278709727155 +TRAF2 GEMIN5 1.1354042805015692 +CDH1 RFX8 1.1349306113516224 +BAD TRAF6 1.1348956937946977 +CHUK PPP1R13B 1.13440106800184 +UBQLN2 MGAT4B 1.134342682317543 +ADAM17 TRAF3 1.1341354653995765 +ATF4 KIF9 1.1341253897262933 FNIP1 ZYG11A 1.1338885965605432 -SHARPIN MGA 1.1338185424092515 +SHARPIN MGA 1.133818542409249 CREB1 RBPJ 1.1337407188110826 -SHARPIN KCNJ8 1.1337270590412631 -CDK2 SOX2 1.1337102865755997 -MAPK1 CHMP4B 1.133591131919477 +SHARPIN KCNJ8 1.1337270590412565 +CDK2 SOX2 1.1337102865755992 +MAPK1 CHMP4B 1.1335911319194734 MGAT4B MDH2 1.1331905330692156 -AKT2 JAG1 1.1329502829429547 -BAX GEMIN5 1.1326841490289183 +AKT2 JAG1 1.1329502829429543 +TRAF3 EVPL 1.1327371900031136 +BAX GEMIN5 1.1326841490289172 CDK2 UBAP2L 1.1324786830574853 -ATM ARHGEF28 1.1319474745221048 -CCNB1 JAG1 1.1316327125176846 -CDKN1A LRP6 1.1315339552124202 -TRAF6 KIF9 1.1308031909189764 -POU5F1 EVPL 1.1307448095860484 -AKT2 CDH2 1.130741201200178 -MAPK3 CLCN3 1.1306340374721082 +ATM ARHGEF28 1.131947474522106 +CCNB1 JAG1 1.131632712517685 +CDKN1A LRP6 1.131533955212422 +TRAF6 KIF9 1.130803190918978 +AKT2 CDH2 1.130741201200177 +MAPK3 CLCN3 1.130634037472109 MAPK3 PIK3CA 1.130403285376046 -JAG1 EVPL 1.1297598764157764 -IRF1 CDH2 1.1294106535262727 -TCF7L2 DPPA4 1.129175372772258 -MKI67 LANCL2 1.1289847672006597 -NOTCH1 TMX3 1.128653433628907 -DPPA4 MYC 1.128553731813882 +KRAS NOTCH1 1.1302423232701406 +IRF1 CDH2 1.1294106535262751 +TCF7L2 DPPA4 1.1291753727722587 +MKI67 LANCL2 1.128984767200662 +NOTCH1 TMX3 1.1286534336289085 +DPPA4 MYC 1.1285537318138805 ATF6 GATA2 1.128521462225168 -MDM2 SLC25A38 1.1279579995497193 -NANOG ACTB 1.1277802255625256 -NFKBIA MID2 1.1276396027603368 +NOTCH1 RMC1 1.1280321674152234 +MDM2 SLC25A38 1.127957999549721 +NANOG ACTB 1.1277802255625253 +NFKBIA MID2 1.1276396027603364 ERBB2 RHOC 1.1271686161774013 -TRAF2 FNDC7 1.1270579394134093 -HIF1A TMCO4 1.1267104778026231 -AKT1 ANKRD49 1.1266829996298566 -KRAS NOTCH1 1.1265946232441 +TRAF2 FNDC7 1.1270579394134108 +HIF1A TMCO4 1.1267104778026251 +AKT1 ANKRD49 1.1266829996298595 PRDM14 PPP1R13B 1.1263073458033772 -ERBB2 DPYSL3 1.126244537909079 -JUN ZYG11A 1.1259531220266215 -TCF7L2 NANOG 1.1259127131076427 -IDH3B STAU1 1.1257996012009788 -LANCL2 PPP1R13B 1.1251900592502009 -TRAF3 EVPL 1.1250675864614492 -MTOR SPATS1 1.1249936633431354 +ERBB2 DPYSL3 1.1262445379090822 +POU5F1 NANOG 1.1261885019765272 +JUN ZYG11A 1.1259531220266232 +TCF7L2 NANOG 1.1259127131076445 +IDH3B STAU1 1.125799601200978 +LANCL2 PPP1R13B 1.1251900592502058 +MTOR SPATS1 1.124993663343135 MCM5 NR1I2 1.124398041707613 -POU5F1 NANOG 1.1238124590856289 -LRP6 TCF7L2 1.1231954109330404 -SNX25 DPYSL3 1.1230932464696992 -NOTCH1 RMC1 1.1228806910812994 -JAG1 SOCS3 1.122335806855268 -APC LRP6 1.1218492651902443 -MTOR NR1I2 1.1213362515021825 -RPTOR TCEA3 1.1213292084725135 -MCM5 IRF9 1.1209971097609233 -BCL2L11 TRMT44 1.120417504623764 -TRAF6 MID2 1.119953580216148 -CHEK1 PIK3CA 1.1192174628614842 +EVPL CHCHD4 1.1242927138643244 +LRP6 TCF7L2 1.123195410933042 +SNX25 DPYSL3 1.1230932464697014 +APC LRP6 1.1229910507610168 +JAG1 SOCS3 1.1223358068552671 +MTOR NR1I2 1.121336251502182 +RPTOR TCEA3 1.1213292084725142 +FOXO3 RPTOR 1.1211036710699405 +HEBP2 RMC1 1.1210170695314208 +MCM5 IRF9 1.1209971097609241 +BCL2L11 TRMT44 1.1204175046237663 +TRAF6 MID2 1.1199535802161487 +CHEK1 PIK3CA 1.119217462861482 DUSP6 TCTN1 1.118889987290644 -NME1 FNDC7 1.1187526027612773 -TCF7L2 LANCL2 1.1186029539441429 -LRP6 SGCB 1.1185645851520203 -CCNB1 JUN 1.1184604658389699 -DVL2 B3GAT2 1.1180792214096384 -FOS JMJD6 1.1180182584402274 -SHB MDH2 1.1175573030405292 +NME1 FNDC7 1.1187526027612789 +TCF7L2 LANCL2 1.1186029539441444 +LRP6 SGCB 1.1185645851520196 +CCNB1 JUN 1.1184604658389696 +DVL2 B3GAT2 1.1180792214096376 +ATR JAK2 1.1180622441827364 +FOS JMJD6 1.1180182584402223 +SHB MDH2 1.117557303040526 HEBP2 CAB39L 1.1174578151526988 -TACR3 SPAG6 1.1174426623479028 -CREB1 UBAP2L 1.1174065744835309 -NME1 GUF1 1.1169319800638964 -FOXO3 RPTOR 1.1167587793632656 -MAP3K2 SHB 1.1166586533776115 -EVPL CHCHD4 1.1164011759585148 -HEBP2 RMC1 1.1163212350764342 -TCEA3 CHMP4B 1.1161902517013973 -GEMIN5 TMCO4 1.1157150112747711 -LRP6 LARGE1 1.1156986871879622 -ADAM17 FNIP1 1.1156529040651415 -DVL2 UBAP2L 1.1152418372695692 -MTOR ATF6 1.1150725706145963 -PNMA8C RYR1 1.1147427177656224 -DUSP6 UBAP2L 1.114562081046557 -FOXO3 STAT3 1.114548414301883 -SOCS3 TYK2 1.1139855729609571 -GSK3B PNMA8C 1.1139390556138407 -RHOC PNMA8C 1.1139347225545917 -NFKBIA DPPA4 1.1137398854510296 -LRP6 RBPJ 1.1136964424196616 -ACY3 IDH3B 1.113692088315293 -MAP3K2 MAP3K7 1.1136395471314053 -CHEK1 ATF4 1.113622584609315 -CCNA2 JUN 1.113389643003661 -LIN28A CXCL17 1.1133383078672625 +TACR3 SPAG6 1.117442662347902 +CREB1 UBAP2L 1.1174065744835304 +NME1 GUF1 1.1169319800638977 +MAP3K2 SHB 1.1166586533776055 +TCEA3 CHMP4B 1.1161902517013977 +GEMIN5 TMCO4 1.1157150112747698 +LRP6 LARGE1 1.1156986871879615 +ADAM17 FNIP1 1.1156529040651417 +MAP3K2 MAP3K7 1.1154185630801372 +CTNNB1 RACK1 1.115095723871873 +MTOR ATF6 1.1150725706145943 +PNMA8C RYR1 1.1147427177656233 +DUSP6 UBAP2L 1.1145620810465557 +FOXO3 STAT3 1.1145484143018798 +SOCS3 TYK2 1.1139855729609582 +DVL2 UBAP2L 1.113952553964487 +GSK3B PNMA8C 1.113939055613841 +BCL2 JAK2 1.1139359570254639 +RHOC PNMA8C 1.1139347225545908 +NFKBIA DPPA4 1.1137398854510285 +LRP6 RBPJ 1.1136964424196611 +ACY3 IDH3B 1.113692088315292 +CHEK1 ATF4 1.1136225846093155 +CCNA2 JUN 1.113389643003659 +LIN28A CXCL17 1.113338307867262 PIK3CA AKT1 1.11276163650833 -TCEA3 HEBP2 1.1121706644445155 -CALM3 TMCO4 1.1119276933769113 -CAB39L PPP1R13B 1.1115676359376907 -CTNNB1 RACK1 1.1115372379881447 -CALM3 NME8 1.111259641400033 -MAP3K7 NME8 1.1111317187239382 -FAS FNIP1 1.1108621519139055 -ATR JAK2 1.1107931670898739 -NFKBIA LARGE1 1.1107495916951757 -ERBB2 TAX1BP1 1.1104546443918528 -CCNA2 JAG1 1.1102958488055794 -CCNA2 ITGB5 1.1101003865405679 -HES1 SGCB 1.1100969403729262 -VIM EN1 1.110008948918071 -PCNA MARCKSL1 1.1096808504168247 -CCNB1 RACK1 1.1096336460540268 -ATP6V0D1 IDH3B 1.109573268896144 -ATF6 ITGB5 1.1095372846671705 -CASP8 MMADHC 1.109336110250051 -MCM2 FOXO3 1.1087902752313488 -APC STAT3 1.1086400848894735 -ZYG11A CHCHD4 1.1086336906663812 -VIM FLNB 1.1084253904634542 -CCNB1 LRRC36 1.1084173802960613 -NME1 LARGE1 1.1082414248027386 -SOCS3 STAT3 1.107307615239674 -BAD IDH3B 1.1072488430628 -STAU1 CXCL17 1.1071145276055065 -EN1 CHCHD4 1.106980950312412 -MAP3K14 ATP6V0D1 1.1069763509752775 -ACTB STAU1 1.1068153932162 -RELA CAB39L 1.1067983708997353 -BCL2 JAK2 1.1067638059300533 +JAK2 PRTFDC1 1.1125436055606044 +APC STAT3 1.1122133230183169 +TCEA3 HEBP2 1.1121706644445162 +AKT2 JAK2 1.1120876817217238 +CALM3 TMCO4 1.1119276933769109 +CAB39L PPP1R13B 1.1115676359376916 +CALM3 NME8 1.111259641400034 +MAP3K7 NME8 1.1111317187239387 +FAS FNIP1 1.1108621519139066 +NFKBIA LARGE1 1.1107495916951746 +ERBB2 TAX1BP1 1.110454644391853 +CCNA2 JAG1 1.1102958488055799 +CCNA2 ITGB5 1.1101003865405688 +HES1 SGCB 1.1100969403729268 +VIM EN1 1.1100089489180707 +PCNA MARCKSL1 1.1096808504168216 +CCNB1 RACK1 1.1096336460540257 +ATP6V0D1 IDH3B 1.1095732688961422 +ATF6 ITGB5 1.1095372846671712 +CASP8 MMADHC 1.109336110250052 +MCM2 FOXO3 1.1087902752313505 +ZYG11A CHCHD4 1.1086336906663794 +VIM FLNB 1.1084253904634565 +CCNB1 LRRC36 1.1084173802960597 +NME1 LARGE1 1.1082414248027366 +SOCS3 STAT3 1.1073076152396737 +BAD IDH3B 1.1072488430627967 +STAU1 CXCL17 1.1071145276055059 +EN1 CHCHD4 1.1069809503124117 +MAP3K14 ATP6V0D1 1.1069763509752752 +ACTB STAU1 1.1068153932161988 +RELA CAB39L 1.1067983708997358 MTOR GEMIN5 1.1066955747665745 -HIF1A GUF1 1.106556203978084 -CTNNB1 RYR1 1.106298188757853 -GSK3B VIM 1.106056721989478 -CDK1 GATA2 1.1056933902680812 -RBPJ ERBB2 1.1056849809084024 -JAK2 PRTFDC1 1.1055013905166333 -APC UNC13D 1.1053434606003258 +HIF1A GUF1 1.106556203978088 +RPTOR RACK1 1.106334240555245 +GSK3B VIM 1.106056721989481 +CDK1 GATA2 1.1056933902680808 +RBPJ ERBB2 1.1056849809084066 +APC SHARPIN 1.105530822151052 +APC UNC13D 1.105343460600327 CDC20 HES1 1.1050785080241765 -BCL2L11 CS 1.1049656395565588 -RELB MSLN 1.104858309436633 -AKT2 JAK2 1.104734645836814 -CHUK ZBTB24 1.1043610103586086 -PTEN SOCS3 1.1039627415874607 -IRF1 SUB1 1.1037012526158243 -HIF1A BCL2 1.1034470569421495 -ATF6 BATF3 1.103428511542982 -MDM2 TMX3 1.1033771096920442 -PCNA TCF7L2 1.1030839805292543 +BCL2L11 CS 1.1049656395565601 +RELB MSLN 1.1048583094366327 +CHUK ZBTB24 1.1043610103586083 +PTEN SOCS3 1.103962741587462 +IRF1 SUB1 1.1037012526158254 +HIF1A BCL2 1.1034470569421504 +ATF6 BATF3 1.1034285115429787 +CTNNB1 RYR1 1.1034011524811966 +MDM2 TMX3 1.103377109692046 +PCNA TCF7L2 1.1030839805292574 IKBKB PPP1R13B 1.102834525441593 -CD55 SASS6 1.1028007661942885 -LANCL2 ANKRD54 1.1027187805636287 -MARCKSL1 SUB1 1.1025191319502152 -EGFR NME1 1.1025159396569442 -RELA ARHGEF28 1.1022197970832708 -BRAF HOMER1 1.1020400325930981 -EIF2AK3 IKBKG 1.101988885056815 -RPTOR RACK1 1.101810587275027 -RAF1 HOMER1 1.1016082612689624 -CASP3 MGAT4B 1.1015329783899055 -DPPA4 LARGE1 1.1008052081906168 -APC SHARPIN 1.1007380698109057 -LIN28A ERBB2 1.1006327051182825 +CD55 SASS6 1.1028007661942902 +LANCL2 ANKRD54 1.102718780563631 +MARCKSL1 SUB1 1.1025191319502134 +EGFR NME1 1.102515939656946 +RELA ARHGEF28 1.1022197970832714 +BRAF HOMER1 1.1020400325930941 +EIF2AK3 IKBKG 1.101988885056813 +PRDM14 RMC1 1.1017668447361442 +RAF1 HOMER1 1.1016082612689617 +CASP3 MGAT4B 1.1015329783899068 +DPPA4 LARGE1 1.1008052081906181 +LIN28A ERBB2 1.100632705118283 CDC20 REL 1.1004733608328054 -GADD45A NR1I2 1.1001377196763644 -MARCKSL1 CD55 1.0999263499279082 -TCF7L2 CBX6 1.0990064020962786 +GADD45A NR1I2 1.1001377196763626 +MARCKSL1 CD55 1.0999263499279006 +TCF7L2 CBX6 1.0990064020962753 +POU5F1 EGR1 1.0986239096357415 CDC20 GATA2 1.0985590219317125 -SGCB CD55 1.0980567546758206 -CDH2 FOS 1.098026257068834 -SGCB PPP1R13B 1.0978275729955476 -CS GDPD5 1.097210295287002 -ZNF774 NR1I2 1.0971833248602667 -ZFP42 GATA2 1.0971706310161764 -TYK2 HEBP2 1.0968210913589271 +SGCB CD55 1.0980567546758204 +CDH2 FOS 1.0980262570688306 +SGCB PPP1R13B 1.0978275729955487 +CS GDPD5 1.0972102952870029 +ZNF774 NR1I2 1.097183324860264 +ZFP42 GATA2 1.0971706310161748 +TYK2 HEBP2 1.0968210913589234 HES1 CHMP4B 1.096802952713813 -ATR KCNJ8 1.0965077090300976 -PRDM14 RMC1 1.0964805026402527 -TP53 MAPK3 1.0964797815469831 -MDM2 CD200R1L 1.0964060355668301 -BCL2 JAG1 1.0962029000255165 -CASP9 RELA 1.0956635111016018 -SOCS3 ACY3 1.0955930318239668 -TRAF2 SOX2 1.0952150798950515 -PCNA MAPK3 1.0951618291839056 -MDM2 CASP3 1.094974575451639 -ANKRD49 HOMER1 1.0949729093309968 -DPYSL3 UBAP2L 1.0949309789303883 -POU5F1 EGR1 1.0946959172263964 -STAT1 CLCN3 1.0946511156545176 -PCNA RGL1 1.0946327329954173 -DPPA4 B4GALNT3 1.09414622973641 -NFKBIA ARHGEF28 1.093965387926436 -DPPA4 HSP90AB1 1.0938349234820313 -FOXO3 NME1 1.093505758716913 -SGCB HOMER1 1.0934941031187144 -MAPK3 JMJD6 1.0933560220121585 -JAG1 ZNF652 1.092933209480596 -REL RHOC 1.0926803507963359 -SMAD4 ANKRD49 1.092318761233357 -CHEK2 SRF 1.0921405738204846 -APC SHB 1.0917727731396722 -KLF4 ARHGEF28 1.0915221209276849 -DPPA4 TCEA3 1.0914313901002364 +ATR KCNJ8 1.0965077090300945 +TP53 MAPK3 1.096479781546987 +MDM2 CD200R1L 1.096406035566831 +BCL2 JAG1 1.0962029000255151 +CASP9 RELA 1.0956635111016026 +SOCS3 ACY3 1.0955930318239662 +APC SHB 1.095410217706639 +TRAF2 SOX2 1.0952150798950455 +PCNA MAPK3 1.0951618291839058 +MDM2 CASP3 1.0949745754516422 +ANKRD49 HOMER1 1.0949729093309977 +DPYSL3 UBAP2L 1.0949309789303892 +STAT1 CLCN3 1.0946511156545204 +PCNA RGL1 1.0946327329954184 +DPPA4 B4GALNT3 1.0941462297364086 +NFKBIA ARHGEF28 1.093965387926437 +DPPA4 HSP90AB1 1.0938349234820302 +FOXO3 NME1 1.0935057587169164 +SGCB HOMER1 1.0934941031187133 +MAPK3 JMJD6 1.0933560220121576 +JAG1 ZNF652 1.092933209480594 +REL RHOC 1.092680350796334 +SMAD4 ANKRD49 1.092318761233365 +CHEK2 SRF 1.092140573820482 +ATR APC 1.0917166129618328 +MAPK3 JAK2 1.0915702525247595 +KLF4 ARHGEF28 1.091522120927686 +DPPA4 TCEA3 1.091431390100237 MCM2 AKT2 1.091340343513482 -ATF4 MID2 1.0910314590728671 -CCNB1 CASP3 1.0909956766032558 -IRF9 CHUK 1.0909594500894007 -AKT1 MARCKSL1 1.0907235940045281 -DPPA4 CHMP4B 1.0904052339994614 -ATM TCF7L2 1.090348225223786 -IKBKG TYK2 1.0901572844934648 -MDM2 RACK1 1.0900513460802028 -JMJD6 ZBTB24 1.089161121499732 +ATF4 MID2 1.0910314590728682 +CCNB1 CASP3 1.0909956766032576 +IRF9 CHUK 1.0909594500894044 +AKT1 MARCKSL1 1.0907235940045263 +DPPA4 CHMP4B 1.0904052339994619 +ATM TCF7L2 1.0903482252237873 +IKBKG TYK2 1.0901572844934655 +MDM2 RACK1 1.0900513460802046 +APC POU5F1 1.0896850513527796 +JMJD6 ZBTB24 1.0891611214997305 BATF3 TMX3 1.0884351584402125 -RBPJ FNDC7 1.0882153441415607 -CASP8 PIK3CA 1.0880792876587275 -ATR APC 1.0879514612208483 -GADD45A CASP8 1.0877858347702485 -TRAF2 SPAG6 1.0874567952350902 -UNC13D RMC1 1.0874085467478185 -SLC26A4 TAX1BP1 1.0870149782035263 -MDM2 HEBP2 1.0869765692830884 -TRMT44 SDSL 1.0867798238712325 -CASP8 ARHGEF28 1.0866932234605424 -MDM2 IKBKG 1.0865481835656596 -ATM KLF11 1.0863848971087369 -SP1 TAX1BP1 1.086040870685422 +KRAS ARHGEF28 1.0882362608492908 +RBPJ FNDC7 1.0882153441415625 +CASP8 PIK3CA 1.088079287658726 +GADD45A CASP8 1.0877858347702465 +TRAF2 SPAG6 1.0874567952350893 +UNC13D RMC1 1.0874085467478198 +SLC26A4 TAX1BP1 1.0870149782035274 +MDM2 HEBP2 1.0869765692830915 +TRMT44 SDSL 1.0867798238712336 +CASP8 ARHGEF28 1.0866932234605433 +MDM2 IKBKG 1.0865481835656594 +ATM KLF11 1.08638489710874 +SP1 TAX1BP1 1.0860408706854217 CCNB2 ZNF687 1.0856107543963562 -PIK3CB ZFP42 1.0854425707751378 -MGAT4B CXCL17 1.0854258302705753 -AXIN1 BATF3 1.085210423336423 -CDK1 UNC13D 1.0852006525250713 -BAX PTEN 1.084806462024739 -ATM MARCKSL1 1.0844391475058355 -BAX TCTN1 1.0843312321731737 -GADD45A CHCHD4 1.084225955384119 -MAPK3 CS 1.0842151077546993 -EN1 TCTN1 1.084204342125193 -MAPK3 JAK2 1.084149421875945 -MAPK3 KCNJ8 1.0839032771084847 -PTEN ARHGEF4 1.083537839547835 -CTNNB1 B4GALNT3 1.0831512936916916 -BRAF MGAT4B 1.082881165767186 -CHCHD4 MSLN 1.0824485585629935 -HEBP2 CHCHD4 1.0822765735977464 -ATM CD200R1L 1.082266544755195 -NOTCH1 FNDC7 1.0822600639147049 -CASP9 TCF7L2 1.0821939041021569 -PRDM14 LRRC36 1.0821568274312539 -SMAD4 CD55 1.0821490708208124 -KRAS ARHGEF28 1.0820525338397302 -MAPK1 CLCN3 1.081830108186446 -CASP8 CALM3 1.081268297921091 -EGFR STAU1 1.0812089584744995 -CCNB2 BAX 1.0811729833631036 -SMAD4 CD200R1L 1.0808884270843033 -JAG1 ACY3 1.0808820152673502 -MCM2 CDH2 1.0807232734460699 -ATM NANOG 1.0806813527495505 -MDM2 SOX2 1.0805466143488658 -SP1 CALM3 1.0804326827223663 -UBAP2L LARGE1 1.0799841928949199 -CTNNB1 POU5F1 1.079633705739836 -MAP3K7 CHMP4B 1.0795673009443176 -MKI67 PIK3CB 1.0791639673034525 -UNC13D CHMP4B 1.0791161884897162 -PTPN7 FNIP1 1.0789780697710303 -HES1 CXCL17 1.0788822146812673 -AXIN1 PRDM14 1.0786980439749576 -DUSP6 SMAD4 1.0786803584904725 -DPPA4 MMADHC 1.0786002424336805 -ATR RELA 1.0785182729337313 -MCM5 PRDM14 1.0784968269475497 -ATR SOCS3 1.0783972878454773 -SOCS3 TMCO4 1.0780526290150898 -SPATS1 PPP1R13B 1.0779603719980322 -ZNF687 PAX5 1.0778193021902795 -MAPK1 TBC1D10A 1.0773489743756426 -CASP9 MAP3K7 1.0767464953366133 -CDK1 TCF7L2 1.0755882271405843 -NANOG DPPA4 1.0755539616389727 -HIF1A GEMIN5 1.0753420147295765 -EIF2AK3 PTK7 1.075186623677802 -TCF7L2 SASS6 1.075077702370875 -STAT1 CD55 1.074580114764049 -CLCN3 MGA 1.0741677648285466 -KRAS POU5F1 1.0740587639827286 -UBQLN2 SHB 1.07397930812315 -DLL1 NME1 1.0738419426125854 -ATM SHARPIN 1.073566246638866 -CCNB2 BCL2 1.073501542646544 -LANCL2 CALM3 1.0730354103657105 -VIM SHARPIN 1.0728370070308875 -CHUK CDH1 1.0727641786350959 -AKT1 TCEA3 1.0724840073789155 -ADAM17 TAX1BP1 1.0724443313949177 -MDM2 MGAT4B 1.0716531113684 -PTPN7 GSK3B 1.071144380502898 -CDK2 GEMIN5 1.0710656897463817 -UBAP2L CXCL17 1.0706392285171509 -TRAF3 KCNJ8 1.0703700341028417 -CHEK1 UBQLN2 1.0700588453691435 -CASP9 EGR1 1.0700559787956943 -NFKB1 MMADHC 1.0700455979703887 -CCNB1 TRAF3 1.0700269594173188 -RACK1 CHCHD4 1.069960914415324 -PTPN7 MMADHC 1.069703713079304 -CDK1 ZNF687 1.0696476108906898 +PIK3CB ZFP42 1.0854425707751403 +MGAT4B CXCL17 1.0854258302705748 +AXIN1 BATF3 1.0852104233364226 +CDK1 UNC13D 1.0852006525250724 +BAX PTEN 1.0848064620247377 +ATM MARCKSL1 1.0844391475058341 +BAX TCTN1 1.0843312321731746 +GADD45A CHCHD4 1.0842259553841203 +MAPK3 CS 1.0842151077547004 +EN1 TCTN1 1.0842043421251926 +MAPK3 KCNJ8 1.0839032771084816 +PTEN ARHGEF4 1.0835378395478357 +BRAF MGAT4B 1.0828811657671849 +CHCHD4 MSLN 1.082448558562993 +HEBP2 CHCHD4 1.0822765735977442 +ATM CD200R1L 1.0822665447551953 +NOTCH1 FNDC7 1.0822600639147062 +CTNNB1 B4GALNT3 1.082238563879528 +CASP9 TCF7L2 1.082193904102157 +PRDM14 LRRC36 1.0821568274312525 +SMAD4 CD55 1.082149070820813 +MAPK1 CLCN3 1.0818301081864472 +CASP8 CALM3 1.0812682979210912 +EGFR STAU1 1.0812089584744953 +CCNB2 BAX 1.0811729833631039 +SMAD4 CD200R1L 1.0808884270843035 +JAG1 ACY3 1.0808820152673493 +MCM2 CDH2 1.0807232734460674 +ATM NANOG 1.0806813527495531 +MDM2 SOX2 1.0805466143488653 +SP1 CALM3 1.080432682722367 +UBAP2L LARGE1 1.0799841928949214 +MAP3K7 CHMP4B 1.0798707782140395 +MKI67 PIK3CB 1.079163967303455 +UNC13D CHMP4B 1.079116188489718 +PTPN7 FNIP1 1.0789780697710298 +HES1 CXCL17 1.0788822146812669 +CASP9 MAP3K7 1.078872531223893 +AXIN1 PRDM14 1.0786980439749587 +DUSP6 SMAD4 1.0786803584904758 +DPPA4 MMADHC 1.078600242433681 +ATR RELA 1.0785182729337333 +MCM5 PRDM14 1.0784968269475461 +ATR SOCS3 1.0783972878454768 +SOCS3 TMCO4 1.078052629015091 +SPATS1 PPP1R13B 1.0779603719980317 +ZNF687 PAX5 1.077819302190279 +MAPK1 TBC1D10A 1.077348974375643 +EVPL TAX1BP1 1.0765434748873421 +CDK1 TCF7L2 1.0755882271405848 +NANOG DPPA4 1.075553961638971 +HIF1A GEMIN5 1.075342014729576 +EIF2AK3 PTK7 1.0751866236777974 +TCF7L2 SASS6 1.075077702370878 +STAT1 CD55 1.07458011476405 +CLCN3 MGA 1.074167764828543 +UBQLN2 SHB 1.0739793081231488 +DLL1 NME1 1.0738419426125825 +ATM SHARPIN 1.0735662466388676 +CCNB2 BCL2 1.073501542646545 +LANCL2 CALM3 1.0730354103657123 +VIM SHARPIN 1.072837007030889 +CHUK CDH1 1.072764178635096 +AKT1 TCEA3 1.0724840073789161 +ADAM17 TAX1BP1 1.0724443313949172 +RMC1 TMX3 1.0718833264728365 +MDM2 MGAT4B 1.071653111368401 +SRF RMC1 1.0713531623485733 +PTPN7 GSK3B 1.0711443805028975 +CDK2 GEMIN5 1.0710656897463775 +UBAP2L CXCL17 1.0706392285171502 +POU5F1 UBQLN2 1.0704090997184594 +TRAF3 KCNJ8 1.070370034102839 +CHEK1 UBQLN2 1.0700588453691429 +CASP9 EGR1 1.0700559787956927 +NFKB1 MMADHC 1.0700455979703902 +CCNB1 TRAF3 1.0700269594173137 +RACK1 CHCHD4 1.0699609144153204 +PTPN7 MMADHC 1.0697037130793035 +CDK1 ZNF687 1.0696476108906894 UBQLN2 SAA4 1.0692185421741396 -EVPL TAX1BP1 1.068276397956033 -MGAT4B GUF1 1.0682110934805724 +MGAT4B GUF1 1.0682110934805689 PRDM14 CS 1.067798134564292 -CTNNB1 RELA 1.0675101740600148 -SP1 SHB 1.0672875950828715 -MDM2 AXIN1 1.0672790022403218 -RMC1 TMX3 1.0671846884030507 -ACY3 B4GALNT3 1.0669994900744273 -CDK2 TYK2 1.0667936428762241 -POU5F1 UBQLN2 1.0665777814505333 -TYK2 PRTFDC1 1.0665611330296816 -ADAM17 CDH1 1.0664430516044636 -MYC CHCHD4 1.0663585508198015 -ATP6V0D1 LRRC36 1.0661339360252358 -SRF RMC1 1.0660870615852227 -IRF1 GDPD5 1.0660643935458443 -ACOT6 PTK7 1.0657625428141995 -HEBP2 NME8 1.0653538080356073 -IRF1 TCTN1 1.0645752466347143 -RELB LANCL2 1.064301596856199 -RPTOR SMAD4 1.0641945859602486 -CDC20 MGA 1.0639491602680375 +SP1 SHB 1.06728759508287 +MDM2 AXIN1 1.0672790022403251 +ACY3 B4GALNT3 1.0669994900744266 +CDK2 TYK2 1.0667936428762277 +RPTOR SMAD4 1.0666537021555373 +TYK2 PRTFDC1 1.0665611330296807 +ADAM17 CDH1 1.0664430516044605 +MYC CHCHD4 1.0663585508198001 +ATP6V0D1 LRRC36 1.0661339360252344 +IRF1 GDPD5 1.0660643935458445 +ACOT6 PTK7 1.0657625428142008 +HEBP2 NME8 1.0653538080356082 +IRF1 TCTN1 1.0645752466347151 +RELB LANCL2 1.0643015968562017 +CTNNB1 RELA 1.0642892416568432 +CDC20 MGA 1.0639491602680378 MVK CBX6 1.0638820108040754 -CDH1 DPYSL3 1.063353466135736 -NANOG RYR1 1.06333752511873 -RAF1 LARGE1 1.0629846234813702 -TRAF3 GDPD5 1.0626689043701794 -CD55 DNAJC30 1.0623909496271033 -CASP3 RHOC 1.0622703202043433 -IKBKG KCNJ8 1.061866890185989 -MAP3K2 BATF3 1.0616879595376412 -CCNB1 UBQLN2 1.0616581708433115 -MAPK3 FNDC7 1.0609466275142274 -FOXO3 ACTB 1.0608552467468149 -MAP3K2 FLNB 1.0607750527139306 -CCNB1 CDH2 1.0606948124508468 -ATM TMX3 1.0605166398156174 -MTOR ANKRD49 1.0601752311170165 -CDH1 GDPD5 1.060111199169893 -CDC20 SGCB 1.0600491847072557 -KRAS FNIP1 1.05945404734705 -CREB1 RFX8 1.0593631006023352 -ATF6 NR1I2 1.0588106223039961 +CDH1 DPYSL3 1.0633534661357351 +NANOG RYR1 1.063337525118731 +RAF1 LARGE1 1.0629846234813691 +TRAF3 GDPD5 1.0626689043701816 +CD55 DNAJC30 1.0623909496271025 +CASP3 RHOC 1.0622703202043455 +IKBKG KCNJ8 1.0618668901859887 +KRAS FNIP1 1.061738112106358 +MAP3K2 BATF3 1.0616879595376438 +CCNB1 UBQLN2 1.061658170843309 +MAPK3 FNDC7 1.060946627514229 +FOXO3 ACTB 1.0608552467468153 +MAP3K2 FLNB 1.0607750527139317 +CCNB1 CDH2 1.0606948124508486 +ATM TMX3 1.0605166398156156 +MTOR ANKRD49 1.0601752311170192 +CDH1 GDPD5 1.0601111991698955 +CDC20 SGCB 1.0600491847072582 +RPTOR LIN28A 1.059684161853845 +CREB1 RFX8 1.0593631006023345 +ATF6 NR1I2 1.0588106223039953 +APC MGA 1.0587784901047927 CHEK1 TRAF3 1.0586247730949276 -FNDC7 TCTN1 1.0585866974532279 -MAPK1 PRDM14 1.058580604262583 -PTK7 PRTFDC1 1.0585410461084923 -MCM2 CEACAM19 1.0580790904254012 -LIN28A UNC13D 1.0580714506636986 -NR1I2 DNAJC30 1.0578679095305057 -TP53 ZFP42 1.0577780801579801 -PPP1R13B CS 1.0577395919670853 -CD200R1L SLC25A38 1.0577344694436064 -BRAF LRP6 1.0577061876866651 +FNDC7 TCTN1 1.0585866974532294 +MAPK1 PRDM14 1.0585806042625845 +PTK7 PRTFDC1 1.0585410461084899 +MCM2 CEACAM19 1.0580790904254018 +LIN28A UNC13D 1.0580714506637 +NR1I2 DNAJC30 1.0578679095305052 +TP53 ZFP42 1.0577780801579815 +PPP1R13B CS 1.0577395919670858 +CD200R1L SLC25A38 1.0577344694436068 +BRAF LRP6 1.0577061876866647 MAP3K14 ZBTB24 1.057632123774523 -JUN PNMA8C 1.0574946946606805 -FNDC7 SGCB 1.0573313195022302 -PIK3CA GDPD5 1.057186745855541 -CHUK TMX3 1.056802517806217 -TRAF6 FNIP1 1.0567632635192115 -MAP3K14 CLCN3 1.0566628086293128 -RPTOR LIN28A 1.0564906060269335 -MDM2 LIN28A 1.05619225282955 +JUN PNMA8C 1.057494694660681 +FNDC7 SGCB 1.057331319502232 +PIK3CA GDPD5 1.0571867458555428 +CHUK TMX3 1.056802517806216 +TRAF6 FNIP1 1.0567632635192095 +MAP3K14 CLCN3 1.0566628086293133 +MDM2 LIN28A 1.0561922528295533 PCNA SOX2 1.0561675939322632 -ZNF687 ARHGEF28 1.0557857180496826 -KCNJ8 RGL1 1.0556180097722034 -CHEK1 CHEK2 1.0554474288437397 -STAT3 ERBB2 1.0554266689123188 -CD200R1L IDH3B 1.055345495634313 -RAF1 FLNB 1.0552624369066728 -TYK2 SHARPIN 1.0548689121849202 -RBPJ RYR1 1.0548384920761131 +ZNF687 ARHGEF28 1.0557857180496828 +KCNJ8 RGL1 1.055618009772199 +CHEK1 CHEK2 1.0554474288437394 +STAT3 ERBB2 1.0554266689123146 +CD200R1L IDH3B 1.0553454956343133 +RAF1 FLNB 1.0552624369066712 +TYK2 SHARPIN 1.0548689121849184 +RBPJ RYR1 1.054838492076113 VIM ATP6V0D1 1.0546947753041638 -SP1 HOMER1 1.0543533286386353 -ACTB MMADHC 1.0541052142594431 -DUSP6 LIN28A 1.0539808548503842 -APC MGA 1.0537518034143285 -SHARPIN CXCL17 1.0537108051892399 -MTOR TACR3 1.0536055521862866 -FOS RGL1 1.0533217666375483 -MKI67 MMADHC 1.0530326690341119 -ACTB RACK1 1.0530060870953366 -SRF NANOG 1.0529177383678232 -EGR1 CLCN3 1.0527208067579255 -TAX1BP1 MID2 1.05270632840558 -TBC1D10A ARHGEF28 1.0522734610857793 -CDKN1A RFX8 1.0522451998591003 -TCTN1 FLNB 1.0522160642851597 -SNX25 DNAJC30 1.0521631631801762 -SOCS3 FAS 1.0515567835549102 -IKBKG HSP90AB1 1.0512522443668137 -KCNJ8 TCTN1 1.0509507651675456 -MARCKSL1 CLCN3 1.0504531154099181 -HIF1A MSLN 1.0500885165582015 -SRF ADAM17 1.050012759689219 -BCL2L11 ACOT6 1.0492079320303447 -AXIN1 GEMIN5 1.048950140125979 +SP1 HOMER1 1.0543533286386315 +ACTB MMADHC 1.0541052142594425 +DUSP6 LIN28A 1.053980854850384 +SHARPIN CXCL17 1.0537108051892394 +MTOR TACR3 1.0536055521862857 +FOS RGL1 1.053321766637543 +MKI67 MMADHC 1.0530326690341123 +ACTB RACK1 1.0530060870953348 +SRF NANOG 1.052917738367829 +EGR1 CLCN3 1.0527208067579228 +TAX1BP1 MID2 1.0527063284055815 +CTNNB1 EGR1 1.0525649499695742 +TBC1D10A ARHGEF28 1.0522734610857805 +CDKN1A RFX8 1.0522451998590996 +TCTN1 FLNB 1.0522160642851615 +SNX25 DNAJC30 1.0521631631801787 +SOCS3 FAS 1.0515567835549133 +IKBKG HSP90AB1 1.0512522443668149 +KCNJ8 TCTN1 1.0509507651675438 +MARCKSL1 CLCN3 1.0504531154099175 +HIF1A MSLN 1.050088516558201 +SRF ADAM17 1.05001275968922 +CTNNB1 KLF11 1.0496357221540014 +BCL2L11 ACOT6 1.0492079320303458 +AXIN1 GEMIN5 1.0489501401259793 ZYG11A CAB39L 1.0487733186108923 -CTNNB1 KLF11 1.0486768133287014 -CD200R1L LARGE1 1.048459298785125 -MGAT4B ZNF774 1.0483347584865028 -CDH1 MVK 1.0482688893721228 -PRDM14 TRMT44 1.048051612623483 -CTNNB1 EGR1 1.0479704964471976 -NFKBIA FLNB 1.047805192751552 -MAPK1 STAT1 1.0477900160906983 -CLCN3 NME8 1.04734125024669 -CREB1 NME8 1.0468840175826608 -MGA GUF1 1.0464120776446544 -NANOG MMADHC 1.0463439686863523 -GADD45A SHARPIN 1.045727622491173 +CD200R1L LARGE1 1.0484592987851253 +MGAT4B ZNF774 1.0483347584865006 +CDH1 MVK 1.048268889372125 +PRDM14 TRMT44 1.0480516126234838 +NFKBIA FLNB 1.0478051927515524 +MAPK1 STAT1 1.047790016090701 +CLCN3 NME8 1.0473412502466908 +CREB1 NME8 1.046884017582662 +MGA GUF1 1.0464120776446557 +NANOG MMADHC 1.0463439686863536 +APC TCF7L2 1.046104097171075 +GADD45A SHARPIN 1.0457276224911685 EGR1 GATA2 1.0456606412128049 -ZBBX SLC26A4 1.0450636839176894 -CTNNB1 JAK2 1.0450467229631921 -RELA ACOT6 1.0449811101151238 -DPYSL3 PAX5 1.04476221706546 -PCNA AKT2 1.0447603399124379 -SNX25 LARGE1 1.044520473052444 -MAP3K14 MMADHC 1.0443457749363145 -SASS6 MDH2 1.0443366634824611 +ZBBX SLC26A4 1.0450636839176901 +RELA ACOT6 1.044981110115125 +DPYSL3 PAX5 1.0447622170654594 +PCNA AKT2 1.0447603399124386 +SNX25 LARGE1 1.0445204730524438 +MAP3K14 MMADHC 1.0443457749363148 +SASS6 MDH2 1.044336663482464 PIK3CB CDH2 1.0443258135963367 -TRAF3 CXCL17 1.0441473760267383 -CDKN1A TCEA3 1.0441312329262644 -CDH2 TACR3 1.04410937209717 -NFKBIA MMADHC 1.0440317052710675 -HIF1A ATF6 1.0439685500512348 -ATR PRDM14 1.043829182344518 -APC TCF7L2 1.0434655781931548 -CASP8 SHB 1.0432295728437753 -MAP3K7 CREB1 1.0426853094086037 -JMJD6 PRTFDC1 1.0426669405610645 -SHARPIN FNIP1 1.042498065135461 -UBAP2L ZYG11A 1.0424928542111938 -TP53 SGCB 1.0424525131167335 -LANCL2 B3GAT2 1.0423045182942248 -TACR3 TAX1BP1 1.0421363098419092 -DLL1 JMJD6 1.0420311761486847 -CCNA2 IRF1 1.0418441874644537 -CLCN3 GEMIN5 1.0416032445557097 -NME1 NME8 1.0412759723743557 -PIK3CB RYR1 1.0410255519486804 -NOTCH1 CAB39L 1.040330000469041 -RPTOR ARHGEF28 1.0400168833917929 -LIN28A VIM 1.039826558606549 -UNC13D STAU1 1.0395169234328474 -CASP9 SOCS3 1.0395079628088635 -MAPK1 RPTOR 1.0394449869234756 -JAK2 POU5F1 1.0389528569355175 -STAT3 ACY3 1.0387614563809813 -GATA2 BATF3 1.0387048326412183 -CHUK MGAT4B 1.038605461655531 -ZNF652 ITGB5 1.03852523105545 -JUN CLCN3 1.0385169285810445 -NANOG PNMA8C 1.0385016960527733 -CHEK2 BATF3 1.0383833570105243 -CHUK B3GAT2 1.0380334382154155 -PIK3CB NME1 1.0378223212203093 -TRAF3 FNIP1 1.0377957737687886 -BAD SHARPIN 1.0377450969833284 -MCM2 CHEK2 1.0377349348849805 -MCM5 PRTFDC1 1.0377167350709895 -ACOT6 GEMIN5 1.0374067058633403 -MDM2 MMADHC 1.037167467112928 -CCNB1 MAPK3 1.0368547755956703 -STAT1 EGR1 1.0368222570588095 -ATF4 B3GAT2 1.0368197614793098 -MTOR DNAJC30 1.036731971578162 -REL STAT3 1.0367045668355914 -GEMIN5 HOMER1 1.03660464597395 -HIF1A ZFP42 1.0365215433203925 -TRAF6 CHUK 1.0361507948702848 -GATA2 RMC1 1.0359586563487426 +TRAF3 CXCL17 1.044147376026738 +CDKN1A TCEA3 1.0441312329262649 +CDH2 TACR3 1.0441093720971681 +NFKBIA MMADHC 1.0440317052710668 +MAP3K7 CREB1 1.044011839518462 +HIF1A ATF6 1.043968550051235 +ATR PRDM14 1.0438291823445174 +CASP8 SHB 1.0432295728437735 +RPTOR ARHGEF28 1.0427395580134953 +JMJD6 PRTFDC1 1.0426669405610607 +SHARPIN FNIP1 1.0424980651354558 +UBAP2L ZYG11A 1.0424928542111924 +TP53 SGCB 1.0424525131167344 +MAPK1 RPTOR 1.0423077215432888 +LANCL2 B3GAT2 1.042304518294224 +TACR3 TAX1BP1 1.0421363098419103 +DLL1 JMJD6 1.04203117614868 +CCNA2 IRF1 1.0418441874644553 +CLCN3 GEMIN5 1.041603244555705 +NME1 NME8 1.0412759723743565 +PIK3CB RYR1 1.0410255519486842 +NOTCH1 CAB39L 1.0403300004690441 +LIN28A VIM 1.0398265586065492 +UNC13D STAU1 1.0395169234328487 +CASP9 SOCS3 1.039507962808866 +STAT3 ACY3 1.038761456380981 +GATA2 BATF3 1.0387048326412176 +CHUK MGAT4B 1.0386054616555318 +ZNF652 ITGB5 1.0385252310554487 +JUN CLCN3 1.0385169285810467 +NANOG PNMA8C 1.0385016960527782 +CHEK2 BATF3 1.0383833570105228 +CHUK B3GAT2 1.0380334382154148 +PIK3CB NME1 1.0378223212203124 +TRAF3 FNIP1 1.0377957737687884 +BAD SHARPIN 1.0377450969833242 +MCM2 CHEK2 1.0377349348849791 +MCM5 PRTFDC1 1.0377167350709877 +POU5F1 ZBTB24 1.0376155322549838 +ACOT6 GEMIN5 1.0374067058633414 +MDM2 MMADHC 1.0371674671129303 +CCNB1 MAPK3 1.03685477559567 +CTNNB1 SASS6 1.0368417378792982 +STAT1 EGR1 1.0368222570588101 +ATF4 B3GAT2 1.036819761479309 +MTOR DNAJC30 1.0367319715781613 +REL STAT3 1.0367045668355905 +GEMIN5 HOMER1 1.0366046459739482 +HIF1A ZFP42 1.0365215433203936 +GATA2 RMC1 1.036417834111441 +TRAF6 CHUK 1.0361507948702817 NOTCH1 RACK1 1.0358489579272916 -CLCN3 PPP1R13B 1.0356477600854614 -BRAF CHCHD4 1.0348789451027058 -CCNA2 PTK7 1.0348544167976985 -MAP3K2 TCF7L2 1.0345362415102775 -AXIN1 ZFP42 1.0345126692375268 -POU5F1 ZBTB24 1.0341164020815294 -STAT1 CDH2 1.0338693590209052 -ERBB2 HOMER1 1.0338126682016935 -MAP3K14 GDPD5 1.0337997981132396 -ACY3 RYR1 1.0330055390014758 -LRP6 IKBKG 1.032967088190007 -ACY3 HSP90AB1 1.0326228918822316 -BAD RAF1 1.0323740749035089 -ATM RFX8 1.0321419243252612 -CTNNB1 SASS6 1.0321413927135874 -DPYSL3 MDH2 1.031812237830723 -IDH3B HEBP2 1.031768131851729 -IRF1 EGR1 1.0315222403165933 -FOXO3 MMADHC 1.031483849451699 -MAPK1 TCF7L2 1.0314244504619399 -CDK2 MAP3K7 1.031215350965569 -NANOG TMCO4 1.0311813498296798 -GSK3B DVL2 1.0310992827309506 -ATF6 MSLN 1.030775795920184 -BCL2L11 SPAG6 1.0306724438334187 -BCL2L11 GUF1 1.0306450758767112 -PTPN7 CHUK 1.030591063847603 +CLCN3 PPP1R13B 1.0356477600854608 +BRAF CHCHD4 1.0348789451027043 +CCNA2 PTK7 1.0348544167976934 +MAP3K2 TCF7L2 1.0345362415102795 +AXIN1 ZFP42 1.0345126692375284 +GSK3B DVL2 1.0339514689506049 +STAT1 CDH2 1.0338693590209056 +ERBB2 HOMER1 1.0338126682016926 +MAP3K14 GDPD5 1.0337997981132399 +ACY3 RYR1 1.033005539001474 +LRP6 IKBKG 1.0329670881900084 +ACY3 HSP90AB1 1.0326228918822307 +BAD RAF1 1.03237407490351 +ATM RFX8 1.0321419243252599 +DPYSL3 MDH2 1.0318122378307242 +IDH3B HEBP2 1.0317681318517258 +IRF1 EGR1 1.0315222403165942 +FOXO3 MMADHC 1.0314838494517005 +MAPK1 TCF7L2 1.031424450461941 +RPTOR UBQLN2 1.0312162746408857 +NANOG TMCO4 1.0311813498296807 +ATF6 MSLN 1.0307757959201838 +BCL2L11 SPAG6 1.030672443833418 +BCL2L11 GUF1 1.0306450758767125 +PTPN7 CHUK 1.0305910638476026 TYK2 GATA2 1.0303819106387597 -ATP6V0D1 HEBP2 1.0302441537885048 -RELA GEMIN5 1.0301693285205298 -CHUK DNAJC30 1.0300245851253953 -BAD MAP3K14 1.0293820113121182 -GSK3B SGCB 1.0292829285357676 -MKI67 GDPD5 1.0292765611754797 -CDC20 STAU1 1.0288848244640532 +ATP6V0D1 HEBP2 1.030244153788505 +CDK2 MAP3K7 1.0301778022433858 +RELA GEMIN5 1.0301693285205256 +CHUK DNAJC30 1.0300245851253937 +BAD MAP3K14 1.0293820113121184 +GSK3B SGCB 1.029282928535769 +MKI67 GDPD5 1.029276561175481 +CDC20 STAU1 1.0288848244640496 ZNF687 TMCO4 1.0288382522665538 -ANKRD54 MDH2 1.0286851205036769 -VIM MARCKSL1 1.0286478028284896 -EGFR HEBP2 1.0285922554719846 -DUSP6 JAG1 1.0281135534285175 -CD200R1L ATF6 1.0274531216810432 -ACTB TAX1BP1 1.0273874755634587 -IRF9 TRMT44 1.027375447759562 -CHEK2 PPP1R13B 1.0269605201091152 -IDH3B MGAT4B 1.0269015208103154 -SDSL CBX6 1.0266164147124217 -RPTOR UBQLN2 1.0262753972131704 -NME1 STAU1 1.0261663359979694 -PTEN GSK3B 1.0260558951159822 -SOX2 CD200R1L 1.0259868484949282 -STAT3 JMJD6 1.0258351122148546 -MAP3K2 GSK3B 1.025550443535742 -CDK1 MAP3K7 1.0244269254710408 -BAD ACY3 1.0242064349019813 -MAPK1 CDH1 1.024064952386774 -ATP6V0D1 SASS6 1.0240478041061933 -POU5F1 MYC 1.023581764309943 -ACY3 MVK 1.0235527592431626 -FOS SASS6 1.0235122064497528 -GSK3B ZBTB24 1.023173406288591 -TRAF2 HOMER1 1.0230748482020433 -RELA SDSL 1.0229901463565756 -SMAD4 ANKRD54 1.0227039117173133 -MAPK1 TCEA3 1.0222802214423825 -CCNB1 ITGB5 1.0218852291091411 -BATF3 DNAJC30 1.021766555512017 -KRAS ACOT6 1.0217599491241653 -STAT3 SMAD4 1.021740046544839 -MARCKSL1 GEMIN5 1.0213752128332327 -RHOC HEBP2 1.0208973835243584 -ITGB5 HOMER1 1.0208522196959227 -MAP3K2 FAS 1.0205030961512054 -TMX3 ARHGEF4 1.020494267315176 -AXIN1 GDPD5 1.0203335206202635 -FOXO3 TACR3 1.0202714961649897 -HIF1A SLC25A38 1.0201999574318887 -BCL2 ZYG11A 1.0200142180673035 -NR1I2 ANKRD49 1.019915674186504 -CDH1 MMADHC 1.0196962395025908 -MAP3K7 AKT2 1.0196553144356564 -CXCL17 SASS6 1.0194232642780374 -HIF1A SHARPIN 1.0192482722685157 -MCM2 EIF2AK3 1.0192205123763804 -JAK2 HOMER1 1.0190044392873099 -IDH3B RYR1 1.018877229579837 -GSK3B ANKRD54 1.0186746168095622 +ANKRD54 MDH2 1.0286851205036718 +VIM MARCKSL1 1.0286478028284909 +EGFR HEBP2 1.028592255471988 +DUSP6 JAG1 1.028113553428514 +POU5F1 MYC 1.0276234484774482 +CD200R1L ATF6 1.0274531216810434 +ACTB TAX1BP1 1.0273874755634598 +IRF9 TRMT44 1.027375447759565 +JAK2 HOMER1 1.0269831947950512 +CHEK2 PPP1R13B 1.0269605201091156 +IDH3B MGAT4B 1.0269015208103156 +SDSL CBX6 1.0266164147124208 +NME1 STAU1 1.026166335997968 +PTEN GSK3B 1.0260558951159815 +SOX2 CD200R1L 1.0259868484949286 +STAT3 JMJD6 1.0258351122148521 +MAP3K2 GSK3B 1.0255504435357408 +MAP3K7 AKT2 1.0243920199610959 +BAD ACY3 1.0242064349019802 +MAPK1 CDH1 1.024064952386773 +ATP6V0D1 SASS6 1.0240478041061951 +ACY3 MVK 1.0235527592431628 +FOS SASS6 1.023512206449754 +GSK3B ZBTB24 1.0231734062885904 +TRAF2 HOMER1 1.0230748482020424 +RELA SDSL 1.022990146356574 +SMAD4 ANKRD54 1.0227039117173138 +MAPK1 TCEA3 1.0222802214423832 +CCNB1 ITGB5 1.021885229109142 +BATF3 DNAJC30 1.0217665555120155 +KRAS ACOT6 1.0217599491241665 +STAT3 SMAD4 1.0217400465448376 +MARCKSL1 GEMIN5 1.021375212833235 +RHOC HEBP2 1.0208973835243602 +ITGB5 HOMER1 1.0208522196959244 +MAP3K2 FAS 1.020503096151204 +TMX3 ARHGEF4 1.0204942673151736 +CDK1 MAP3K7 1.0204392048611277 +AXIN1 GDPD5 1.0203335206202655 +FOXO3 TACR3 1.020271496164992 +HIF1A SLC25A38 1.0201999574318898 +BCL2 ZYG11A 1.020014218067304 +NR1I2 ANKRD49 1.0199156741865032 +CDH1 MMADHC 1.0196962395025904 +APC GEMIN5 1.0194756209844695 +CXCL17 SASS6 1.019423264278037 +HIF1A SHARPIN 1.019248272268513 +MCM2 EIF2AK3 1.0192205123763796 +IDH3B RYR1 1.0188772295798358 +GSK3B ANKRD54 1.018674616809563 SP1 CAB39L 1.017674429876571 -RYR1 GDPD5 1.0174058709024778 -CHUK SGCB 1.0172876088006848 -RACK1 FNDC7 1.017112191180601 -MCM2 B3GAT2 1.0168045206559786 -LIN28A NME8 1.016238865044631 -KLF4 CDH2 1.0161581003536626 -PNMA8C PRTFDC1 1.0160097341127696 +RYR1 GDPD5 1.017405870902474 +CHUK SGCB 1.0172876088006855 +RACK1 FNDC7 1.0171121911806025 +MCM2 B3GAT2 1.0168045206559801 +LIN28A NME8 1.016238865044632 +KLF4 CDH2 1.016158100353661 +PNMA8C PRTFDC1 1.0160097341127687 NOTCH1 HOMER1 1.0158962544058914 -ADAM17 EN1 1.0158738926927404 -MARCKSL1 UBAP2L 1.0155394908852207 -MCM5 JAG1 1.0153752723945475 -MAP3K2 LRRC36 1.0153119126713368 -PIK3CB FLNB 1.0148798545432007 -SMAD4 CXCL17 1.014709073686468 -SP1 UBQLN2 1.0146534053815597 -RACK1 GDPD5 1.0141912313566452 -CDK1 RFX8 1.0140640439082944 -PIK3CA UBAP2L 1.0139636343721745 -APC GEMIN5 1.013760116730217 -MCM2 JUN 1.0134258110175625 -BCL2 HEBP2 1.012968358393087 -CASP9 ANKRD54 1.0129527721197706 -HES1 KLF11 1.012923023610895 -ATM EGFR 1.0128623519143132 +ADAM17 EN1 1.01587389269274 +MARCKSL1 UBAP2L 1.015539490885216 +MCM5 JAG1 1.015375272394547 +MAP3K2 LRRC36 1.0153119126713355 +PIK3CB FLNB 1.0148798545432036 +SMAD4 CXCL17 1.0147090736864675 +SP1 UBQLN2 1.0146534053815588 +RACK1 GDPD5 1.0141912313566444 +CDK1 RFX8 1.0140640439082937 +PIK3CA UBAP2L 1.0139636343721727 +MCM2 EVPL 1.0138062726869028 +MCM2 JUN 1.013425811017562 +JAK2 SLC25A38 1.0132054006817313 +BCL2 HEBP2 1.0129683583930869 +CASP9 ANKRD54 1.0129527721197733 +HES1 KLF11 1.0129230236108948 +ATM EGFR 1.0128623519143136 BAX ZNF652 1.0124862168496012 -ERBB2 MGA 1.0124707399937922 -CHUK IKBKG 1.0116181468848109 -ATR KLF4 1.011574998243495 -SMAD4 SLC26A4 1.0111863179935043 -ITGB5 SUB1 1.0111357360562356 -AKT2 GATA2 1.0110075076306022 -DUSP6 PIK3CB 1.0107285892911928 -STAT1 MDH2 1.0105125464404645 +ERBB2 MGA 1.012470739993791 +CHUK IKBKG 1.0116181468848102 +ATR KLF4 1.0115749982434938 +SMAD4 SLC26A4 1.0111863179935052 +ITGB5 SUB1 1.0111357360562367 +AKT2 GATA2 1.0110075076306024 +DUSP6 PIK3CB 1.010728589291193 +STAT1 MDH2 1.0105125464404665 +MAPK3 RMC1 1.0099753194796184 CDK1 SAA4 1.0097708095960216 -EIF2AK3 CD200R1L 1.0095985757675083 -STAT3 SHB 1.0093494514498813 -FOXO3 SP1 1.0092024956955714 -TCF7L2 SP1 1.0090816696874951 -LIN28A CD200R1L 1.0088648808480527 -CASP9 TACR3 1.0088464239172166 -CCNA2 GADD45A 1.008713132095822 -MCM2 SAA4 1.0085527379580264 -SHARPIN CALM3 1.008342564536264 -RELB ZNF687 1.0082970330183063 -BRAF UBQLN2 1.0081429766727306 -SMAD4 PNMA8C 1.0077937113536348 -ATR CASP8 1.0072307870453336 -KRAS CTNNB1 1.0072033334933708 -LRP6 RGL1 1.0071315472246818 -CCNB1 HIF1A 1.0069479230949512 -IRF1 TRAF2 1.0068641366155247 -MAP3K2 ZFP42 1.0065738604186802 -GATA2 LANCL2 1.0065517574967844 -CHEK2 PIK3CB 1.0064983609055786 -MCM2 ACOT6 1.0063806668811384 -ATF6 STAU1 1.0062579618076954 -CBX6 DNAJC30 1.0062526571102057 -AKT2 SOX2 1.0061818446928803 +EIF2AK3 CD200R1L 1.0095985757675086 +STAT3 SHB 1.0093494514498793 +FOXO3 SP1 1.009202495695574 +TCF7L2 SP1 1.0090816696874954 +LIN28A CD200R1L 1.0088648808480531 +CASP9 TACR3 1.0088464239172208 +CCNA2 GADD45A 1.008713132095818 +MCM2 SAA4 1.0085527379580255 +SHARPIN CALM3 1.0083425645362618 +RELB ZNF687 1.008297033018306 +BRAF UBQLN2 1.0081429766727323 +SMAD4 PNMA8C 1.0077937113536386 +ATR CASP8 1.0072307870453325 +LRP6 RGL1 1.0071315472246811 +CCNB1 HIF1A 1.006947923094951 +IRF1 TRAF2 1.0068641366155235 +MAP3K2 ZFP42 1.0065738604186814 +GATA2 LANCL2 1.006551757496786 +CHEK2 PIK3CB 1.006498360905581 +MCM2 ACOT6 1.0063806668811406 +ATF6 STAU1 1.0062579618076952 +CBX6 DNAJC30 1.0062526571102102 +AKT2 SOX2 1.00618184469288 EIF2AK3 SASS6 1.0061312273284277 -FNDC7 TBC1D10A 1.0061253066032425 -CCNB1 BAD 1.0060659320703165 -CDK2 PRDM14 1.0057681084295784 -BAX SLC25A38 1.0054341678124745 -JAK2 SLC25A38 1.0051833728245962 -MCM2 EVPL 1.0050991184136755 -JUN SGCB 1.0049129418714269 -SGCB ARHGEF28 1.004895694635983 -MAP3K2 MID2 1.0046531683512065 -BATF3 ANKRD54 1.0045982996615197 -RAF1 ARHGEF4 1.0044964513816004 -PIK3CB NFKBIA 1.0043489064382023 -MMADHC ANKRD49 1.0041293956300366 -MAPK3 RMC1 1.0041152755452547 -MDM2 CXCL17 1.0037494697870453 -GSK3B B4GALNT3 1.0035881876484645 -NFKB1 TYK2 1.00341919497991 -GADD45A TMCO4 1.0034068325800456 -MDM2 MDH2 1.0033183957624134 -MDM2 KRAS 1.0033160739936136 -MGAT4B CHMP4B 1.003229233345143 -RAF1 ATF6 1.0028524181101537 -UBQLN2 TCTN1 1.0027977909301895 -APC DVL2 1.0027027748671204 -B4GALNT3 MSLN 1.0025389418050705 -SP1 ATF6 1.0022247489920044 -MAP3K2 TBC1D10A 1.001948229304496 -ATR BRAF 1.0013520119771482 -BCL2L11 MID2 1.00109324348348 -BAD PIK3CA 1.0010661199629878 -EGR1 LARGE1 1.0007983465602406 -KCNJ8 FLNB 1.0006506603074048 -GADD45A MTOR 1.0004299571872646 -PTEN RHOC 1.0002505054045583 -SNX25 NME8 1.0002071350697777 -APC FNIP1 1.0001423269155825 -HES1 NME1 0.9997685404348524 -STAT3 CD200R1L 0.9994325329867157 -IKBKG PPP1R13B 0.9992965342139002 -ZNF774 CAB39L 0.9990777262973561 -BAX CHUK 0.9987958477471945 -MAP3K7 NR1I2 0.9986082371508621 -PCNA FNIP1 0.9985981861476252 -STAT1 ARHGEF4 0.9984599142623986 -AKT2 ITGB5 0.9984085420042851 -LIN28A ZNF774 0.9982220354544253 -MCM2 MTOR 0.9979362663139268 -ZYG11A PPP1R13B 0.9976904794701676 -BAX ACTB 0.9975183293920505 -MCM2 GADD45A 0.9973514401832552 -PIK3CB SASS6 0.9973104379383374 -KRAS GEMIN5 0.996912777177719 -ERBB2 ACY3 0.9964766037980589 -MCM5 TRAF2 0.9964523882217976 -EIF2AK3 RHOC 0.9961304276680651 +FNDC7 TBC1D10A 1.006125306603244 +CCNB1 BAD 1.0060659320703162 +MDM2 KRAS 1.0058181108556292 +CDK2 PRDM14 1.0057681084295744 +BAX SLC25A38 1.0054341678124747 +JUN SGCB 1.0049129418714287 +SGCB ARHGEF28 1.0048956946359844 +MAP3K2 MID2 1.0046531683512094 +BATF3 ANKRD54 1.0045982996615146 +RAF1 ARHGEF4 1.0044964513816008 +PIK3CB NFKBIA 1.0043489064382014 +MMADHC ANKRD49 1.0041293956300397 +APC FNIP1 1.0037596422543253 +MDM2 CXCL17 1.0037494697870448 +GSK3B B4GALNT3 1.003588187648463 +NFKB1 TYK2 1.0034191949799118 +GADD45A TMCO4 1.0034068325800436 +MDM2 MDH2 1.003318395762415 +MGAT4B CHMP4B 1.003229233345141 +KRAS GEMIN5 1.002909560807764 +RAF1 ATF6 1.0028524181101524 +UBQLN2 TCTN1 1.00279779093019 +B4GALNT3 MSLN 1.0025389418050699 +SP1 ATF6 1.0022247489920035 +MAP3K2 TBC1D10A 1.0019482293044975 +MAP3K7 NR1I2 1.0016450919013982 +ATR BRAF 1.0013520119771468 +BCL2L11 MID2 1.0010932434834818 +BAD PIK3CA 1.0010661199629853 +EGR1 LARGE1 1.0007983465602375 +KCNJ8 FLNB 1.0006506603074032 +GADD45A MTOR 1.0004299571872584 +PTEN RHOC 1.0002505054045587 +SNX25 NME8 1.0002071350697785 +HES1 NME1 0.9997685404348519 +STAT3 CD200R1L 0.9994325329867161 +IKBKG PPP1R13B 0.9992965342138983 +ZNF774 CAB39L 0.9990777262973545 +BAX CHUK 0.9987958477471965 +PCNA FNIP1 0.9985981861476275 +STAT1 ARHGEF4 0.9984599142624004 +AKT2 ITGB5 0.9984085420042872 +LIN28A ZNF774 0.9982220354544231 +MCM2 MTOR 0.9979362663139285 +ZYG11A PPP1R13B 0.9976904794701673 +BAX ACTB 0.9975183293920485 +MCM2 GADD45A 0.9973514401832492 +PIK3CB SASS6 0.9973104379383424 +ERBB2 ACY3 0.9964766037980581 +MCM5 TRAF2 0.9964523882217948 +APC IKBKG 0.9963379003828464 +RPTOR RELA 0.9962862787438751 +EIF2AK3 RHOC 0.9961304276680626 FOXO3 JMJD6 0.9960854029069934 -TMX3 CS 0.995422727642483 -MAPK1 FNIP1 0.9952381409133064 -RAF1 ZFP42 0.9951981397217844 -RPTOR RELA 0.9951471663891164 -DUSP6 CALM3 0.9951339024047037 -CDH1 ZYG11A 0.9947793712635369 -TACR3 MVK 0.9945676983372711 -GADD45A MAP3K14 0.994327718110224 -JUN CAB39L 0.9941593742623595 -CCNB2 TGFBRAP1 0.9937765344142852 -TYK2 B3GAT2 0.9935367836702953 -PIK3CA CXCL17 0.9933161140591403 -CHMP4B GUF1 0.9932668410989828 -CASP8 UBQLN2 0.9932620308321913 -APC IKBKG 0.9931550704896933 -EIF2AK3 PIK3CB 0.9930992534664048 -CDH1 SHB 0.9930799353671559 -CCNA2 HIF1A 0.9927620123012475 -BAX MTOR 0.9926737974214261 -BAX KCNJ8 0.9921236180450086 -MTOR IKBKG 0.9921031912312722 -NME1 ARHGEF4 0.9919605294438353 -PRDM14 GUF1 0.9918834151144429 -DPPA4 SAA4 0.9917502145008619 -NANOG HEBP2 0.9916982152224986 -SP1 RGL1 0.9916534092165168 -MAPK1 RELA 0.9915424918416428 -CHEK2 LRP6 0.9914362409123588 -SMAD4 KLF11 0.9914112432147113 -TCF7L2 IDH3B 0.9913737557608399 -AXIN1 DPPA4 0.9910808698171734 -AXIN1 STAU1 0.9908948068320886 -CDH2 PTK7 0.9908801193052303 -MGAT4B CS 0.9907178723812549 -CDH2 NME1 0.9905686908979997 -LIN28A TGFBRAP1 0.9901161022203826 -MAP3K2 NFKBIA 0.9900593217540983 -RAF1 TAX1BP1 0.9899756174171774 -ZNF652 ANKRD49 0.989953257935208 -SRF PNMA8C 0.9896029313448199 -CDH2 ZNF652 0.9888043027767677 -RAF1 NME8 0.9880833668900716 -CASP3 MMADHC 0.9877480708074975 -ERBB2 LRRC36 0.9875815675209497 -CDKN1A BRAF 0.9872649524620616 -NFKBIA ZBTB24 0.987166762786876 -CASP8 B4GALNT3 0.9869119620214217 -AXIN1 MARCKSL1 0.9867379598773431 -TMX3 PTK7 0.9866327623575747 -CD200R1L MGAT4B 0.9865762383721355 -CHEK1 FNDC7 0.9865213156322411 -CDC20 TP53 0.9863710084129984 -DUSP6 ZFP42 0.9861259815478258 -MAP3K14 FLNB 0.9858360061921307 -CALM3 SLC26A4 0.9858011650543408 -MCM2 DPPA4 0.985577764770982 -MARCKSL1 RACK1 0.9854432501568129 -NME1 MGA 0.9853691848294251 -HIF1A FNIP1 0.9851132155281501 -UBAP2L ARHGEF4 0.9850652503723982 -RAF1 ERBB2 0.9849998109682289 -ATF6 RGL1 0.9847785840280536 -CDH2 TAX1BP1 0.9846658660595362 -MDM2 SGCB 0.984293002326445 -CDK2 KCNJ8 0.9842765535497954 -DPPA4 TCTN1 0.9841557701578758 -PCNA MGAT4B 0.9840957175330836 -ZYG11A PRTFDC1 0.9839153604329332 -ACTB ITGB5 0.9835543787601067 -PRDM14 CAB39L 0.9834086360368823 -TRAF6 STAU1 0.9833369782855578 -MKI67 RAF1 0.9831227737774015 -MVK CS 0.9830880024035707 -CHEK2 MAP3K7 0.9830474097593965 -BAX SHARPIN 0.9830033469521497 -GSK3B TCTN1 0.9829595897818747 -SMAD4 EVPL 0.9829321474577923 -RACK1 SLC25A38 0.982616550694126 -STAT3 SNX25 0.9826114155769226 -GADD45A TBC1D10A 0.9822442369653345 -PNMA8C PPP1R13B 0.9821948758556168 -ZFP42 ERBB2 0.9819191612998548 -SLC25A38 SLC26A4 0.9818036893912011 -ATM TRAF2 0.9815326884450501 -RPTOR NFKB1 0.9815172567146864 -JUN ACOT6 0.9814249955475292 -CASP8 NFKBIA 0.9811493957656985 -MDM2 SASS6 0.9811452198026478 -CDC20 FNDC7 0.9808561371820262 -CTNNB1 IKBKB 0.9807903746707913 -HES1 SLC26A4 0.9805878266834763 -UNC13D B4GALNT3 0.9805372233552588 -TP53 TGFBRAP1 0.9805257523424034 -CCNB1 SOX2 0.9804538231423395 -SLC25A38 CBX6 0.9802411448670781 -FOXO3 CALM3 0.9801893680109669 -DUSP6 IDH3B 0.9801516365615277 -MDM2 RBPJ 0.9801515100841454 -RMC1 ZNF687 0.9800510729613641 -LARGE1 TMCO4 0.9799961932451622 -PCNA CDH2 0.9799134793508009 -ATM DLL1 0.9798345193477571 -UNC13D TCTN1 0.9796311261996896 -MTOR ITGB5 0.9795991915792484 -SHB ANKRD49 0.9794795087508944 -MYC RHOC 0.978895217608979 -EGFR ZNF652 0.9786597784688846 -TACR3 RACK1 0.9784751437202774 -TACR3 TRMT44 0.9782815724070386 -NFKB1 FNIP1 0.9781848713370682 -MKI67 TGFBRAP1 0.9779111275976096 -HIF1A ATF4 0.9777346216774926 -TRAF2 TGFBRAP1 0.9776759299754997 -IKBKB SGCB 0.9776593150992366 -GSK3B MARCKSL1 0.9774602359659154 -ERBB2 SAA4 0.9771194436175848 -STAT3 RFX8 0.9770640811623833 -DVL2 KIF9 0.9766902122182156 -RELB REL 0.9763410851070209 -ATF4 LRRC36 0.9761176795477225 -AXIN1 CDH2 0.9758824902661989 -ATF6 SHARPIN 0.9756750522119901 -GUF1 ARHGEF28 0.9754657411851696 -NFKBIA LANCL2 0.9754545493699137 -BAD MAPK3 0.9752711488433434 -BRAF ACTB 0.9752580078993318 -MDM2 CAB39L 0.9751400536564745 -MKI67 GADD45A 0.9747436845791583 -AKT2 RMC1 0.97456384755537 -CDK1 RELB 0.9745345091679932 -ACY3 CHCHD4 0.9730718313412355 -IKBKG TBC1D10A 0.9729643990916133 -GSK3B TGFBRAP1 0.9727479057562044 -FNIP1 ACOT6 0.972684255949054 -CDC20 CHEK1 0.9723495452013714 -APC LARGE1 0.9721756100703587 -JAK2 NANOG 0.9719642989558936 -ADAM17 ZYG11A 0.9719613319780178 -TYK2 PPP1R13B 0.971836943137399 -ATM CALM3 0.9716952011429227 -KRAS ANKRD54 0.9715367107777989 -SNX25 SPAG6 0.9715134550061597 -CDK1 LANCL2 0.9714041201849238 -ZNF652 STAU1 0.9713427700031587 -DUSP6 KLF11 0.9711349379359911 -CHEK1 LANCL2 0.9710749102606214 -MAP3K7 EN1 0.9709928100055533 +TMX3 CS 0.9954227276424834 +MAPK1 FNIP1 0.9952381409133066 +RAF1 ZFP42 0.9951981397217845 +DUSP6 CALM3 0.9951339024047042 +CDH1 ZYG11A 0.9947793712635333 +TACR3 MVK 0.9945676983372684 +GADD45A MAP3K14 0.9943277181102241 +JUN CAB39L 0.9941593742623606 +CCNB2 TGFBRAP1 0.9937765344142878 +TYK2 B3GAT2 0.9935367836702946 +PIK3CA CXCL17 0.9933161140591398 +CHMP4B GUF1 0.9932668410989863 +CASP8 UBQLN2 0.99326203083219 +EIF2AK3 PIK3CB 0.9930992534664036 +CDH1 SHB 0.9930799353671514 +CCNA2 HIF1A 0.9927620123012466 +BAX MTOR 0.9926737974214305 +BAX KCNJ8 0.9921236180450074 +MTOR IKBKG 0.9921031912312727 +NME1 ARHGEF4 0.9919605294438396 +SMAD4 EVPL 0.991941674740514 +PRDM14 GUF1 0.9918834151144434 +DPPA4 SAA4 0.9917502145008618 +NANOG HEBP2 0.9916982152224965 +SP1 RGL1 0.9916534092165153 +MAPK1 RELA 0.9915424918416442 +CHEK2 LRP6 0.9914362409123594 +SMAD4 KLF11 0.9914112432147106 +TCF7L2 IDH3B 0.9913737557608401 +AXIN1 DPPA4 0.9910808698171771 +AXIN1 STAU1 0.9908948068320903 +CDH2 PTK7 0.9908801193052306 +MGAT4B CS 0.990717872381254 +CDH2 NME1 0.9905686908979976 +LIN28A TGFBRAP1 0.9901161022203798 +MAP3K2 NFKBIA 0.9900593217540996 +RAF1 TAX1BP1 0.9899756174171775 +ZNF652 ANKRD49 0.9899532579352066 +SRF PNMA8C 0.9896029313448206 +CDH2 ZNF652 0.9888043027767649 +RAF1 NME8 0.9880833668900726 +CASP3 MMADHC 0.9877480708074978 +ERBB2 LRRC36 0.9875815675209484 +RPTOR NFKB1 0.9874639902496023 +CDKN1A BRAF 0.9872649524620618 +NFKBIA ZBTB24 0.9871667627868757 +CASP8 B4GALNT3 0.9869119620214183 +CHEK2 MAP3K7 0.9869044565415139 +AXIN1 MARCKSL1 0.9867379598773433 +TMX3 PTK7 0.9866327623575746 +CD200R1L MGAT4B 0.9865762383721358 +CHEK1 FNDC7 0.9865213156322427 +CDC20 TP53 0.9863710084129995 +RMC1 ZNF687 0.9861745716814666 +DUSP6 ZFP42 0.9861259815478235 +MAP3K14 FLNB 0.9858360061921309 +CALM3 SLC26A4 0.9858011650543418 +MCM2 DPPA4 0.9855777647709797 +MARCKSL1 RACK1 0.9854432501568103 +NME1 MGA 0.9853691848294276 +CTNNB1 IKBKB 0.9853492700911609 +HIF1A FNIP1 0.9851132155281519 +UBAP2L ARHGEF4 0.9850652503723993 +RAF1 ERBB2 0.9849998109682288 +ATF6 RGL1 0.9847785840280519 +CDH2 TAX1BP1 0.9846658660595359 +MDM2 SGCB 0.9842930023264461 +CDK2 KCNJ8 0.9842765535497943 +DPPA4 TCTN1 0.9841557701578787 +PCNA MGAT4B 0.9840957175330837 +ZYG11A PRTFDC1 0.9839153604329298 +ACTB ITGB5 0.9835543787601098 +PRDM14 CAB39L 0.9834086360368847 +TRAF6 STAU1 0.9833369782855585 +MKI67 RAF1 0.9831227737774035 +MVK CS 0.9830880024035719 +BAX SHARPIN 0.983003346952144 +GSK3B TCTN1 0.9829595897818763 +RACK1 SLC25A38 0.9826165506941256 +STAT3 SNX25 0.9826114155769236 +GADD45A TBC1D10A 0.9822442369653318 +PNMA8C PPP1R13B 0.9821948758556138 +ZFP42 ERBB2 0.9819191612998549 +SLC25A38 SLC26A4 0.981803689391202 +ATM TRAF2 0.981532688445047 +JUN ACOT6 0.98142499554753 +CASP8 NFKBIA 0.9811493957656973 +MDM2 SASS6 0.9811452198026541 +CDC20 FNDC7 0.9808561371820279 +AKT2 RMC1 0.9806438120097384 +HES1 SLC26A4 0.9805878266834773 +UNC13D B4GALNT3 0.9805372233552602 +TP53 TGFBRAP1 0.9805257523424054 +CCNB1 SOX2 0.9804538231423385 +JAK2 NANOG 0.9802770724641489 +SLC25A38 CBX6 0.9802411448670786 +FOXO3 CALM3 0.9801893680109679 +DUSP6 IDH3B 0.9801516365615295 +MDM2 RBPJ 0.9801515100841469 +DVL2 KIF9 0.9800386727242691 +LARGE1 TMCO4 0.9799961932451611 +PCNA CDH2 0.9799134793507996 +ATM DLL1 0.9798345193477558 +UNC13D TCTN1 0.9796311261996908 +MTOR ITGB5 0.9795991915792494 +SHB ANKRD49 0.9794795087508952 +MYC RHOC 0.9788952176089784 +EGFR ZNF652 0.9786597784688835 +TACR3 RACK1 0.9784751437202757 +APC LARGE1 0.9783446723555504 +TACR3 TRMT44 0.9782815724070406 +NFKB1 FNIP1 0.9781848713370731 +MKI67 TGFBRAP1 0.97791112759761 +HIF1A ATF4 0.9777346216774944 +TRAF2 TGFBRAP1 0.9776759299754987 +IKBKB SGCB 0.9776593150992373 +GSK3B MARCKSL1 0.977460235965915 +ERBB2 SAA4 0.9771194436175847 +STAT3 RFX8 0.9770640811623826 +RELB REL 0.976341085107024 +ATF4 LRRC36 0.9761176795477212 +AXIN1 CDH2 0.975882490266199 +ATF6 SHARPIN 0.9756750522119861 +GUF1 ARHGEF28 0.9754657411851713 +NFKBIA LANCL2 0.9754545493699165 +BAD MAPK3 0.9752711488433454 +BRAF ACTB 0.9752580078993297 +KRAS ANKRD54 0.975238984472752 +MDM2 CAB39L 0.9751400536564742 +MKI67 GADD45A 0.9747436845791564 +CDK1 RELB 0.9745345091679926 +ACY3 CHCHD4 0.9730718313412349 +IKBKG TBC1D10A 0.9729643990916124 +GSK3B TGFBRAP1 0.9727479057562053 +FNIP1 ACOT6 0.9726842559490552 +CDC20 CHEK1 0.9723495452013706 +ADAM17 ZYG11A 0.9719613319780166 +TYK2 PPP1R13B 0.9718369431373993 +ATM CALM3 0.9716952011429245 +SNX25 SPAG6 0.9715134550061589 +CDK1 LANCL2 0.971404120184924 +ZNF652 STAU1 0.9713427700031575 +DUSP6 KLF11 0.9711349379359916 +CHEK1 LANCL2 0.9710749102606213 +MAP3K7 EN1 0.9709928100055528 CS MSLN 0.9707937446612429 -PPP1R13B SUB1 0.9701867597571534 -IKBKB FOS 0.9700996340663727 -RBPJ IDH3B 0.970014578854612 -CCNB1 SPATS1 0.9699456838164697 -SOCS3 CLCN3 0.9698793540159392 -TACR3 CAB39L 0.9698022415909895 -TCEA3 PTK7 0.969761577713455 -ZFP42 HOMER1 0.9696178957555016 -ZFP42 MGA 0.9694620752448594 -PCNA GEMIN5 0.969413877135031 -PIK3CA PTK7 0.968755420413533 -IKBKB FNIP1 0.9687314251781542 -CDH1 UNC13D 0.968655553358672 -TRAF3 ARHGEF28 0.9686476420174742 +PPP1R13B SUB1 0.970186759757153 +IKBKB FOS 0.9700996340663703 +RBPJ IDH3B 0.9700145788546125 +CCNB1 SPATS1 0.9699456838164694 +SOCS3 CLCN3 0.969879354015941 +TACR3 CAB39L 0.9698022415909882 +TCEA3 PTK7 0.9697615777134556 +ZFP42 HOMER1 0.9696178957555067 +ZFP42 MGA 0.96946207524486 +PCNA GEMIN5 0.9694138771350301 +PIK3CA PTK7 0.9687554204135327 +IKBKB FNIP1 0.968731425178155 +CDH1 UNC13D 0.9686555533586734 +TRAF3 ARHGEF28 0.9686476420174754 MYC TCTN1 0.968641875101209 -KIF9 RYR1 0.9685683893118932 -MCM5 TGFBRAP1 0.9685303067615875 -FLNB ZNF687 0.9684998995021331 -CCNB2 REL 0.968191978702859 -STAT1 HEBP2 0.9681096147412819 -TCEA3 TAX1BP1 0.9674583546595807 -PIK3CB FOS 0.9673058365259469 -CHEK2 RYR1 0.9672497934739648 -STAT1 KIF9 0.9672383708458787 -STAT3 NME8 0.9672277371728227 -CCNA2 PIK3CA 0.9670084658903835 -CDKN1A SOCS3 0.9668463207214896 -IRF9 LIN28A 0.9667760210750865 -FOS FNIP1 0.9667414097919589 -REL SAA4 0.9666833886233415 -LIN28A SLC26A4 0.9665443816793953 -SOCS3 NANOG 0.9662846651812337 -CASP9 IKBKB 0.9661113466467458 -LRP6 JMJD6 0.9659099289665206 -DVL2 BATF3 0.9657955400589843 -STAT3 TCTN1 0.9652803798073153 -DVL2 SPAG6 0.9649928893068934 -GADD45A IKBKG 0.9647748250744705 -MCM5 TCF7L2 0.9646361937704379 -LRP6 GUF1 0.964269482147205 -CASP8 CLCN3 0.9642178027591386 -REL STAT1 0.9641594942720773 -PCNA ACTB 0.9637263943006845 -UBQLN2 KLF11 0.9632533739055862 -CDK2 BATF3 0.9631301361294563 -TCEA3 CALM3 0.9629653147147333 -LRRC36 ZNF687 0.9628378799281362 -TCF7L2 SHB 0.9628046471908843 -TYK2 ACY3 0.9622600720223595 -LRP6 CBX6 0.9622127456276184 -ATF6 LANCL2 0.9621890113723697 -TRAF3 UNC13D 0.9621568976735699 -MKI67 NME1 0.9610694396578987 -PNMA8C MSLN 0.9609890829251939 -CD200R1L MVK 0.9601081060434447 -REL PPP1R13B 0.9600227921451415 -NOTCH1 IKBKG 0.9595100765248491 -ZFP42 NME1 0.9594086268311295 -HIF1A TACR3 0.9594067798542248 -PIK3CA RGL1 0.9591175824904306 -RPTOR HSP90AB1 0.9589799970811512 -MAPK3 ACY3 0.9589302495735804 -JAG1 SLC26A4 0.9588880982691121 -JAG1 NFKBIA 0.9587888051210669 -MAP3K2 PIK3CA 0.958656753569902 -RELB CXCL17 0.9586344353188627 -ATP6V0D1 RGL1 0.9584811475803661 -RHOC GDPD5 0.9584783420321297 -TP53 REL 0.958008920427267 -SGCB TMX3 0.9579744682494624 -CREB1 SPATS1 0.9578522987055295 -EGR1 ACOT6 0.9576785396296263 -ACOT6 RMC1 0.9574525297470783 -PIK3CA SLC25A38 0.9573576811224491 -HES1 IDH3B 0.9571542189334032 -SLC25A38 TCTN1 0.9570237038801488 -NME1 IDH3B 0.9569752409950864 -ATF4 MST1R 0.9568264461770869 -MAP3K7 GSK3B 0.956814523906635 -CDH2 TRMT44 0.9567514017910078 -CHEK2 SPATS1 0.9566504937055701 -POU5F1 RYR1 0.956574113156492 -GADD45A SRF 0.9565633879121473 -MGA ANKRD49 0.9564916231807483 -TMX3 PRTFDC1 0.9564224867209801 -GATA2 PRTFDC1 0.9562513743795169 -LRP6 IRF1 0.9561613367758536 -STAT1 ATF6 0.9561127125678819 -TRAF2 CDH1 0.9556914030177653 -ATP6V0D1 NME1 0.9553727332066765 -CASP3 HSP90AB1 0.954870535778641 -CCNB1 IDH3B 0.9543335630255075 -PTEN MSLN 0.9542682813315553 -BRAF IKBKG 0.9541160062462052 -BCL2L11 BATF3 0.9540015764247005 -CHMP4B SASS6 0.9539635141304422 -SHB ZNF687 0.9539157074386212 -SGCB TAX1BP1 0.9537791345088045 -IDH3B PNMA8C 0.9535202929843478 -MAPK1 SGCB 0.953438928106963 -DVL2 SLC26A4 0.9533741890917203 -RYR1 MDH2 0.9530354147406696 -MAPK1 STAU1 0.9528200837592551 -IKBKG SNX25 0.9526831417266748 +KIF9 RYR1 0.9685683893118977 +MCM5 TGFBRAP1 0.9685303067615925 +FLNB ZNF687 0.9684998995021376 +CCNB2 REL 0.9681919787028604 +STAT1 HEBP2 0.9681096147412847 +TCEA3 TAX1BP1 0.9674583546595813 +DVL2 BATF3 0.9674438755866928 +PIK3CB FOS 0.9673058365259517 +CHEK2 RYR1 0.9672497934739646 +STAT1 KIF9 0.9672383708458825 +STAT3 NME8 0.9672277371728237 +CCNA2 PIK3CA 0.9670084658903801 +CDKN1A SOCS3 0.9668463207214926 +IRF9 LIN28A 0.966776021075088 +FOS FNIP1 0.9667414097919594 +REL SAA4 0.9666833886233412 +LIN28A SLC26A4 0.9665443816793963 +SOCS3 NANOG 0.9662846651812378 +CASP9 IKBKB 0.9661113466467482 +LRP6 JMJD6 0.9659099289665208 +STAT3 TCTN1 0.9652803798073148 +DVL2 SPAG6 0.9649928893068926 +GADD45A IKBKG 0.96477482507447 +MCM5 TCF7L2 0.9646361937704406 +LRP6 GUF1 0.9642694821472065 +CASP8 CLCN3 0.9642178027591395 +REL STAT1 0.9641594942720818 +PCNA ACTB 0.9637263943006805 +UBQLN2 KLF11 0.9632533739055859 +CDK2 BATF3 0.9631301361294548 +TCEA3 CALM3 0.9629653147147339 +LRRC36 ZNF687 0.9628378799281349 +TCF7L2 SHB 0.9628046471908862 +TYK2 ACY3 0.9622600720223587 +LRP6 CBX6 0.9622127456276192 +ATF6 LANCL2 0.9621890113723706 +TRAF3 UNC13D 0.9621568976735713 +MKI67 NME1 0.9610694396578952 +PNMA8C MSLN 0.9609890829251934 +CD200R1L MVK 0.960108106043445 +REL PPP1R13B 0.9600227921451404 +MAP3K7 GSK3B 0.9599271596930684 +NOTCH1 IKBKG 0.9595100765248511 +ZFP42 NME1 0.9594086268311278 +HIF1A TACR3 0.9594067798542258 +PIK3CA RGL1 0.9591175824904294 +MAPK3 ACY3 0.9589302495735792 +JAG1 SLC26A4 0.958888098269113 +JAG1 NFKBIA 0.9587888051210677 +MAP3K2 PIK3CA 0.9586567535699042 +RELB CXCL17 0.9586344353188623 +ATP6V0D1 RGL1 0.9584811475803641 +RHOC GDPD5 0.9584783420321321 +TP53 REL 0.9580089204272679 +SGCB TMX3 0.9579744682494653 +CREB1 SPATS1 0.9578522987055285 +EGR1 ACOT6 0.9576785396296276 +ACOT6 RMC1 0.9574525297470796 +POU5F1 RYR1 0.9573652667802084 +PIK3CA SLC25A38 0.9573576811224473 +HES1 IDH3B 0.9571542189334021 +SLC25A38 TCTN1 0.9570237038801559 +NME1 IDH3B 0.9569752409950857 +ATF4 MST1R 0.9568264461770881 +CDH2 TRMT44 0.9567514017910045 +CHEK2 SPATS1 0.9566504937055698 +GADD45A SRF 0.9565633879121459 +MGA ANKRD49 0.9564916231807503 +TMX3 PRTFDC1 0.9564224867209776 +GATA2 PRTFDC1 0.956251374379517 +LRP6 IRF1 0.9561613367758549 +STAT1 ATF6 0.9561127125678848 +TRAF2 CDH1 0.9556914030177633 +ATP6V0D1 NME1 0.9553727332066764 +CASP3 HSP90AB1 0.9548705357786441 +CCNB1 IDH3B 0.9543335630255093 +PTEN MSLN 0.9542682813315547 +BRAF IKBKG 0.9541160062462065 +BCL2L11 BATF3 0.9540015764247016 +CHMP4B SASS6 0.9539635141304447 +SHB ZNF687 0.9539157074386205 +SGCB TAX1BP1 0.9537791345088054 +IDH3B PNMA8C 0.9535202929843494 +MAPK1 SGCB 0.953438928106967 +DVL2 SLC26A4 0.9533741890917213 +RYR1 MDH2 0.9530354147406712 +MAPK1 STAU1 0.952820083759257 +IKBKG SNX25 0.9526831417266785 ATF6 CEACAM19 0.9522699587617841 -CASP3 HEBP2 0.9522399575441007 -NANOG MDH2 0.9521885184750034 -BCL2 CHMP4B 0.9520335600398313 -MAPK1 SUB1 0.9519449880887318 -JAG1 CBX6 0.9518185432082151 -RELB ANKRD49 0.9518154876218945 -FNIP1 MGA 0.9517076551948491 -HSP90AB1 SUB1 0.9516444728554686 -BAX TCEA3 0.9514601799265646 -FNDC7 SUB1 0.9514240894834033 -IRF9 ACOT6 0.9514146821773672 -CDK1 TYK2 0.9512147595394703 -BATF3 UBAP2L 0.9504837591835387 -SMAD4 BATF3 0.9497373957748725 -NOTCH1 ATF6 0.9493255009633861 -EGR1 MDH2 0.949296528741888 -TCEA3 MVK 0.9490923209162112 -PTEN NME1 0.9490244777694433 -DPPA4 NME8 0.9488031036898414 +CASP3 HEBP2 0.9522399575441024 +NANOG MDH2 0.9521885184750073 +BCL2 CHMP4B 0.9520335600398326 +MAPK1 SUB1 0.9519449880887302 +JAG1 CBX6 0.9518185432082142 +RELB ANKRD49 0.9518154876218962 +FNIP1 MGA 0.9517076551948515 +HSP90AB1 SUB1 0.9516444728554685 +BAX TCEA3 0.951460179926565 +FNDC7 SUB1 0.951424089483405 +IRF9 ACOT6 0.9514146821773685 +CDK1 TYK2 0.9512147595394685 +BATF3 UBAP2L 0.9504837591835341 +CTNNB1 HEBP2 0.9502528579176712 +SMAD4 BATF3 0.9497373957748704 +NOTCH1 ATF6 0.9493255009633869 +EGR1 MDH2 0.9492965287418891 +TCEA3 MVK 0.9490923209162118 +PTEN NME1 0.9490244777694465 +DPPA4 NME8 0.9488031036898423 PCNA ATR 0.9487714898091584 -GSK3B RELB 0.9487595834524457 -MCM5 PTK7 0.948343005836332 -CHEK1 RAF1 0.9479228397785178 -CASP9 B3GAT2 0.9478974001604948 -CHUK CXCL17 0.9475737889356135 -EIF2AK3 PTPN7 0.9475211839331789 -TP53 NME1 0.9474718896357472 -TRAF6 FNDC7 0.9474639923893432 -MTOR MST1R 0.9472864116652175 -CHEK2 NR1I2 0.947275268797336 -SNX25 UBAP2L 0.9472462713324367 -HIF1A CDH1 0.9472430136756598 -NOTCH1 UNC13D 0.9468431297671238 -DUSP6 SP1 0.9467520041508959 -MAP3K14 TGFBRAP1 0.9466814660116557 -IDH3B GATA2 0.9461836590410102 -CHEK2 RACK1 0.9461264688384531 -TRAF3 ZNF652 0.9460655825795545 -LRP6 KCNJ8 0.9460064983745837 -AKT1 NR1I2 0.9459920734559094 -SRF CBX6 0.9459587745910658 -CTNNB1 HEBP2 0.9457926909672264 -SHB TGFBRAP1 0.9456430121969787 -ATR LARGE1 0.9454926866628189 +GSK3B RELB 0.9487595834524462 +MCM5 PTK7 0.9483430058363308 +RAF1 EVPL 0.9481123775235479 +CHEK1 RAF1 0.9479228397785183 +CASP9 B3GAT2 0.9478974001604942 +CHUK CXCL17 0.947573788935613 +EIF2AK3 PTPN7 0.9475211839331784 +TP53 NME1 0.94747188963575 +TRAF6 FNDC7 0.9474639923893448 +MTOR MST1R 0.9472864116652168 +CHEK2 NR1I2 0.9472752687973355 +SNX25 UBAP2L 0.9472462713324348 +HIF1A CDH1 0.9472430136756601 +NOTCH1 UNC13D 0.946843129767125 +DUSP6 SP1 0.9467520041508946 +MAP3K14 TGFBRAP1 0.9466814660116559 +IDH3B GATA2 0.9461836590410095 +CHEK2 RACK1 0.9461264688384513 +TRAF3 ZNF652 0.9460655825795548 +LRP6 KCNJ8 0.9460064983745827 +AKT1 NR1I2 0.9459920734559096 +SRF CBX6 0.9459587745910653 +SHB TGFBRAP1 0.9456430121969773 +ATR LARGE1 0.9454926866628146 MCM2 TRAF3 0.9453402843003279 -CASP9 UBAP2L 0.9450187469937265 -NR1I2 SUB1 0.9449956171189774 -CREB1 MTOR 0.9448314524979239 -LRP6 SLC25A38 0.9443136846840158 -SPAG6 DNAJC30 0.9439571179447928 -RBPJ SDSL 0.9439330280241032 -MYC SDSL 0.943911359520873 -BAX PIK3CA 0.9438747481365207 -BAX TAX1BP1 0.9437186957906792 -CLCN3 KCNJ8 0.9436781691783557 -MCM5 CD200R1L 0.943644624893675 +CASP9 UBAP2L 0.9450187469937255 +NR1I2 SUB1 0.944995617118976 +CREB1 MTOR 0.9448314524979207 +RPTOR CBX6 0.9446815206314578 +LRP6 SLC25A38 0.9443136846840146 +JAK2 EGFR 0.944073489715191 +SPAG6 DNAJC30 0.943957117944792 +RBPJ SDSL 0.9439330280241023 +MYC SDSL 0.9439113595208719 +BAX PIK3CA 0.943874748136517 +BAX TAX1BP1 0.9437186957906774 +CLCN3 KCNJ8 0.9436781691783551 +MCM5 CD200R1L 0.9436446248936753 HIF1A ZNF652 0.9430209989655086 -LIN28A B3GAT2 0.9428882626275626 -MKI67 LIN28A 0.9424925018112453 -RELA TCTN1 0.9421361927758107 -MAPK1 KLF4 0.941908175091336 -BCL2L11 AKT2 0.941646054991731 -SHARPIN UNC13D 0.9414957915719933 -JUN ARHGEF28 0.9413273763739776 -TP53 CHEK1 0.9409109320255283 -CCNB2 BRAF 0.9408417390832308 -TCF7L2 PRDM14 0.9407784442610135 -MAP3K7 EVPL 0.9406191248076745 -B4GALNT3 TCTN1 0.9402783255143607 -DPPA4 SPATS1 0.9401348113410718 -RPTOR CBX6 0.9394741799778416 -BRAF STAU1 0.9394391154680608 -FLNB TGFBRAP1 0.9394141518634235 -SLC25A38 GDPD5 0.9393253372051901 -GADD45A CASP9 0.9392238964222187 -NFKBIA SP1 0.9390018513540523 -RAF1 EVPL 0.9389300195275854 -ATF4 TBC1D10A 0.9388362858502192 -TP53 CBX6 0.9385249054869242 -MTOR POU5F1 0.9383303534330413 -MARCKSL1 SGCB 0.9381611782798943 -LRP6 ACTB 0.9380714163667225 -MARCKSL1 GUF1 0.9380501677589456 -PIK3CB DPYSL3 0.9378253682290704 -CASP3 MAP3K2 0.9376709651835813 -IRF1 JUN 0.9375697622098442 -CDC20 DUSP6 0.9374639342837072 -MMADHC ZBBX 0.9373890123428636 -RBPJ NME8 0.9371761550022546 -MAP3K2 EIF2AK3 0.9369744816666616 -CHUK ZBBX 0.9369543607266893 -REL ATF6 0.9364425613257252 -CASP8 NR1I2 0.9364038086038374 -DLL1 RGL1 0.9361493134298284 -BRAF PIK3CB 0.9361429053392257 -NFKBIA LRRC36 0.9360100968814745 -ATM CASP8 0.93598772158559 -RAF1 TBC1D10A 0.9356537022897601 -ERBB2 FLNB 0.935604410227579 -ADAM17 MDH2 0.9354895699355402 -JAK2 EGFR 0.9353925625022549 -GEMIN5 ARHGEF28 0.9350258405585339 -REL FNIP1 0.9349877836552909 -IDH3B SASS6 0.9346962454644627 -SGCB NR1I2 0.9346665999724231 -CHUK TBC1D10A 0.9346486329044678 -GADD45A B4GALNT3 0.9345713619235729 -STAT3 LANCL2 0.934531290275245 -MCM5 CLCN3 0.9344700948064495 -ZFP42 SHARPIN 0.9343569285187285 -ZFP42 RFX8 0.9343274430498699 -RPTOR STAU1 0.9341879590742419 -MTOR MMADHC 0.9341595938912566 -UBQLN2 GDPD5 0.9341270965635086 -UBQLN2 MMADHC 0.9341265898617716 -BRAF DPPA4 0.9339574471057543 -CDC20 SMAD4 0.9336362928901524 -CD55 ARHGEF4 0.9328267263413305 -CDK1 HES1 0.932761490101225 -GSK3B SNX25 0.9326969397016948 -CCNA2 CTNNB1 0.932133184165312 -NANOG SHARPIN 0.9321105022826119 -FOS TCTN1 0.931780418929584 -TCTN1 PAX5 0.9316646512880004 -ACY3 RHOC 0.9315172535130974 -CREB1 ERBB2 0.9314667777232319 -TRAF6 CHCHD4 0.9305615720990235 -CDH2 KLF11 0.9299951275946606 -SRF ARHGEF4 0.929533013117693 -BAD TRAF2 0.9290296335189056 +LIN28A B3GAT2 0.9428882626275619 +MTOR POU5F1 0.9428714352559014 +MKI67 LIN28A 0.9424925018112466 +RELA TCTN1 0.9421361927758136 +MAPK1 KLF4 0.9419081750913381 +BCL2L11 AKT2 0.9416460549917318 +SHARPIN UNC13D 0.9414957915719945 +JUN ARHGEF28 0.9413273763739788 +TP53 CHEK1 0.9409109320255292 +CCNB2 BRAF 0.9408417390832301 +TCF7L2 PRDM14 0.9407784442610138 +B4GALNT3 TCTN1 0.9402783255143603 +DPPA4 SPATS1 0.9401348113410715 +RPTOR STAU1 0.939472838846486 +BRAF STAU1 0.9394391154680597 +FLNB TGFBRAP1 0.9394141518634236 +SLC25A38 GDPD5 0.9393253372051894 +GADD45A CASP9 0.9392238964222165 +NFKBIA SP1 0.9390018513540516 +ATF4 TBC1D10A 0.9388362858502204 +TP53 CBX6 0.9385249054869258 +MARCKSL1 SGCB 0.9381611782798946 +LRP6 ACTB 0.9380714163667194 +MARCKSL1 GUF1 0.9380501677589453 +PIK3CB DPYSL3 0.937825368229074 +CASP3 MAP3K2 0.9376709651835852 +IRF1 JUN 0.9375697622098458 +CDC20 DUSP6 0.9374639342837061 +MMADHC ZBBX 0.9373890123428629 +CCNA2 CTNNB1 0.9373582315040105 +RBPJ NME8 0.9371761550022556 +MAP3K2 EIF2AK3 0.9369744816666608 +CHUK ZBBX 0.9369543607266875 +REL ATF6 0.9364425613257248 +CASP8 NR1I2 0.936403808603836 +DLL1 RGL1 0.9361493134298265 +BRAF PIK3CB 0.9361429053392278 +NFKBIA LRRC36 0.9360100968814732 +ATM CASP8 0.9359877215855915 +RAF1 TBC1D10A 0.9356537022897574 +ERBB2 FLNB 0.9356044102275796 +ADAM17 MDH2 0.9354895699355419 +GEMIN5 ARHGEF28 0.9350258405585348 +REL FNIP1 0.9349877836552923 +IDH3B SASS6 0.9346962454644664 +SGCB NR1I2 0.9346665999724234 +CHUK TBC1D10A 0.934648632904468 +GADD45A B4GALNT3 0.93457136192357 +STAT3 LANCL2 0.9345312902752474 +MCM5 CLCN3 0.9344700948064512 +ZFP42 SHARPIN 0.9343569285187255 +ZFP42 RFX8 0.9343274430498691 +MTOR MMADHC 0.9341595938912538 +UBQLN2 GDPD5 0.9341270965635093 +UBQLN2 MMADHC 0.9341265898617706 +BRAF DPPA4 0.9339574471057535 +CDC20 SMAD4 0.9336362928901517 +JAK2 ATF6 0.9333383622275331 +CD55 ARHGEF4 0.932826726341331 +CDK1 HES1 0.9327614901012257 +GSK3B SNX25 0.9326969397016965 +NANOG SHARPIN 0.9321105022826089 +FOS TCTN1 0.9317804189295812 +TCTN1 PAX5 0.9316646512879998 +ACY3 RHOC 0.9315172535130954 +CREB1 ERBB2 0.9314667777232299 +TRAF6 CHCHD4 0.9305615720990217 +CDH2 KLF11 0.9299951275946609 +SRF ARHGEF4 0.9295330131176929 +GADD45A POU5F1 0.9292305713964777 +BAD TRAF2 0.9290296335189052 SAA4 MVK 0.9287562698616438 -NANOG NME8 0.9276600233826567 -CCNB2 SMAD4 0.9276009301457695 -CCNB1 PCNA 0.9274010607034573 -FOS TRMT44 0.9270076492347366 -MAP3K7 JAK2 0.9270027600930566 -FOXO3 SASS6 0.9269982154757938 -ATM RGL1 0.9269855150133894 -BCL2L11 STAT3 0.9266875344589816 -TACR3 ANKRD49 0.9265459400691219 -ZFP42 SAA4 0.92628938837481 -DUSP6 MGAT4B 0.9262412246023649 -CDKN1A GEMIN5 0.9260527792771039 +NANOG NME8 0.9276600233826576 +CCNB2 SMAD4 0.9276009301457696 +CCNB1 PCNA 0.9274010607034567 +FOS TRMT44 0.927007649234736 +FOXO3 SASS6 0.9269982154757965 +ATM RGL1 0.9269855150133887 +BCL2L11 STAT3 0.9266875344589832 +TACR3 ANKRD49 0.9265459400691239 +ZFP42 SAA4 0.9262893883748099 +DUSP6 MGAT4B 0.9262412246023641 +CDKN1A GEMIN5 0.9260527792771067 PTEN NR1I2 0.9259615693621027 -CHMP4B CHCHD4 0.9259247764733693 -IRF9 MYC 0.9258616277912982 -FOS STAU1 0.9256454788053542 -NANOG SPATS1 0.9256357665908584 -GADD45A POU5F1 0.9255370438497492 -CCNB1 MYC 0.9253962864865037 -JMJD6 CBX6 0.9253459403700497 +CHMP4B CHCHD4 0.9259247764733688 +POU5F1 TMX3 0.9258884421030052 +IRF9 MYC 0.9258616277912946 +FOS STAU1 0.9256454788053504 +NANOG SPATS1 0.9256357665908581 +CCNB1 MYC 0.9253962864865036 +JMJD6 CBX6 0.9253459403700504 EGFR MDH2 0.925102700727056 -TRAF6 ARHGEF4 0.9250162705487668 -JAK2 ATF6 0.9249614247832617 -TRAF3 CHMP4B 0.9248060821842152 -SUB1 HOMER1 0.9247989086475992 -TRAF6 SMAD4 0.9247952446156101 -SOX2 PTK7 0.9245645717700809 -CDC20 CASP9 0.9241335519334911 -BCL2 FNDC7 0.9241155075144568 -IRF9 RELB 0.9237189551928209 -CHMP4B ACOT6 0.9234752464528461 -MCM5 FNIP1 0.9234559729793027 -CDH1 SPAG6 0.9233728002046551 -MARCKSL1 MST1R 0.9230765904110481 -SRF ACOT6 0.9229631891214118 -SLC25A38 PTK7 0.9229468638743811 -LANCL2 LRRC36 0.9228000336133555 -CDC20 MAPK1 0.9224342789834443 -CREB1 SHB 0.9222087528290326 -GADD45A ATF6 0.9221753700531594 -IDH3B PAX5 0.922169126863515 +TRAF6 ARHGEF4 0.9250162705487667 +TRAF3 CHMP4B 0.9248060821842163 +SUB1 HOMER1 0.9247989086475997 +TRAF6 SMAD4 0.9247952446156107 +SOX2 PTK7 0.9245645717700801 +CDC20 CASP9 0.9241335519334902 +BCL2 FNDC7 0.9241155075144584 +IRF9 RELB 0.9237189551928258 +CHMP4B ACOT6 0.9234752464528473 +MCM5 FNIP1 0.9234559729793036 +CDH1 SPAG6 0.9233728002046543 +MARCKSL1 MST1R 0.9230765904110457 +SRF ACOT6 0.9229631891214131 +SLC25A38 PTK7 0.9229468638743794 +LANCL2 LRRC36 0.9228000336133536 +CTNNB1 JMJD6 0.9224822928630529 +CDC20 MAPK1 0.9224342789834439 +CREB1 SHB 0.9222087528290318 +GADD45A ATF6 0.9221753700531581 +IDH3B PAX5 0.9221691268635145 +MAP3K7 STAT3 0.9220020479140252 HIF1A CHCHD4 0.9219469770015338 -MAPK1 TRAF2 0.9217483845638919 -POU5F1 TMX3 0.9215765215308906 -ATM KCNJ8 0.9213723707158136 -CCNB2 CHMP4B 0.9213058140972317 -BRAF RGL1 0.9212556623084179 -HES1 RYR1 0.9211008054987869 -CDK2 DLL1 0.9210851065322095 -FAS JMJD6 0.9210663893260298 -TP53 RHOC 0.9205943618518494 +MAP3K7 ADAM17 0.9219043914382795 +MAPK1 TRAF2 0.9217483845638886 +ATM KCNJ8 0.9213723707158123 +CCNB2 CHMP4B 0.9213058140972347 +BRAF RGL1 0.9212556623084197 +HES1 RYR1 0.9211008054987831 +CDK2 DLL1 0.9210851065322088 +FAS JMJD6 0.9210663893260265 +POU5F1 CLCN3 0.9206300673619803 +TP53 RHOC 0.920594361851851 CASP9 DNAJC30 0.9205503750790766 -REL ZBTB24 0.9205181959895586 -NME1 B4GALNT3 0.9203655790826969 -SNX25 TMX3 0.919940481601161 -ATR PIK3CB 0.9195498756902097 -UBQLN2 GEMIN5 0.919199115121413 -CHEK1 CLCN3 0.9187619666469954 -TCF7L2 IKBKG 0.9186519961590531 -ACTB DNAJC30 0.9186453454645771 -CDC20 TACR3 0.9184395559675185 -CDH1 TCTN1 0.9183589116828882 -CD55 FLNB 0.9182851909855885 -AKT2 GSK3B 0.9182309515236221 -TMX3 FLNB 0.9181448732577406 -MAP3K2 GDPD5 0.9181221632628551 -CTNNB1 JMJD6 0.917732091983445 -ACOT6 HOMER1 0.9176988150921955 -ADAM17 GATA2 0.9176486632084193 -ZNF652 KLF11 0.9175660014505199 -MAP3K7 STAT3 0.9174165139460022 -NFKB1 MGA 0.9173989132220642 -JUN PRTFDC1 0.9173911749552616 -CDC20 B4GALNT3 0.917369874440219 -FNIP1 GDPD5 0.9172067691091059 -SRF TRAF6 0.9170577910074714 -AKT1 STAU1 0.9168632323613628 -GADD45A TCEA3 0.9165128095233219 -CALM3 ARHGEF28 0.9164773824160453 -ACY3 CHMP4B 0.9164449959007646 -HIF1A BCL2L11 0.916437053275966 -MAP3K7 ADAM17 0.9162001889389726 -ATM BAD 0.916177681138421 -POU5F1 CLCN3 0.9159835429356582 -BATF3 CBX6 0.9158871545498276 -EIF2AK3 IDH3B 0.9158280853185015 -SPATS1 MID2 0.9157550705340953 -ATM CHMP4B 0.9154215589907777 -LIN28A CLCN3 0.9152885563191057 -BRAF PRTFDC1 0.914517402182547 -DUSP6 STAT3 0.9142711765722088 -CDKN1A JAG1 0.9141522973958381 -CLCN3 MID2 0.9139238987204563 +REL ZBTB24 0.9205181959895624 +NME1 B4GALNT3 0.9203655790826951 +SNX25 TMX3 0.9199404816011592 +ATR PIK3CB 0.9195498756902138 +UBQLN2 GEMIN5 0.9191991151214136 +CHEK1 CLCN3 0.9187619666469958 +TCF7L2 IKBKG 0.9186519961590506 +ACTB DNAJC30 0.9186453454645735 +KRAS VIM 0.9185720242570203 +CDC20 TACR3 0.9184395559675217 +CDH1 TCTN1 0.9183589116828884 +CD55 FLNB 0.9182851909855887 +AKT2 GSK3B 0.9182309515236207 +TMX3 FLNB 0.9181448732577401 +MAP3K2 GDPD5 0.9181221632628576 +ACOT6 HOMER1 0.9176988150921966 +ADAM17 GATA2 0.9176486632084209 +ZNF652 KLF11 0.9175660014505179 +NFKB1 MGA 0.9173989132220661 +JUN PRTFDC1 0.91739117495526 +ATR DVL2 0.9173749951352688 +CDC20 B4GALNT3 0.917369874440217 +FNIP1 GDPD5 0.9172067691091105 +SRF TRAF6 0.9170577910074696 +AKT1 STAU1 0.9168632323613634 +GADD45A TCEA3 0.9165128095233225 +CALM3 ARHGEF28 0.9164773824160466 +ACY3 CHMP4B 0.9164449959007644 +HIF1A BCL2L11 0.9164370532759676 +ATM BAD 0.9161776811384217 +RPTOR ZYG11A 0.9160794174708946 +BATF3 CBX6 0.9158871545498278 +EIF2AK3 IDH3B 0.9158280853184965 +SPATS1 MID2 0.915755070534095 +ATM CHMP4B 0.9154215589907788 +LIN28A CLCN3 0.915288556319107 +BRAF PRTFDC1 0.9145174021825434 +DUSP6 STAT3 0.9142711765722071 +CDKN1A JAG1 0.9141522973958385 +CLCN3 MID2 0.9139238987204584 VIM GDPD5 0.9137781265060815 -HSP90AB1 SPAG6 0.9137250470133127 -IKBKB CD55 0.9135114083889455 -ATF4 TRMT44 0.9133784639619026 -STAT3 CBX6 0.913354487604427 -MDM2 DUSP6 0.9130603537967814 -ATM EGR1 0.9130352977395166 -NOTCH1 VIM 0.9130061383398845 -HES1 DPYSL3 0.9129666151973522 -TRAF2 DPPA4 0.9128733143107284 -ATR DVL2 0.9125979063415592 -CCNA2 TCTN1 0.9125913260678191 -MCM2 HOMER1 0.9121921648885621 -NOTCH1 KCNJ8 0.9120705371634787 -KRAS VIM 0.9119026310911346 -STAT3 HSP90AB1 0.9117344347492748 -MYC ATP6V0D1 0.9116574390060852 -NOTCH1 NANOG 0.9115372506990425 -RELA PPP1R13B 0.9114704415304228 -TRAF3 CDH2 0.9114410089386132 -UBAP2L CHCHD4 0.9112468633435732 -RPTOR ZYG11A 0.910932185407635 -CREB1 MARCKSL1 0.9107403724944307 -SLC25A38 GUF1 0.910409578254275 -MYC ATF6 0.9102213988645977 +HSP90AB1 SPAG6 0.913725047013312 +IKBKB CD55 0.9135114083889413 +ATF4 TRMT44 0.9133784639619051 +STAT3 CBX6 0.9133544876044258 +MDM2 DUSP6 0.9130603537967804 +ATM EGR1 0.9130352977395148 +NOTCH1 VIM 0.9130061383398848 +HES1 DPYSL3 0.9129666151973517 +TRAF2 DPPA4 0.912873314310727 +MAP3K7 IKBKB 0.9128725270452208 +CCNA2 TCTN1 0.9125913260678178 +MCM2 HOMER1 0.9121921648885616 +NOTCH1 KCNJ8 0.9120705371634761 +CTNNB1 SNX25 0.9117353182088275 +STAT3 HSP90AB1 0.9117344347492755 +MYC ATP6V0D1 0.9116574390060855 +NOTCH1 NANOG 0.9115372506990396 +MAP3K2 POU5F1 0.911475618283028 +RELA PPP1R13B 0.9114704415304212 +TRAF3 CDH2 0.9114410089386096 +RPTOR NR1I2 0.9113850319660586 +UBAP2L CHCHD4 0.911246863343569 +CREB1 MARCKSL1 0.9107403724944287 +SLC25A38 GUF1 0.9104095782542763 +MYC ATF6 0.910221398864596 MTOR DPPA4 0.9101249018832208 -NFKB1 ACOT6 0.9099751907727313 -DUSP6 SPATS1 0.9098326675398686 -HES1 MGAT4B 0.9096142377551966 -ATR EGFR 0.9091111096444345 -BAD TYK2 0.9090710807134247 -PCNA SPATS1 0.9090466137040206 -JMJD6 HSP90AB1 0.9089951700050829 -PTEN EN1 0.9085288057283831 -MAP3K7 IKBKB 0.908177612532713 -EIF2AK3 ZNF774 0.9079231530451107 -GADD45A ZYG11A 0.9077643512019041 -BAX HOMER1 0.9071807616559993 -AXIN1 ACTB 0.9069738956897949 -CHEK2 TRAF2 0.9069283681889555 -MAP3K2 POU5F1 0.9068426837814093 -MMADHC ZBTB24 0.906756634361764 -CDK1 MDH2 0.906706527480999 -KRAS LRRC36 0.9065221425198993 -CTNNB1 SNX25 0.9065163232062868 -ATM FLNB 0.9064863906417392 -SDSL TAX1BP1 0.9063831103958256 -BCL2 JUN 0.905793013078282 -CASP9 TRAF6 0.9057911239826748 -CHEK2 ATR 0.9056877842889263 -RPTOR NR1I2 0.9051989250890236 -TYK2 MGAT4B 0.9051767566735724 -PIK3CB GATA2 0.9051561555838892 -PNMA8C GDPD5 0.9050585355546877 -EIF2AK3 DVL2 0.9050458098478896 -NFKBIA UBQLN2 0.9048784023044016 -KIF9 FLNB 0.9047521271762228 -ADAM17 KIF9 0.9047431129884861 -MAP3K7 RFX8 0.9046568377420915 -PTPN7 NME1 0.9046285927363394 -DLL1 ERBB2 0.9045994937914521 -MAPK1 UBAP2L 0.9045446598778388 -PRDM14 TMCO4 0.9045294977024279 -MGAT4B EN1 0.904354219035206 -RMC1 RYR1 0.9043024883729787 -TRAF6 JMJD6 0.9042396510389806 -BAX AKT2 0.9042300577731612 -CDH1 TGFBRAP1 0.9038787583095905 -DPYSL3 LARGE1 0.9037599363569551 -RHOC PRTFDC1 0.9036975945050872 -EGFR ANKRD54 0.9031466216252163 -LIN28A PRTFDC1 0.9029534012096738 -SNX25 GEMIN5 0.9029096199545218 -CTNNB1 ARHGEF28 0.9024577551206141 -MCM5 NME8 0.902449733318349 -MDM2 SPATS1 0.9023477720795167 -BAX UBQLN2 0.9023105668788814 -B4GALNT3 MVK 0.9022600288565579 -CDK1 STAU1 0.9022045459320129 -MCM5 PTEN 0.9021659369810728 -FNIP1 MSLN 0.9020516997646364 -SRF CAB39L 0.9017107423324726 -ATM ERBB2 0.9011573361986251 -TBC1D10A ZBTB24 0.9011488621517286 -JAK2 GATA2 0.9011433087493141 -STAT1 NR1I2 0.9010165887391429 -MAP3K7 CTNNB1 0.9005639160656269 -FOXO3 HSP90AB1 0.9004422871592784 -FOXO3 HOMER1 0.900386575424003 -BCL2 GATA2 0.9002836113767282 -STAT3 RHOC 0.9002355610532896 -MYC RYR1 0.9001037771743894 -GUF1 MDH2 0.8999119998332021 -ATF4 JUN 0.8996078100483038 -CASP9 ERBB2 0.8993866300416277 -MTOR ZNF652 0.8992041406814961 -CASP8 IKBKG 0.8992031272812606 -MAPK3 NME1 0.8990192247437176 -FOXO3 UNC13D 0.8986592752493208 -BCL2L11 FLNB 0.8986467601794375 -MAPK1 TRAF3 0.8985976522391856 -RPTOR CTNNB1 0.8980971516127789 -RBPJ TAX1BP1 0.8980513569976207 +NFKB1 ACOT6 0.9099751907727325 +DUSP6 SPATS1 0.9098326675398684 +HES1 MGAT4B 0.9096142377551959 +RMC1 RYR1 0.9094227406969788 +EIF2AK3 DVL2 0.909290270645349 +ATR EGFR 0.9091111096444341 +BAD TYK2 0.9090710807134239 +PCNA SPATS1 0.9090466137040203 +JMJD6 HSP90AB1 0.9089951700050802 +PTEN EN1 0.9085288057283828 +EIF2AK3 ZNF774 0.9079231530451082 +GADD45A ZYG11A 0.9077643512019021 +BAX HOMER1 0.9071807616559995 +AXIN1 ACTB 0.9069738956897976 +CHEK2 TRAF2 0.9069283681889521 +MMADHC ZBTB24 0.9067566343617642 +CDK1 MDH2 0.9067065274809988 +KRAS LRRC36 0.906522142519898 +ATM FLNB 0.9064863906417394 +SDSL TAX1BP1 0.9063831103958214 +BCL2 JUN 0.9057930130782827 +CASP9 TRAF6 0.9057911239826733 +CHEK2 ATR 0.9056877842889268 +TYK2 MGAT4B 0.9051767566735704 +PIK3CB GATA2 0.9051561555838895 +PNMA8C GDPD5 0.9050585355546883 +NFKBIA UBQLN2 0.9048784023044032 +KIF9 FLNB 0.9047521271762234 +ADAM17 KIF9 0.9047431129884828 +MAP3K7 RFX8 0.9046568377420902 +PTPN7 NME1 0.9046285927363391 +DLL1 ERBB2 0.9045994937914508 +MAPK1 UBAP2L 0.9045446598778415 +PRDM14 TMCO4 0.9045294977024275 +MGAT4B EN1 0.9043542190352055 +TRAF6 JMJD6 0.904239651038978 +BAX AKT2 0.9042300577731615 +CDH1 TGFBRAP1 0.9038787583095902 +JAK2 GATA2 0.9038745176312977 +DPYSL3 LARGE1 0.9037599363569547 +RHOC PRTFDC1 0.9036975945050858 +EGFR ANKRD54 0.9031466216252164 +LIN28A PRTFDC1 0.9029534012096697 +SNX25 GEMIN5 0.9029096199545213 +CTNNB1 ARHGEF28 0.9024577551206153 +MCM5 NME8 0.9024497333183499 +MDM2 SPATS1 0.9023477720795163 +BAX UBQLN2 0.902310566878881 +B4GALNT3 MVK 0.9022600288565527 +CDK1 STAU1 0.9022045459320113 +MCM5 PTEN 0.9021659369810751 +FNIP1 MSLN 0.902051699764636 +SRF CAB39L 0.9017107423324696 +ATM ERBB2 0.9011573361986246 +TBC1D10A ZBTB24 0.9011488621517305 +STAT1 NR1I2 0.9010165887391445 +FOXO3 HSP90AB1 0.9004422871592768 +FOXO3 HOMER1 0.9003865754240036 +CTNNB1 CAB39L 0.9003277777365958 +BCL2 GATA2 0.9002836113767283 +STAT3 RHOC 0.9002355610532884 +MYC RYR1 0.9001037771743884 +GUF1 MDH2 0.8999119998332032 +ATF4 JUN 0.8996078100483016 +CASP9 ERBB2 0.8993866300416301 +MTOR ZNF652 0.8992041406814975 +CASP8 IKBKG 0.89920312728126 +MAPK3 NME1 0.899019224743716 +FOXO3 UNC13D 0.898659275249322 +BCL2L11 FLNB 0.898646760179438 +MAPK1 TRAF3 0.8985976522391845 +RBPJ TAX1BP1 0.8980513569976208 RELA VIM 0.8978504102627707 -BAD CS 0.8977716586836078 -AXIN1 CBX6 0.8976526173334624 -MAP3K2 ANKRD54 0.8969889563584375 -MYC TMX3 0.8969416442828654 -IDH3B CD55 0.8965653120121104 -BAX ZBTB24 0.8962903370079274 -CCNB1 CASP9 0.8962594718125094 -CTNNB1 ACY3 0.8956376629986965 -CDC20 HOMER1 0.8955868190220978 -CCNA2 KIF9 0.8952712982603211 -CDH2 LARGE1 0.8950226589669292 -CBX6 CS 0.8949988721185427 -SOCS3 RYR1 0.8949444243453382 -CTNNB1 CAB39L 0.8949402704164076 -LRP6 IRF9 0.8947996113679804 -CXCL17 GUF1 0.8941389063285045 -PIK3CA RACK1 0.8939164255953373 -CDK1 IDH3B 0.8928841977530463 -SOCS3 KLF11 0.8928343856822248 -SHARPIN UBAP2L 0.8926716482695107 -MKI67 SPAG6 0.8926669290671607 -ATP6V0D1 MGA 0.8922761578720424 -CDK1 GSK3B 0.892095928058743 -RAF1 CHMP4B 0.8919954815392218 -MAP3K14 TBC1D10A 0.8918538548331241 +BAD CS 0.8977716586836089 +AXIN1 CBX6 0.897652617333464 +MAP3K2 ANKRD54 0.8969889563584391 +MYC TMX3 0.8969416442828626 +IDH3B CD55 0.8965653120121087 +BAX ZBTB24 0.896290337007927 +CCNB1 CASP9 0.8962594718125086 +CTNNB1 ACY3 0.8956376629986956 +CDC20 HOMER1 0.8955868190220966 +CCNA2 KIF9 0.895271298260323 +CDH2 LARGE1 0.8950226589669257 +CBX6 CS 0.8949988721185438 +SOCS3 RYR1 0.8949444243453374 +LRP6 IRF9 0.894799611367981 +CXCL17 GUF1 0.8941389063285041 +PIK3CA RACK1 0.893916425595337 +CDK1 IDH3B 0.8928841977530467 +SOCS3 KLF11 0.8928343856822273 +SHARPIN UBAP2L 0.8926716482695067 +MKI67 SPAG6 0.8926669290671599 +ATP6V0D1 MGA 0.8922761578720441 +CDK1 GSK3B 0.8920959280587433 +RAF1 CHMP4B 0.8919954815392245 +MAP3K14 TBC1D10A 0.8918538548331242 +MAP3K7 SLC25A38 0.8915902918824098 MCM5 ZYG11A 0.8915825600052121 -MAP3K7 HSP90AB1 0.8914135515397045 -MAPK1 GEMIN5 0.8909585161339705 -CDK2 SNX25 0.8908856561647343 -TRAF6 SDSL 0.890670116978552 -CDK2 RBPJ 0.8904198906452843 -GATA2 ANKRD54 0.8903013766001298 -SRF ZFP42 0.8902873870680695 -CDK2 DPYSL3 0.8900519548512343 -HSP90AB1 CS 0.8899461237597229 -CDK1 MGAT4B 0.8897259157008026 -SRF CDH1 0.8896030525367179 -RAF1 CS 0.8895896003990464 +MAPK1 GEMIN5 0.8909585161339691 +CDK2 SNX25 0.8908856561647358 +TRAF6 SDSL 0.8906701169785508 +CDK2 RBPJ 0.8904198906452836 +GATA2 ANKRD54 0.8903013766001291 +SRF ZFP42 0.8902873870680693 +CDK2 DPYSL3 0.8900519548512381 +HSP90AB1 CS 0.8899461237597234 +CDK1 MGAT4B 0.8897259157008037 +SRF CDH1 0.8896030525367165 +RAF1 CS 0.8895896003990476 CHEK2 FOXO3 0.8892980655927407 -CCNB1 ATF6 0.888643315537434 -BRAF B4GALNT3 0.888559196199636 -CD200R1L HEBP2 0.8881798052364307 -BCL2L11 STAT1 0.8881724124430245 -RAF1 BATF3 0.8879223421034688 -ATF6 RHOC 0.8878792010143476 -SP1 ATP6V0D1 0.887759856530349 -RELA ZYG11A 0.8877571799176283 -ATM CXCL17 0.887397811194056 -CDK2 CALM3 0.8871286771163907 -FAS ATP6V0D1 0.8871060338847031 -TMX3 MSLN 0.8870212307779187 -GADD45A TCF7L2 0.8865122431486812 -EN1 CALM3 0.8858120271179493 -MAP3K7 SLC25A38 0.8857634508446733 -ATM LRRC36 0.8856095603258634 -POU5F1 RMC1 0.8855467700437887 -UBQLN2 PAX5 0.8855348990523726 -SAA4 TCTN1 0.8851134643838202 -B4GALNT3 CBX6 0.8848437830059019 -PIK3CA ARHGEF28 0.8846396127721377 -SOX2 IDH3B 0.8846070224517331 -BRAF NR1I2 0.8845690682144819 -HES1 UNC13D 0.8844795807458469 -MARCKSL1 SLC26A4 0.8844057573251487 -MAP3K7 UBQLN2 0.8839314239898574 -ZFP42 CXCL17 0.8837504916367521 -CASP3 MVK 0.8835216677508195 -DVL2 TCF7L2 0.8833837705666789 -EIF2AK3 CS 0.883029478362805 -PTPN7 DPPA4 0.883001588435855 -GSK3B ADAM17 0.8829102286985315 -TGFBRAP1 MID2 0.8828794170746558 -TRAF3 SHB 0.8826470598303331 -TCF7L2 CDH2 0.8815203458744072 -NME1 CD55 0.8814128066100064 -CASP9 JMJD6 0.8809831795357225 -TP53 DNAJC30 0.8809108922799599 -MDM2 SMAD4 0.8808716014093211 -MCM5 ITGB5 0.8806882739105931 +MAP3K7 UBQLN2 0.8889359471042076 +CCNB1 ATF6 0.8886433155374335 +BRAF B4GALNT3 0.888559196199633 +CD200R1L HEBP2 0.888179805236431 +BCL2L11 STAT1 0.8881724124430272 +RAF1 BATF3 0.8879223421034672 +ATF6 RHOC 0.8878792010143437 +SP1 ATP6V0D1 0.8877598565303483 +RELA ZYG11A 0.8877571799176293 +ATM CXCL17 0.8873978111940563 +CDK2 CALM3 0.8871286771163933 +FAS ATP6V0D1 0.8871060338847025 +TMX3 MSLN 0.8870212307779182 +DVL2 TCF7L2 0.8870047097877085 +GADD45A TCF7L2 0.8865122431486833 +EN1 CALM3 0.8858120271179488 +ATM LRRC36 0.8856095603258627 +UBQLN2 PAX5 0.885534899052372 +SAA4 TCTN1 0.8851134643838201 +B4GALNT3 CBX6 0.8848437830058986 +PIK3CA ARHGEF28 0.8846396127721401 +SOX2 IDH3B 0.884607022451732 +BRAF NR1I2 0.8845690682144803 +HES1 UNC13D 0.8844795807458481 +MARCKSL1 SLC26A4 0.8844057573251497 +ZFP42 CXCL17 0.8837504916367518 +CASP3 MVK 0.8835216677508246 +POU5F1 MGAT4B 0.8832454878374211 +EIF2AK3 CS 0.8830294783628058 +PTPN7 DPPA4 0.8830015884358545 +GSK3B ADAM17 0.8829102286985312 +TGFBRAP1 MID2 0.8828794170746549 +TRAF3 SHB 0.8826470598303306 +DUSP6 DVL2 0.8824817860882986 +TCF7L2 CDH2 0.8815203458744082 +NME1 CD55 0.8814128066100052 +CCNB2 MAP3K7 0.8809985445833859 +CASP9 JMJD6 0.8809831795357227 +TP53 DNAJC30 0.8809108922799618 +MDM2 SMAD4 0.8808716014093275 +MCM5 ITGB5 0.8806882739105971 STAT3 GATA2 0.8806642445772945 -POU5F1 MGAT4B 0.8805396359018302 -SGCB SUB1 0.8805101569588744 -CASP3 RAF1 0.8804429469596191 -SOCS3 FNDC7 0.8803577935608786 -NFKBIA CDH2 0.8802693951457535 -SOCS3 FNIP1 0.8796583534824449 -PIK3CA UNC13D 0.8794705396218357 +SGCB SUB1 0.8805101569588751 +CASP3 RAF1 0.8804429469596231 +SOCS3 FNDC7 0.8803577935608802 +NFKBIA CDH2 0.8802693951457534 +SOCS3 FNIP1 0.8796583534824428 +PIK3CA UNC13D 0.879470539621837 SGCB CHCHD4 0.8793998252564688 -CASP3 LRP6 0.8792431604584358 -EN1 RYR1 0.8792179157371895 -RGL1 FLNB 0.8784351114261055 -LRP6 CHMP4B 0.878359399877235 -DLL1 NFKBIA 0.8783455204787772 -MCM2 MDM2 0.8783455186175755 -CDK1 SGCB 0.8782831712325918 -CASP8 NFKB1 0.8781825567796393 -NANOG ZFP42 0.8779733427679114 -RBPJ ZBBX 0.8779709902401907 -EIF2AK3 UBQLN2 0.877876715369323 -CDK2 IDH3B 0.877747119812611 -CDC20 EN1 0.8776767742859586 -DUSP6 DVL2 0.8774784116751894 -NANOG SASS6 0.8773332365302495 -CCNB1 BRAF 0.8771951521334651 -MMADHC SUB1 0.8769809869273408 -CDK2 HIF1A 0.8767857303209335 -RELA ATP6V0D1 0.8767117592621168 -TAX1BP1 GDPD5 0.8765640065852853 -ATR ITGB5 0.8762342040573119 -BCL2 DLL1 0.8760329563497572 -CCNB2 MAP3K7 0.8759353803465635 -CASP8 ARHGEF4 0.8757033446746034 -ADAM17 DPPA4 0.875493544077857 -TP53 MTOR 0.8752593475387295 -HIF1A RYR1 0.8752293038130161 +CASP3 LRP6 0.8792431604584383 +EN1 RYR1 0.8792179157371892 +RGL1 FLNB 0.8784351114261043 +LRP6 CHMP4B 0.8783593998772362 +DLL1 NFKBIA 0.8783455204787762 +MCM2 MDM2 0.8783455186175754 +CDK1 SGCB 0.8782831712325907 +CASP8 NFKB1 0.87818255677964 +NANOG ZFP42 0.8779733427679145 +RBPJ ZBBX 0.8779709902401897 +EIF2AK3 UBQLN2 0.8778767153693203 +CDK2 IDH3B 0.8777471198126108 +CDC20 EN1 0.8776767742859582 +NANOG SASS6 0.8773332365302523 +CCNB1 BRAF 0.8771951521334634 +MMADHC SUB1 0.8769809869273415 +CDK2 HIF1A 0.8767857303209308 +RELA ATP6V0D1 0.8767117592621154 +TAX1BP1 GDPD5 0.8765640065852847 +ATR ITGB5 0.8762342040573127 +BCL2 DLL1 0.8760329563497563 +CASP8 ARHGEF4 0.8757033446746031 +ADAM17 DPPA4 0.8754935440778564 +TP53 MTOR 0.8752593475387308 +HIF1A RYR1 0.8752293038130152 +RPTOR AXIN1 0.8750231454280781 EGFR MVK 0.8749854167147149 -ERBB2 SDSL 0.8744459033914085 -DLL1 RELA 0.8737336366051267 -TYK2 SPAG6 0.873726632936028 -GADD45A EN1 0.8735024440078143 -AKT1 FLNB 0.8733525537218355 -SOCS3 TRMT44 0.8732118824896261 -STAT1 ZBTB24 0.8730853213284671 -LANCL2 ZYG11A 0.8730139125679327 -CCNB1 GADD45A 0.8727793920635276 +ERBB2 SDSL 0.8744459033914076 +DLL1 RELA 0.8737336366051253 +TYK2 SPAG6 0.8737266329360271 +GADD45A EN1 0.8735024440078138 +AKT1 FLNB 0.8733525537218326 +SOCS3 TRMT44 0.8732118824896287 +STAT1 ZBTB24 0.8730853213284692 +LANCL2 ZYG11A 0.8730139125679315 +CCNB1 GADD45A 0.8727793920635262 MAPK3 CHUK 0.8727396593988204 -TGFBRAP1 GDPD5 0.872517097843978 -CHEK1 ATF6 0.8722307438108481 -SLC25A38 ZYG11A 0.8721171730082049 -ZFP42 HEBP2 0.8720001377888772 -ZNF687 CBX6 0.871782289566952 -NFKB1 PTK7 0.8716742757807815 -ERBB2 ATF6 0.8716492915396639 -MDM2 IRF1 0.8715544231586808 -MTOR CS 0.8713223492810611 -STAT1 CHCHD4 0.871271827653601 -HIF1A ERBB2 0.8712376352872337 -RHOC HOMER1 0.8710389407569918 -SMAD4 UNC13D 0.8706424954971557 -DLL1 FOS 0.8702699052016876 -NANOG CALM3 0.8694264283244382 -RELA SMAD4 0.8693549926382292 -PTEN AXIN1 0.869179693407006 -CALM3 UBAP2L 0.8691459527504579 -CHEK2 KIF9 0.8690717543675787 -STAU1 SDSL 0.8690237357854135 -RHOC KCNJ8 0.8689040815163673 -IRF1 HSP90AB1 0.868879573539309 -MAPK3 DNAJC30 0.8688494099365828 -CLCN3 MSLN 0.8687385891630068 +TGFBRAP1 GDPD5 0.8725170978439761 +CHEK1 ATF6 0.8722307438108453 +SLC25A38 ZYG11A 0.8721171730082019 +ZFP42 HEBP2 0.8720001377888792 +ZNF687 CBX6 0.871782289566956 +NFKB1 PTK7 0.871674275780782 +ERBB2 ATF6 0.871649291539664 +MDM2 IRF1 0.8715544231586828 +MTOR CS 0.8713223492810622 +STAT1 CHCHD4 0.8712718276536021 +HIF1A ERBB2 0.8712376352872347 +RHOC HOMER1 0.8710389407569954 +SMAD4 UNC13D 0.8706424954971569 +DLL1 FOS 0.8702699052016858 +NANOG CALM3 0.8694264283244424 +RELA SMAD4 0.8693549926382285 +PTEN AXIN1 0.8691796934070098 +CALM3 UBAP2L 0.869145952750459 +CHEK2 KIF9 0.8690717543675812 +STAU1 SDSL 0.8690237357854141 +RHOC KCNJ8 0.8689040815163646 +IRF1 HSP90AB1 0.8688795735393127 +MAPK3 DNAJC30 0.868849409936582 +CLCN3 MSLN 0.8687385891630063 CHUK GATA2 0.8685943477197271 -RPTOR AXIN1 0.8683164600044803 -MARCKSL1 PRTFDC1 0.8678064443234196 -PCNA STAT3 0.8673289877374969 -MCM2 TCTN1 0.8671953190544571 -NME1 KIF9 0.867134638323765 -STAT3 CDH2 0.866946996710528 -MMADHC GUF1 0.8665439174671044 -NME1 EN1 0.8664759017125888 -KIF9 TCTN1 0.8664116540560761 -TRAF6 MSLN 0.8663988051854105 -PIK3CA TRAF3 0.8663211456522163 -CDK1 VIM 0.8662999565872074 -JAG1 RYR1 0.8661726480122188 -IRF9 CALM3 0.8661170050103404 -GATA2 CD55 0.8658681470828798 -ACY3 PRTFDC1 0.8658166407079269 -MST1R STAU1 0.8658088403777839 -ATF4 DNAJC30 0.8657321561933706 -BCL2L11 IRF9 0.8653896461553539 -ACTB SMAD4 0.865360996022962 -NME1 ZYG11A 0.8653144865116775 -CCNA2 BCL2 0.8651924080696723 -ZFP42 STAU1 0.8651489887600463 -MAP3K7 RMC1 0.8650975307630322 +MARCKSL1 PRTFDC1 0.8678064443234149 +PCNA STAT3 0.8673289877374911 +MCM2 TCTN1 0.8671953190544569 +NME1 KIF9 0.8671346383237692 +STAT3 CDH2 0.8669469967105276 +MAP3K7 MST1R 0.8668048141409996 +MMADHC GUF1 0.8665439174671057 +NME1 EN1 0.8664759017125887 +KIF9 TCTN1 0.866411654056081 +TRAF6 MSLN 0.86639880518541 +PIK3CA TRAF3 0.866321145652217 +CDK1 VIM 0.866299956587208 +JAG1 RYR1 0.8661726480122173 +IRF9 CALM3 0.8661170050103397 +KRAS TGFBRAP1 0.865920203413022 +GATA2 CD55 0.8658681470828793 +ACY3 PRTFDC1 0.8658166407079261 +MST1R STAU1 0.8658088403777815 +ATF4 DNAJC30 0.865732156193372 +BCL2L11 IRF9 0.8653896461553566 +ACTB SMAD4 0.8653609960229607 +NME1 ZYG11A 0.8653144865116728 +CCNA2 BCL2 0.8651924080696713 +ZFP42 STAU1 0.8651489887600442 CHMP4B TGFBRAP1 0.8648571394288347 -NFKBIA SLC25A38 0.8642699224413907 -CCNB1 TCF7L2 0.8640817397608919 -UNC13D MDH2 0.8640714156607308 -BRAF CHUK 0.864004011748399 -MDM2 TCTN1 0.8638036538674605 -KLF4 SHB 0.8637743045377224 -ATM LANCL2 0.8637437290242231 -IRF9 TBC1D10A 0.8637275762667799 -JMJD6 CXCL17 0.8634312410854872 -MAP3K7 MST1R 0.8632096470497922 -TP53 TCF7L2 0.8627339171656437 -RGL1 CS 0.8625180330723909 +NFKBIA SLC25A38 0.8642699224413911 +CCNB1 TCF7L2 0.8640817397608895 +UNC13D MDH2 0.864071415660732 +BRAF CHUK 0.8640040117483969 +MDM2 TCTN1 0.8638036538674636 +KLF4 SHB 0.8637743045377219 +ATM LANCL2 0.863743729024229 +IRF9 TBC1D10A 0.8637275762667831 +JMJD6 CXCL17 0.8634312410854867 +TP53 TCF7L2 0.8627339171656441 +RGL1 CS 0.8625180330723905 CASP9 GSK3B 0.8622936114660757 -PIK3CA GUF1 0.8620108607426854 -MAP3K7 TCEA3 0.8620008979840195 -CTNNB1 EN1 0.8617257966073202 -CDK2 ANKRD49 0.8615428525133605 -EGR1 GEMIN5 0.8611227649610099 +PIK3CA GUF1 0.8620108607426866 +MAP3K7 TCEA3 0.8620008979840201 +CTNNB1 EN1 0.8617257966073197 +CDK2 ANKRD49 0.8615428525133657 +EGR1 GEMIN5 0.8611227649610098 VIM PTK7 0.8610861570661231 -NR1I2 HOMER1 0.8609580303075574 -PIK3CA DVL2 0.8609256732884001 +NR1I2 HOMER1 0.8609580303075591 CCNB2 VIM 0.8609097691897685 -FAS MVK 0.8608289887976076 -AKT2 SDSL 0.8606944163701244 +FAS MVK 0.8608289887976079 +AKT2 SDSL 0.8606944163701249 CHEK2 SMAD4 0.8606816830769416 -LIN28A STAU1 0.8605614919549982 -CDK1 SNX25 0.8602553022255756 -SLC25A38 TAX1BP1 0.859287096174825 -RELB FOS 0.8592623595836516 -PCNA RYR1 0.8592599158099853 -UBQLN2 SLC25A38 0.8592446610953601 -KRAS TGFBRAP1 0.8591960097937581 -FOS PTK7 0.8591639537085293 -ATF4 ZYG11A 0.8589687169485112 -ZFP42 SDSL 0.8586630668269929 -DVL2 RYR1 0.8575804897000435 -MKI67 ATM 0.8574798688893197 -CCNB2 LRRC36 0.8571796986377682 +LIN28A STAU1 0.8605614919550005 +CDK1 SNX25 0.8602553022255758 +SLC25A38 TAX1BP1 0.8592870961748243 +RELB FOS 0.85926235958365 +PCNA RYR1 0.8592599158099882 +UBQLN2 SLC25A38 0.8592446610953604 +FOS PTK7 0.8591639537085256 +ATF4 ZYG11A 0.8589687169485115 +ZFP42 SDSL 0.8586630668269922 +PIK3CA DVL2 0.8586272262891855 +DVL2 RYR1 0.8578581383951516 +MKI67 ATM 0.8574798688893241 +CCNB2 LRRC36 0.8571796986377669 CCNA2 AXIN1 0.8566008922034765 -JMJD6 ITGB5 0.8565286645204727 -FOXO3 SNX25 0.856512187559647 -TRMT44 SASS6 0.8564200757386414 -TGFBRAP1 TMCO4 0.8562933389504175 -CASP8 RACK1 0.8562313877940799 -MAP3K7 DVL2 0.8559535200813564 -RELB DNAJC30 0.8557711854425705 -SNX25 LANCL2 0.8557256647336025 -MCM2 HIF1A 0.8556164072977693 -EGR1 SLC26A4 0.8555710733266374 -MYC RGL1 0.8554881578628973 -AKT2 ANKRD49 0.855394786038279 -PTPN7 UBAP2L 0.8553441279291153 -GADD45A RHOC 0.855282529715504 -NFKB1 TACR3 0.8552582744941335 -GADD45A SLC26A4 0.8550662797842268 -GSK3B LRP6 0.8549968822437102 -CD55 ZYG11A 0.8549103658488039 -BRAF SOCS3 0.8548240275584486 -LIN28A HOMER1 0.8541695780400018 -AKT1 SHB 0.8534001109616773 -EGR1 UNC13D 0.8533002577966454 -MTOR TRMT44 0.8532940629562341 -ATF4 TMCO4 0.8532532626344571 -RAF1 SMAD4 0.8531180683819195 -KIF9 ACOT6 0.8528152446118388 -JUN ARHGEF4 0.8527865543780502 -BCL2 MAPK3 0.852029296932389 -TMX3 MDH2 0.8511304518609386 -TMX3 MID2 0.8507506513478313 -POU5F1 SHB 0.8507052078194061 -GADD45A TRMT44 0.8506493401594 -DVL2 PNMA8C 0.8505152471070898 -RELB PTK7 0.8504949408599485 -STAT1 GUF1 0.8503504981737267 -TRAF3 SGCB 0.8501831179061164 -PCNA DLL1 0.8501289629975283 -MAPK1 NFKBIA 0.849839848605032 -CHEK1 RHOC 0.8498031822626646 -CDC20 CHEK2 0.8497146878162166 -ATM CTNNB1 0.8496300552814459 -MDM2 MAPK1 0.8493930856999371 -CCNB2 CAB39L 0.8493139505686882 -CREB1 DVL2 0.8489385098911801 -TP53 PTPN7 0.848533677401339 -TRAF2 LRRC36 0.8484484123889392 -ZYG11A HEBP2 0.8483860373984095 -POU5F1 PRDM14 0.8480288469567034 -MAPK1 SOX2 0.8479534521841554 -HES1 ZNF652 0.8472619400269519 -NANOG MARCKSL1 0.8470081136358062 -HES1 JUN 0.8470061487409033 -REL CD200R1L 0.8469788572226346 -SOCS3 FLNB 0.8469291913359575 -NANOG ZBBX 0.8467589486657336 -RBPJ FNIP1 0.8466762008333064 -ATF6 ZNF652 0.8464458007522706 -ADAM17 RHOC 0.8464428907804168 -EGFR PTK7 0.846371712971166 -RBPJ CD200R1L 0.8462471046906943 -LIN28A ARHGEF28 0.8461161648173208 -NOTCH1 ZBBX 0.846029459833318 -SRF PRTFDC1 0.8459842688530895 -PIK3CA IRF1 0.845790198861652 -CASP8 DPPA4 0.8457810851243471 -MAP3K7 SGCB 0.8456011874244221 -MAP3K7 TRAF2 0.8455085560218498 -MTOR FLNB 0.845065260361315 -NOTCH1 BATF3 0.8449913566318482 -MAP3K7 CEACAM19 0.8449585827881823 -CHEK1 DUSP6 0.844941176388367 -PNMA8C CBX6 0.8447503452033851 -NFKBIA SGCB 0.8446778544686604 -TP53 CDH2 0.844447936587514 -JAK2 STAU1 0.8442964381500251 -POU5F1 RHOC 0.8442474479598941 -CXCL17 GDPD5 0.84411422233693 -MAP3K2 JAG1 0.8440955152710367 -HIF1A RMC1 0.8439245252506246 -BCL2 RACK1 0.843824346946919 -PCNA REL 0.8433802567922718 -BATF3 ARHGEF4 0.842987253010364 -AKT1 SNX25 0.8429705076874475 -LANCL2 FNDC7 0.8429482307925635 -HEBP2 RYR1 0.8428268372357565 -CHUK MGA 0.8427650655637361 -TYK2 PAX5 0.8427215241728856 -CTNNB1 EVPL 0.8427021133398979 -BAD IRF9 0.8427000797524742 -PIK3CA MARCKSL1 0.8425740045314807 -CD55 TRMT44 0.8423250260878379 -SP1 CLCN3 0.8421683203804359 -CCNB2 SOCS3 0.842150750870682 -CDH2 STAU1 0.8419952235688136 -MST1R CAB39L 0.8415680295851111 -REL RFX8 0.8415079437395504 -DPPA4 MGAT4B 0.8414786129791945 -CDC20 RFX8 0.8414544849387866 -ADAM17 ACTB 0.841081014430712 -FNDC7 CHMP4B 0.8410013010515958 -BRAF TACR3 0.8407277474444466 -SOX2 ATF6 0.8406044462411524 -MKI67 CAB39L 0.8403521954872039 -SP1 FAS 0.8398599598280139 -MMADHC MGAT4B 0.8395859184158515 -ATM ACY3 0.8393977483828999 -CDC20 JMJD6 0.8393854316766473 -CHEK2 ACTB 0.8393279877026962 -CCNB2 KLF11 0.8392834843170406 -RELA SAA4 0.8391621653033013 -CDH2 ACOT6 0.8388438565751911 -BCL2L11 ATF6 0.838680870011116 -UBQLN2 ZNF774 0.8384219214956892 -ZYG11A SHB 0.8383695803897002 -IKBKB CALM3 0.8383402492141444 -NFKB1 CBX6 0.8376161613093507 -AKT1 BATF3 0.8375671229644865 -MKI67 KLF11 0.8373792997792906 -BRAF JUN 0.8373117433518809 -TRAF2 BATF3 0.8372296581754689 -AXIN1 ATP6V0D1 0.837135011360524 -BAD TRAF3 0.8370547821383779 -POU5F1 TACR3 0.836984919646677 -NANOG ZBTB24 0.8368589977980078 -SMAD4 ZNF652 0.8367003712413834 -RBPJ CALM3 0.8364123899564602 -AXIN1 JUN 0.8361513618507947 -BAD ARHGEF28 0.8361506987319637 -BAD MDH2 0.836140096044486 -TRAF3 DPYSL3 0.8358977662002626 -CCNB2 HEBP2 0.8358123299808488 -RELB CHUK 0.83571830501952 -MAP3K7 NME1 0.8349987320675191 -JAK2 NME8 0.8349870669035049 -CALM3 HEBP2 0.8348339185863166 -CDK2 ATM 0.834805236313964 -MAPK1 SHB 0.834764386606793 -CDK2 CEACAM19 0.8346211136501805 -DVL2 IKBKG 0.8342613191045427 -RHOC CS 0.834239911347462 -RBPJ LIN28A 0.834013171065415 -DUSP6 JUN 0.8337458090576458 -ZFP42 DPPA4 0.8335581941141522 -EIF2AK3 APC 0.8335467620946956 -CEACAM19 ARHGEF4 0.8332125872406334 -SRF MGAT4B 0.833185705435282 -NME1 RGL1 0.8329521841642141 -CDK2 LRP6 0.8327994096971997 -CHEK2 DVL2 0.8327477129620983 -ATM KIF9 0.8325262785337241 -FNDC7 DNAJC30 0.832353316182901 -MMADHC B4GALNT3 0.8323261266204577 -BCL2L11 PAX5 0.8323071865245653 -FOS RMC1 0.8321199148472418 -MMADHC ZNF774 0.8321058723435723 -ACY3 TCTN1 0.8320298245104503 -TYK2 TCEA3 0.8319243132595685 +JMJD6 ITGB5 0.8565286645204702 +FOXO3 SNX25 0.8565121875596491 +TRMT44 SASS6 0.8564200757386446 +TGFBRAP1 TMCO4 0.856293338950418 +CASP8 RACK1 0.8562313877940781 +RELB DNAJC30 0.8557711854425688 +SNX25 LANCL2 0.8557256647336032 +POU5F1 SHB 0.855617728135649 +MCM2 HIF1A 0.855616407297772 +EGR1 SLC26A4 0.8555710733266384 +MYC RGL1 0.8554881578628959 +AKT2 ANKRD49 0.8553947860382825 +PTPN7 UBAP2L 0.8553441279291142 +GADD45A RHOC 0.855282529715502 +NFKB1 TACR3 0.8552582744941343 +GADD45A SLC26A4 0.8550662797842278 +GSK3B LRP6 0.8549968822437114 +CD55 ZYG11A 0.8549103658488021 +BRAF SOCS3 0.8548240275584443 +ATM CTNNB1 0.8545032259246097 +LIN28A HOMER1 0.8541695780400014 +CREB1 DVL2 0.853932674930072 +JAK2 STAU1 0.853898609304525 +AKT1 SHB 0.8534001109616763 +EGR1 UNC13D 0.8533002577966466 +MTOR TRMT44 0.8532940629562378 +ATF4 TMCO4 0.8532532626344583 +RAF1 SMAD4 0.8531180683819193 +KIF9 ACOT6 0.8528152446118399 +JUN ARHGEF4 0.8527865543780512 +POU5F1 PRDM14 0.8524533890629094 +BCL2 MAPK3 0.8520292969323883 +DVL2 PNMA8C 0.851949585026808 +MAP3K7 SGCB 0.8516970527575194 +MAP3K7 TRAF2 0.8516343449293623 +TMX3 MDH2 0.8511304518609387 +HIF1A RMC1 0.8510279814139423 +TMX3 MID2 0.8507506513478327 +GADD45A TRMT44 0.8506493401593981 +RELB PTK7 0.8504949408599453 +STAT1 GUF1 0.8503504981737284 +TRAF3 SGCB 0.8501831179061196 +PCNA DLL1 0.8501289629975272 +MAPK1 NFKBIA 0.8498398486050343 +CHEK1 RHOC 0.8498031822626642 +CDC20 CHEK2 0.8497146878162143 +MDM2 MAPK1 0.8493930856999393 +CCNB2 CAB39L 0.8493139505686889 +POU5F1 RHOC 0.8490903441248215 +TP53 PTPN7 0.8485336774013386 +TRAF2 LRRC36 0.8484484123889379 +ZYG11A HEBP2 0.8483860373984081 +MAPK1 SOX2 0.8479534521841587 +HES1 ZNF652 0.8472619400269503 +NANOG MARCKSL1 0.8470081136358051 +HES1 JUN 0.847006148740904 +REL CD200R1L 0.8469788572226349 +SOCS3 FLNB 0.8469291913359583 +NANOG ZBBX 0.8467589486657326 +RBPJ FNIP1 0.8466762008333063 +ATF6 ZNF652 0.8464458007522692 +ADAM17 RHOC 0.846442890780416 +EGFR PTK7 0.8463717129711629 +RBPJ CD200R1L 0.8462471046906945 +LIN28A ARHGEF28 0.8461161648173221 +NOTCH1 ZBBX 0.8460294598333205 +SRF PRTFDC1 0.8459842688530814 +PIK3CA IRF1 0.8457901988616512 +CASP8 DPPA4 0.8457810851243464 +MAP3K7 CEACAM19 0.8456984818239276 +MTOR FLNB 0.8450652603613138 +NOTCH1 BATF3 0.8449913566318475 +CHEK1 DUSP6 0.8449411763883661 +PNMA8C CBX6 0.8447503452033852 +NFKBIA SGCB 0.8446778544686613 +TP53 CDH2 0.8444479365875137 +CXCL17 GDPD5 0.8441142223369296 +MAP3K2 JAG1 0.8440955152710352 +BCL2 RACK1 0.8438243469469185 +PCNA REL 0.8433802567922726 +BATF3 ARHGEF4 0.8429872530103635 +AKT1 SNX25 0.8429705076874491 +LANCL2 FNDC7 0.8429482307925658 +HEBP2 RYR1 0.8428268372357555 +CHUK MGA 0.8427650655637338 +TYK2 PAX5 0.8427215241728849 +BAD IRF9 0.8427000797524743 +PIK3CA MARCKSL1 0.8425740045314775 +CD55 TRMT44 0.8423250260878382 +SP1 CLCN3 0.8421683203804342 +CCNB2 SOCS3 0.8421507508706831 +CDH2 STAU1 0.8419952235688117 +POU5F1 TACR3 0.8416185427353927 +MST1R CAB39L 0.8415680295851099 +REL RFX8 0.8415079437395496 +DPPA4 MGAT4B 0.8414786129791962 +CDC20 RFX8 0.8414544849387859 +ADAM17 ACTB 0.8410810144307107 +AXIN1 JAK2 0.841022204345076 +FNDC7 CHMP4B 0.841001301051596 +BRAF TACR3 0.8407277474444453 +SOX2 ATF6 0.8406044462411516 +EIF2AK3 APC 0.8404958990536698 +MKI67 CAB39L 0.8403521954872043 +SP1 FAS 0.8398599598280129 +MMADHC MGAT4B 0.8395859184158514 +ATM ACY3 0.8393977483828992 +CDC20 JMJD6 0.8393854316766454 +CHEK2 ACTB 0.8393279877026935 +CCNB2 KLF11 0.839283484317041 +RELA SAA4 0.8391621653033012 +FOS RMC1 0.839103679508098 +CDH2 ACOT6 0.8388438565751922 +BCL2L11 ATF6 0.8386808700111169 +UBQLN2 ZNF774 0.8384219214956841 +ZYG11A SHB 0.8383695803896987 +IKBKB CALM3 0.8383402492141465 +CHEK2 DVL2 0.8382218873580916 +DVL2 IKBKG 0.838186514065619 +NFKB1 CBX6 0.8376161613093549 +AKT1 BATF3 0.8375671229644844 +MKI67 KLF11 0.8373792997792889 +BRAF JUN 0.837311743351882 +TRAF2 BATF3 0.8372296581754665 +AXIN1 ATP6V0D1 0.8371350113605256 +BAD TRAF3 0.8370547821383784 +NANOG ZBTB24 0.8368589977980075 +SMAD4 ZNF652 0.8367003712413811 +RBPJ CALM3 0.8364123899564625 +AXIN1 JUN 0.8361513618507974 +BAD ARHGEF28 0.8361506987319655 +BAD MDH2 0.8361400960444862 +TRAF3 DPYSL3 0.8358977662002643 +CTNNB1 GDPD5 0.8358943769895878 +CCNB2 HEBP2 0.8358123299808518 +RELB CHUK 0.835718305019521 +MAP3K7 NME1 0.8356969719991788 +MAP3K7 RHOC 0.8351054045292673 +JAK2 NME8 0.8349870669035057 +CALM3 HEBP2 0.8348339185863174 +CDK2 ATM 0.8348052363139628 +MAPK1 SHB 0.8347643866067921 +CDK2 CEACAM19 0.8346211136501824 +RHOC CS 0.8342399113474632 +RBPJ LIN28A 0.8340131710654143 +DUSP6 JUN 0.8337458090576461 +KRAS ERBB2 0.8337440321497027 +ZFP42 DPPA4 0.8335581941141523 +CEACAM19 ARHGEF4 0.8332125872406335 +SRF MGAT4B 0.8331857054352803 +NME1 RGL1 0.8329521841642117 +RAF1 RMC1 0.8329021884666956 +CDK2 LRP6 0.8327994096972029 +DUSP6 POU5F1 0.8327798682772017 +ATM KIF9 0.8325262785337318 +EVPL ZNF652 0.8323720429234523 +FNDC7 DNAJC30 0.8323533161829025 +MMADHC B4GALNT3 0.8323261266204539 +BCL2L11 PAX5 0.8323071865245647 +MMADHC ZNF774 0.8321058723435699 +ACY3 TCTN1 0.8320298245104478 +TYK2 TCEA3 0.8319243132595692 CEACAM19 RHOC 0.8318359461212249 -PIK3CA TCF7L2 0.8316583074729161 -ATF6 HEBP2 0.8316415156688844 -AXIN1 JAK2 0.8316354150109062 -CTNNB1 GDPD5 0.8316111777130012 -MAP3K7 RHOC 0.8315687111544366 -SGCB NME8 0.8312597452913063 -NANOG JMJD6 0.8312514311852985 -SNX25 PRTFDC1 0.8309176554369739 -MAPK3 JUN 0.830891957981571 -ATR SHB 0.8308251857847051 -CDH1 MYC 0.8307273152784292 -BAX AXIN1 0.8306042761814526 -VIM HSP90AB1 0.8305072813967999 -NFKBIA TCEA3 0.8301704107145805 -AXIN1 LIN28A 0.8301164343855956 -HIF1A PNMA8C 0.82949130262557 -STAT1 ANKRD49 0.8294186874860056 -CCNB1 FAS 0.8293080077814958 -SMAD4 GDPD5 0.8292776644449089 -SOCS3 ZBTB24 0.8292389477589869 -MAPK3 ZYG11A 0.8290127898163784 -LRP6 ATF6 0.8289410957695134 -MCM5 SPAG6 0.8288292976841366 -MYC MID2 0.8284239009551783 -CHMP4B PRTFDC1 0.8283947760399464 -FNDC7 HEBP2 0.8283407793829406 -CDKN1A DPYSL3 0.8283159155867814 -STAU1 LRRC36 0.8283040867177119 -TACR3 SPATS1 0.8279059172196541 -BRAF VIM 0.827899466333924 -DUSP6 POU5F1 0.8277442385693502 -IRF9 ATF6 0.8277169229401337 -ATM BCL2 0.8276703743996932 -MDM2 REL 0.8271015574762994 -KIF9 HEBP2 0.8268958804540989 -KLF4 SHARPIN 0.8266495367928984 -CDK2 FOS 0.8264117389375673 -CD200R1L GEMIN5 0.8263421480921413 -KRAS ERBB2 0.8263147903474254 -ACY3 PTK7 0.8262356819784674 -RELA MVK 0.8259761314832211 -MKI67 TRAF6 0.8259615482393554 -HSP90AB1 GEMIN5 0.82594682732182 -BCL2L11 ANKRD49 0.8259050393649554 -RAF1 RMC1 0.8256700391755418 -CDK1 PTK7 0.8256469344343972 -PPP1R13B MID2 0.8255898560331676 -ATR IRF9 0.8255727755664877 -CDC20 CXCL17 0.8255686841939681 -MCM2 MYC 0.8255584618728978 -NME1 MGAT4B 0.8251045532986467 -MCM5 CDH1 0.8249578952852893 -DPYSL3 SGCB 0.8242567162009319 -ATM AKT1 0.8238375539597159 -PIK3CB RBPJ 0.8237207141160229 -BRAF FLNB 0.823680806161698 -RPTOR B4GALNT3 0.8234341337989328 -NFKB1 ATF6 0.823345426705923 -MDM2 EGFR 0.8232430436402731 -NANOG JUN 0.8232244555510212 -IKBKB ANKRD49 0.823206271818397 -FOXO3 PRDM14 0.8229396656106419 -ACOT6 ANKRD54 0.8227897099563698 -IKBKG ERBB2 0.8227645119045535 -RELB MYC 0.8224979659938367 -TRAF6 LRRC36 0.8224965929900885 -TCF7L2 FAS 0.822436751376129 -PIK3CA ACTB 0.8223711029241713 -PCNA GUF1 0.8221982414744621 -EVPL ZNF652 0.8220283247391864 -CHEK2 TCTN1 0.8218180057471768 -KLF4 MVK 0.8217895606337765 -RFX8 TCTN1 0.8217489837701352 -UBQLN2 SUB1 0.8215409291164602 -KLF4 EN1 0.8213422419740591 -TRAF3 MGA 0.8212171373567201 -CEACAM19 UNC13D 0.8209648248880804 -RBPJ PAX5 0.8209393846183396 -AKT2 CTNNB1 0.8205439296489242 -CD55 LARGE1 0.8198825482150432 -MCM2 ZBBX 0.8197815739450246 -TRAF2 ATF6 0.8197540789531649 -LANCL2 MGAT4B 0.8195696082040754 -MCM5 MID2 0.8194531718267385 -TP53 SP1 0.8192098546324037 -HSP90AB1 RMC1 0.8187496193882511 -RBPJ SLC26A4 0.8185998420586593 -PTPN7 ZFP42 0.8185579355961292 -TMX3 ZNF687 0.8182396922903534 -CD200R1L PTK7 0.8181710808911898 -CCNB1 NOTCH1 0.8180336426030791 -REL TMX3 0.8180214078705641 -PCNA TRAF3 0.8177930140127552 -KRAS ADAM17 0.8177535540706115 -ATR ZNF774 0.8174971446225767 -SOX2 GUF1 0.8173515257834841 -PIK3CA NFKBIA 0.8170392064237514 -CCNB2 IKBKB 0.8167886106846937 -MYC CD200R1L 0.8167537307386125 -FAS GUF1 0.8167506813933286 -MKI67 ZBBX 0.8166714327534785 -CCNB2 BAD 0.8165082091064642 -JUN GATA2 0.8163032305374427 -SRF SMAD4 0.8162916168379512 -ATR HIF1A 0.8161998884968297 -HIF1A NOTCH1 0.8160460463716944 -FNDC7 CD55 0.8157044601400218 -MCM2 MST1R 0.8156682566886635 -CCNB2 JUN 0.815173103321118 -GADD45A ACOT6 0.814948621033894 -TRMT44 DNAJC30 0.814938960871635 -SNX25 ACY3 0.814792725845349 -CCNB1 RMC1 0.8146096875492987 -PIK3CA IKBKG 0.8135845126144492 -CTNNB1 DPPA4 0.8134355332168964 -PRDM14 ZNF687 0.8134054862335138 -CDK1 EIF2AK3 0.8133929449562295 -MAPK1 CD55 0.8132576534077471 -PCNA PTK7 0.8131279577547843 -STAU1 MVK 0.8129464375922234 +PIK3CA TCF7L2 0.8316583074729189 +ATF6 HEBP2 0.8316415156688828 +SGCB NME8 0.8312597452913072 +NANOG JMJD6 0.831251431185298 +SNX25 PRTFDC1 0.8309176554369692 +MAPK3 JUN 0.8308919579815679 +ATR SHB 0.8308251857847039 +CDH1 MYC 0.8307273152784259 +BAX AXIN1 0.8306042761814544 +VIM HSP90AB1 0.8305072813968006 +NFKBIA TCEA3 0.8301704107145809 +AXIN1 LIN28A 0.8301164343856006 +HIF1A PNMA8C 0.8294913026255706 +STAT1 ANKRD49 0.8294186874860093 +CCNB1 FAS 0.8293080077814975 +SMAD4 GDPD5 0.8292776644449104 +SOCS3 ZBTB24 0.8292389477589878 +MAPK3 ZYG11A 0.8290127898163779 +RPTOR B4GALNT3 0.8289535051835145 +LRP6 ATF6 0.8289410957695144 +MCM5 SPAG6 0.8288292976841358 +MYC MID2 0.828423900955179 +CHMP4B PRTFDC1 0.8283947760399447 +FNDC7 HEBP2 0.8283407793829423 +CDKN1A DPYSL3 0.8283159155867826 +STAU1 LRRC36 0.8283040867177106 +TACR3 SPATS1 0.8279059172196539 +BRAF VIM 0.8278994663339216 +IRF9 ATF6 0.827716922940132 +ATM BCL2 0.8276703743996935 +MDM2 REL 0.8271015574763046 +KIF9 HEBP2 0.8268958804541022 +KLF4 SHARPIN 0.8266495367928973 +KRAS ADAM17 0.8265153624655873 +CDK2 FOS 0.8264117389375639 +CD200R1L GEMIN5 0.8263421480921416 +ACY3 PTK7 0.8262356819784668 +AKT2 CTNNB1 0.8262127014426696 +RELA MVK 0.8259761314832218 +MKI67 TRAF6 0.825961548239351 +HSP90AB1 GEMIN5 0.8259468273218187 +BCL2L11 ANKRD49 0.8259050393649576 +CDK1 PTK7 0.8256469344343965 +PPP1R13B MID2 0.8255898560331693 +ATR IRF9 0.8255727755664873 +CDC20 CXCL17 0.8255686841939677 +MCM2 MYC 0.8255584618728931 +NME1 MGAT4B 0.8251045532986441 +MCM5 CDH1 0.8249578952852892 +DPYSL3 SGCB 0.8242567162009292 +ATM AKT1 0.8238375539597169 +PIK3CB RBPJ 0.8237207141160232 +BRAF FLNB 0.8236808061616984 +NFKB1 ATF6 0.8233454267059247 +MDM2 EGFR 0.8232430436402746 +NANOG JUN 0.8232244555510227 +IKBKB ANKRD49 0.8232062718183975 +FOXO3 PRDM14 0.8229396656106446 +ACOT6 ANKRD54 0.822789709956371 +IKBKG ERBB2 0.8227645119045549 +RELB MYC 0.822497965993836 +TRAF6 LRRC36 0.822496592990087 +TCF7L2 FAS 0.8224367513761315 +PIK3CA ACTB 0.8223711029241696 +PCNA GUF1 0.8221982414744615 +CHEK2 TCTN1 0.8218180057471776 +CCNB1 RMC1 0.8218158680781324 +KLF4 MVK 0.8217895606337778 +RFX8 TCTN1 0.8217489837701344 +UBQLN2 SUB1 0.8215409291164598 +KLF4 EN1 0.8213422419740587 +TRAF3 MGA 0.8212171373567227 +CEACAM19 UNC13D 0.8209648248880816 +RBPJ PAX5 0.820939384618339 +BCL2L11 JAK2 0.8202872377349849 +CD55 LARGE1 0.8198825482150423 +MCM2 ZBBX 0.8197815739450254 +TRAF2 ATF6 0.8197540789531633 +CTNNB1 DPPA4 0.8196867159040584 +LANCL2 MGAT4B 0.8195696082040733 +MCM5 MID2 0.8194531718267436 +TP53 SP1 0.8192098546324035 +CDK2 RPTOR 0.8189558653656361 +RBPJ SLC26A4 0.8185998420586602 +PTPN7 ZFP42 0.8185579355961288 +TMX3 ZNF687 0.8182396922903522 +JAK2 GDPD5 0.8181927076008664 +CD200R1L PTK7 0.8181710808911902 +CCNB1 NOTCH1 0.8180336426030766 +REL TMX3 0.8180214078705663 +PCNA TRAF3 0.8177930140127632 +ATR ZNF774 0.8174971446225733 +SOX2 GUF1 0.817351525783489 +PIK3CA NFKBIA 0.8170392064237509 +CCNB2 IKBKB 0.8167886106846917 +MYC CD200R1L 0.8167537307386127 +FAS GUF1 0.816750681393331 +MKI67 ZBBX 0.8166714327534776 +CCNB2 BAD 0.8165082091064663 +JUN GATA2 0.8163032305374437 +SRF SMAD4 0.8162916168379505 +ATR HIF1A 0.8161998884968301 +HIF1A NOTCH1 0.8160460463716936 +FNDC7 CD55 0.8157044601400234 +MCM2 MST1R 0.8156682566886599 +DVL2 RGL1 0.8152623293412612 +CCNB2 JUN 0.8151731033211193 +GADD45A ACOT6 0.8149486210338952 +TRMT44 DNAJC30 0.814938960871637 +SNX25 ACY3 0.8147927258453483 +BAD APC 0.8145308071353998 +CTNNB1 RMC1 0.8143992619182401 +PIK3CA IKBKG 0.8135845126144453 +PRDM14 ZNF687 0.8134054862335073 +CDK1 EIF2AK3 0.8133929449562242 +MAPK1 CD55 0.8132576534077459 +PCNA PTK7 0.8131279577547846 +STAU1 MVK 0.8129464375922245 DVL2 VIM 0.8127270223490078 -CDK2 RPTOR 0.8127115810778661 -EN1 SASS6 0.8126972576857463 -AXIN1 CS 0.8124015606831007 -DVL2 RGL1 0.8118003663700843 -DPPA4 LANCL2 0.8117449094577383 -MTOR TCF7L2 0.8113697019612119 -BCL2 LIN28A 0.8112998562721584 -MYC MST1R 0.8110676100411085 -PIK3CA MDH2 0.8107107072489471 -BCL2L11 JAK2 0.8105407252379396 -BAX CDH1 0.8103982643718652 -SRF PAX5 0.8103869675780442 -MTOR RHOC 0.8100765690557034 -ZNF652 TAX1BP1 0.8099764271796643 -TMCO4 DNAJC30 0.8097668516764454 -CCNB2 TYK2 0.8097490224989734 -MDM2 HES1 0.8097358322910829 -REL DPPA4 0.8097212892516011 -MCM2 RFX8 0.8097203427755175 -NFKB1 ZYG11A 0.8096813741837278 -RELA RHOC 0.8094433144340358 +EN1 SASS6 0.812697257685746 +AXIN1 CS 0.8124015606831043 +DPPA4 LANCL2 0.8117449094577377 +MTOR TCF7L2 0.8113697019612106 +BCL2 LIN28A 0.8112998562721587 +MYC MST1R 0.8110676100411066 +PIK3CA MDH2 0.8107107072489488 +BAX CDH1 0.8103982643718584 +SRF PAX5 0.8103869675780436 +MTOR RHOC 0.8100765690557066 +ZNF652 TAX1BP1 0.8099764271796636 +RPTOR DPYSL3 0.809791972831427 +TMCO4 DNAJC30 0.8097668516764449 +CCNB2 TYK2 0.8097490224989737 +MDM2 HES1 0.8097358322910881 +REL DPPA4 0.8097212892516015 +MCM2 RFX8 0.8097203427755171 +NFKB1 ZYG11A 0.8096813741837279 +RELA RHOC 0.8094433144340324 MCM5 MGAT4B 0.8093861091716285 -BCL2 TYK2 0.80907306654962 -CDH2 CALM3 0.8090296624477846 -CASP3 SPATS1 0.8090290434700098 -AKT1 TRMT44 0.8086599694107615 -SLC25A38 UBAP2L 0.8083773640546329 -JAK2 GDPD5 0.8081420838668933 -IRF1 SP1 0.8080689699101057 -CCNA2 RELB 0.8077403463981833 -MAPK1 MDH2 0.807387674456757 -MKI67 MID2 0.8073379058160151 -IRF1 TRMT44 0.8072447152664287 -BAD APC 0.8070770274806837 -DLL1 PRTFDC1 0.8069574594759982 -SDSL HOMER1 0.8068152368521945 -ZBTB24 SUB1 0.8066527588679552 -FOXO3 ZFP42 0.8065905624553243 -IKBKG GEMIN5 0.8065684282619682 -NOTCH1 CS 0.8065453591824714 -FNIP1 MVK 0.8065138435692643 +TRAF6 RMC1 0.8092191438005067 +BCL2 TYK2 0.8090730665496187 +CDH2 CALM3 0.8090296624477843 +CASP3 SPATS1 0.8090290434700096 +AKT1 TRMT44 0.8086599694107613 +SLC25A38 UBAP2L 0.808377364054635 +IRF1 SP1 0.8080689699101062 +CCNA2 RELB 0.8077403463981813 +MAPK1 MDH2 0.8073876744567571 +MKI67 MID2 0.8073379058160163 +IRF1 TRMT44 0.8072447152664282 +DLL1 PRTFDC1 0.8069574594759966 +SDSL HOMER1 0.8068152368521933 +ZBTB24 SUB1 0.8066527588679551 +FOXO3 ZFP42 0.8065905624553255 +IKBKG GEMIN5 0.8065684282619671 +NOTCH1 CS 0.8065453591824726 +FNIP1 MVK 0.8065138435692623 BRAF TRAF2 0.8064230946097358 -NOTCH1 CHMP4B 0.8063790097832978 -NFKBIA STAU1 0.8063157882008504 -CASP3 MAP3K14 0.8061003090758749 +NOTCH1 CHMP4B 0.8063790097833009 +NFKBIA STAU1 0.8063157882008513 +CASP3 MAP3K14 0.8061003090758756 RELB CEACAM19 0.8060378177248851 -SOCS3 TRAF3 0.8059516539224544 -CCNB1 FLNB 0.8058629558960823 -DPPA4 ZNF652 0.8053980305460566 -SOCS3 ACOT6 0.805348718486606 +SOCS3 TRAF3 0.8059516539224559 +CCNB1 FLNB 0.8058629558960833 +DPPA4 ZNF652 0.8053980305460557 +SOCS3 ACOT6 0.8053487184866072 MKI67 MAPK1 0.8052337598015448 -TGFBRAP1 CBX6 0.8052182332629032 -BRAF GATA2 0.8047563224335618 -CCNB1 MCM2 0.8047541039569522 -GADD45A ZFP42 0.804596549172425 -GADD45A JAG1 0.8044545574297128 -CDK2 B4GALNT3 0.8043380702327599 -REL LARGE1 0.8041673580121116 -HEBP2 ZBTB24 0.8041161442888782 -JUN CEACAM19 0.8037547941053672 -SMAD4 CAB39L 0.8030538137473051 -CREB1 DLL1 0.8030191085315828 -RPTOR DPYSL3 0.8028738352512971 +TGFBRAP1 CBX6 0.8052182332629018 +BRAF GATA2 0.8047563224335628 +CCNB1 MCM2 0.8047541039569502 +GADD45A ZFP42 0.8045965491724276 +GADD45A JAG1 0.8044545574297107 +CDK2 B4GALNT3 0.8043380702327588 +REL LARGE1 0.8041673580121097 +HEBP2 ZBTB24 0.8041161442888743 +JUN CEACAM19 0.8037547941053679 +CTNNB1 IRF9 0.8037137585129147 +SMAD4 CAB39L 0.8030538137473066 +CREB1 DLL1 0.8030191085315814 MAP3K14 JAG1 0.8028359839010394 -MARCKSL1 ZNF687 0.8027677063864351 -DPYSL3 CBX6 0.8027214245163883 -CCNB1 RAF1 0.802650245602022 -TRAF6 ZNF652 0.8024671691034642 -ZNF774 PPP1R13B 0.8023060997019055 -TRAF6 RMC1 0.8021869448405453 -GATA2 PNMA8C 0.8018394502199012 -BATF3 ZNF774 0.8018376480733779 -HIF1A KCNJ8 0.8017632108558732 -GADD45A CHUK 0.8010726921781223 -ZBTB24 CAB39L 0.8007737231358594 -ATP6V0D1 CHCHD4 0.8007618502063716 -GSK3B EN1 0.8005733686298259 -CHEK1 BRAF 0.800396677062167 -PIK3CA FAS 0.8002875081755635 -CCNA2 CDKN1A 0.8000886470669499 -STAT3 ZBTB24 0.8000116341280332 -BCL2 POU5F1 0.8000015225041388 -MAPK3 NFKBIA 0.7999618226958312 -AKT1 TRAF6 0.799750500402168 -TRAF3 GEMIN5 0.7994385245289245 -NFKB1 MST1R 0.7989819171467267 -BRAF STAT3 0.7988776919587105 -CCNA2 NME1 0.7987383879056301 -JUN FNIP1 0.7981552434409767 -CTNNB1 IRF9 0.7981528689874808 +MARCKSL1 ZNF687 0.8027677063864365 +DPYSL3 CBX6 0.8027214245163894 +CCNB1 RAF1 0.8026502456020216 +TRAF6 ZNF652 0.8024671691034638 +ZNF774 PPP1R13B 0.8023060997019033 +GATA2 PNMA8C 0.8018394502199013 +BATF3 ZNF774 0.8018376480733752 +HIF1A KCNJ8 0.8017632108558705 +GADD45A CHUK 0.8010726921781194 +ZBTB24 CAB39L 0.8007737231358599 +ATP6V0D1 CHCHD4 0.8007618502063677 +GSK3B EN1 0.8005733686298255 +CHEK1 BRAF 0.8003966770621628 +PIK3CA FAS 0.8002875081755623 +CCNA2 CDKN1A 0.8000886470669454 +STAT3 ZBTB24 0.800011634128034 +BCL2 POU5F1 0.8000015225041389 +MAPK3 NFKBIA 0.7999618226958343 +AKT1 TRAF6 0.7997505004021673 +TRAF3 GEMIN5 0.7994385245289232 +NFKB1 MST1R 0.7989819171467261 +BRAF STAT3 0.7988776919587083 +CCNA2 NME1 0.7987383879056289 +KRAS PPP1R13B 0.7982540287040264 +JUN FNIP1 0.7981552434409793 MAP3K14 CHUK 0.7981226332929401 -NANOG GATA2 0.7980509998016792 -ATM NFKB1 0.7979166019993137 -SAA4 GEMIN5 0.7978076645042741 -ERBB2 RGL1 0.7977021224866566 -TRMT44 B3GAT2 0.7976386630211866 -MAPK1 MTOR 0.7975322195229297 +MAP3K7 MMADHC 0.7980583808772055 +NANOG GATA2 0.7980509998016793 +ATM NFKB1 0.7979166019993155 +SAA4 GEMIN5 0.7978076645042739 +ERBB2 RGL1 0.7977021224866555 +TRMT44 B3GAT2 0.7976386630211859 +MAPK1 MTOR 0.79753221952293 MCM5 HEBP2 0.7972435963823851 BAD CBX6 0.7972229522293133 -SHARPIN SDSL 0.7971643650241714 -BCL2L11 ATP6V0D1 0.7970877994641247 -CHEK1 TCF7L2 0.797000234604433 -CDH2 ANKRD49 0.7967426966600952 -ADAM17 BATF3 0.7966692132413404 -SP1 ZBTB24 0.7964183488689319 -POU5F1 HSP90AB1 0.7962864916153823 +SHARPIN SDSL 0.7971643650241687 +BCL2L11 ATP6V0D1 0.7970877994641231 +CHEK1 TCF7L2 0.7970002346044333 +CDH2 ANKRD49 0.796742696660095 +ADAM17 BATF3 0.7966692132413388 +SP1 ZBTB24 0.7964183488689333 DVL2 GATA2 0.7962427060108949 -CCNB2 CBX6 0.7961630153135629 -MKI67 CDH1 0.7960733739270094 -TP53 AKT2 0.7957366693357366 -ZFP42 PPP1R13B 0.7951847707226671 -JMJD6 TMCO4 0.7943724149200047 -BCL2L11 JAG1 0.794207526692332 -SOX2 CBX6 0.7929951760590295 -FOXO3 PIK3CA 0.7928567714167257 -MCM2 ZNF652 0.7927405739148267 -MAP3K7 MMADHC 0.7926282185942957 -GSK3B MVK 0.7925800988278767 -EIF2AK3 NME8 0.7925224242558512 -CHEK1 FOS 0.7922449669501784 -EGR1 ARHGEF28 0.7921405885547436 -MAP3K2 SPAG6 0.7920507749244908 -SNX25 FNDC7 0.7919733915391451 -JUN DNAJC30 0.7918283834119483 -FOXO3 CDH1 0.7917369576084126 -MAP3K7 LANCL2 0.7917362297069483 -FOS TCEA3 0.791394465943393 -CCNA2 SLC26A4 0.7913636311135639 -SMAD4 B4GALNT3 0.7913054582729482 -SP1 SAA4 0.7907861798424645 -IKBKG ZNF774 0.7904076940855151 -EGR1 SLC25A38 0.7902542928614205 -EN1 GEMIN5 0.7899362900325617 -KRAS PPP1R13B 0.7898206737162666 -MKI67 NFKBIA 0.7895017997905731 -STAT1 ACY3 0.7894943285157343 -CAB39L HOMER1 0.7893919020236952 -CASP9 PIK3CB 0.7891435966377175 -CDK1 KLF11 0.7891127831076467 -BAD SHB 0.7887082624722906 -MCM5 MDH2 0.7885407136755321 -CASP9 AKT2 0.7885220466675718 -IRF1 BATF3 0.7878549710161921 -CDC20 KRAS 0.7874280217264783 -PTPN7 TCF7L2 0.7874082222265919 -CCNB2 MGAT4B 0.7873095202725396 -NOTCH1 CXCL17 0.7870624404601706 -NFKBIA PPP1R13B 0.7869657140436851 -ADAM17 HEBP2 0.7869189408549564 -GADD45A ATP6V0D1 0.7865505595060585 -CDK1 KIF9 0.7863948566831688 -KRAS PIK3CB 0.7860523794277419 -TACR3 ZBTB24 0.7860519279618808 -BRAF ADAM17 0.7860344994743415 -PRTFDC1 MID2 0.7858251936240176 +CCNB2 CBX6 0.7961630153135631 +MKI67 CDH1 0.7960733739270086 +MAP3K7 LANCL2 0.7959177977633696 +TP53 AKT2 0.795736669335738 +CDC20 KRAS 0.7952103912130076 +ZFP42 PPP1R13B 0.7951847707226666 +KRAS PIK3CB 0.7950292587598039 +JMJD6 TMCO4 0.7943724149200032 +BCL2L11 JAG1 0.794207526692334 +SOX2 CBX6 0.7929951760590288 +FOXO3 PIK3CA 0.792856771416728 +MCM2 ZNF652 0.7927405739148239 +GSK3B MVK 0.7925800988278774 +EIF2AK3 NME8 0.7925224242558522 +CHEK1 FOS 0.7922449669501808 +EGR1 ARHGEF28 0.7921405885547447 +MAP3K2 SPAG6 0.79205077492449 +SNX25 FNDC7 0.7919733915391466 +JUN DNAJC30 0.7918283834119502 +FOXO3 CDH1 0.7917369576084169 +FOS TCEA3 0.7913944659433936 +CCNA2 SLC26A4 0.7913636311135649 +SMAD4 B4GALNT3 0.7913054582729464 +SP1 SAA4 0.7907861798424644 +IKBKG ZNF774 0.7904076940855126 +EGR1 SLC25A38 0.7902542928614207 +EN1 GEMIN5 0.7899362900325614 +MKI67 NFKBIA 0.7895017997905748 +STAT1 ACY3 0.7894943285157335 +CAB39L HOMER1 0.7893919020236975 +CASP9 PIK3CB 0.7891435966377196 +CDK1 KLF11 0.7891127831076478 +ATF6 RMC1 0.7889200755401774 +BAD SHB 0.7887082624722899 +MCM5 MDH2 0.7885407136755328 +CASP9 AKT2 0.7885220466675716 +CTNNB1 RBPJ 0.7884125805773318 +IRF1 BATF3 0.7878549710161924 +PTPN7 TCF7L2 0.7874082222265918 +CCNB2 MGAT4B 0.7873095202725373 +NOTCH1 CXCL17 0.7870624404601703 +NFKBIA PPP1R13B 0.7869657140436818 +ADAM17 HEBP2 0.7869189408549553 +GADD45A ATP6V0D1 0.7865505595060576 +DVL2 PRDM14 0.7864964283697687 +CDK1 KIF9 0.7863948566831706 +TACR3 ZBTB24 0.7860519279618825 +BRAF ADAM17 0.7860344994743402 +MAP3K2 JAK2 0.7858825529354428 +PRTFDC1 MID2 0.7858251936240178 GATA2 FLNB 0.7856268651979327 -MAPK1 AKT2 0.7856252452766974 -UBAP2L CAB39L 0.7851511852571844 -ZBBX TMCO4 0.7848608357479322 -TRAF3 FOS 0.7848420800356791 -CLCN3 PAX5 0.7838435926144994 -DPYSL3 MVK 0.7837949537949731 -BRAF LIN28A 0.7837542873053603 -ZBTB24 CBX6 0.7837220164212891 -CHEK1 UBAP2L 0.7834121388829006 -HES1 TBC1D10A 0.783407491836607 -MAPK1 GATA2 0.783051966311513 -CDK2 DPPA4 0.7830183558866558 -MDM2 LARGE1 0.7826500232869985 -SRF ERBB2 0.7826259973127402 -TAX1BP1 ANKRD49 0.7826111353499978 -TYK2 EGR1 0.782608722330693 -ATF6 RMC1 0.782413219668916 -STAT3 SLC25A38 0.7819717611555319 -CTNNB1 RBPJ 0.7819202250694934 -FNIP1 SLC26A4 0.7818943610676031 +MAPK1 AKT2 0.7856252452766977 +RELA JAK2 0.7851776331424508 +UBAP2L CAB39L 0.785151185257185 +ZBBX TMCO4 0.7848608357479312 +TRAF3 FOS 0.7848420800356758 +CASP3 KRAS 0.7842978703717566 +CLCN3 PAX5 0.7838435926144989 +DPYSL3 MVK 0.7837949537949742 +BRAF LIN28A 0.7837542873053596 +ZBTB24 CBX6 0.783722016421287 +CHEK1 UBAP2L 0.7834121388829027 +HES1 TBC1D10A 0.783407491836603 +MAPK1 GATA2 0.783051966311514 +CDK2 DPPA4 0.783018355886656 +MDM2 LARGE1 0.7826500232869992 +SRF ERBB2 0.7826259973127437 +TAX1BP1 ANKRD49 0.7826111353499995 +TYK2 EGR1 0.7826087223306929 +ATM KRAS 0.7825578152104954 +MAP3K7 CHUK 0.7822061369602751 +STAT3 SLC25A38 0.7819717611555291 +CTNNB1 TRMT44 0.7819415127198522 +FNIP1 SLC26A4 0.7818943610676041 GATA2 SLC25A38 0.781846304457159 -TBC1D10A CBX6 0.7817019262968249 -CASP3 BATF3 0.7816051301570205 -CDC20 PTEN 0.7815972587948322 -ATR MAP3K2 0.7815082801655459 -MAP3K2 PNMA8C 0.7814816543352131 -AKT2 AXIN1 0.7813023773921641 -TRAF2 JMJD6 0.7811985891954782 -ATF4 CHCHD4 0.7810285301601158 -DVL2 PRDM14 0.7809934048139937 -JAG1 GDPD5 0.7808612137424031 -CS TMCO4 0.7806939731902524 -TP53 CASP3 0.7806524977519778 -CDK2 TP53 0.7803536377532806 -ERBB2 HEBP2 0.7803468231727991 -SP1 NR1I2 0.7800472371712283 -SAA4 SUB1 0.7794534579132261 -MKI67 ACY3 0.779235502457509 -POU5F1 MID2 0.779033625527398 -STAT1 MMADHC 0.7789502407741157 -TCTN1 LARGE1 0.7783338087391746 -HSP90AB1 RYR1 0.7781480729260563 -RYR1 CHCHD4 0.7775276234265021 -HIF1A NME8 0.7774733125179794 -MAP3K2 TCTN1 0.7774244635234623 -SHARPIN ZNF687 0.7772868021959767 -SRF CDH2 0.7772005356564297 -BAX MAPK3 0.77698919713333 -CREB1 SUB1 0.776970328613899 -EIF2AK3 ANKRD54 0.7763193333315396 -RMC1 ARHGEF28 0.7760303334469028 -ATP6V0D1 TCTN1 0.7760188729616079 -MAP3K2 JAK2 0.7759803809171929 -DUSP6 IKBKG 0.7758156486018308 -MAP3K7 CHUK 0.77567739472225 -TP53 BRAF 0.775548037218262 -CTNNB1 TRMT44 0.7754091141674887 -CASP3 KRAS 0.7750158968985699 -PTEN CHMP4B 0.7750158578498875 -ATM KRAS 0.7749788027547899 -RELA JAK2 0.7747066350475647 -ERBB2 SMAD4 0.7744141416056375 -CDH2 TCTN1 0.7742128186508582 -NME1 ZNF774 0.7741235378206678 -CDK1 FOXO3 0.7739454007205719 -TP53 STAT1 0.7735729926899252 -RFX8 FLNB 0.7735082812274592 -BATF3 CALM3 0.7732467793101894 -GSK3B ANKRD49 0.7732172494160002 -PTEN TCEA3 0.7732067041508873 -LANCL2 SDSL 0.7731675014169361 -TRAF6 FLNB 0.7729668774112456 -DPYSL3 KCNJ8 0.7726263731682889 -PIK3CA KCNJ8 0.7725979348940532 -PRDM14 ERBB2 0.7725287070852545 -CHEK1 HOMER1 0.7722284817831371 -SASS6 SUB1 0.7722123395422172 -KRAS FLNB 0.7719703475287584 -CCNA2 LIN28A 0.7719618057072981 -TYK2 CXCL17 0.771642462293934 -SOX2 TGFBRAP1 0.7716256854551015 -TRAF3 LANCL2 0.7714432778830831 -MCM2 ITGB5 0.7714203765871739 -CDC20 POU5F1 0.7712850485954653 -TP53 TRAF3 0.7712672343531841 -DVL2 NME8 0.7711976326398642 -SRF TACR3 0.7707487751467469 -TCF7L2 JAK2 0.7707475118412229 -CDK1 PRDM14 0.7704874726152977 -BAX IRF1 0.7702244858421677 -STAT3 PRTFDC1 0.7699890861941269 -JAG1 PAX5 0.7696068737626743 -ATM PTK7 0.7695659321252385 -POU5F1 ATF6 0.7689740331071333 -SMAD4 ZBTB24 0.768698713860379 -DPYSL3 CS 0.7686829186038048 -SRF ZNF652 0.7686672397499317 -RAF1 TYK2 0.7686336263718524 -CDH1 IDH3B 0.7685471439758939 -TRAF3 SMAD4 0.768540562285992 -ZBBX CLCN3 0.76829731207495 -SLC25A38 ITGB5 0.7682668879564548 -CASP3 GSK3B 0.7680392811090243 +TBC1D10A CBX6 0.7817019262968271 +CASP3 BATF3 0.7816051301570217 +CDC20 PTEN 0.7815972587948307 +ATR MAP3K2 0.7815082801655465 +MAP3K2 PNMA8C 0.7814816543352138 +POU5F1 MID2 0.7814463586191477 +AKT2 AXIN1 0.7813023773921626 +TCF7L2 JAK2 0.781209213425314 +TRAF2 JMJD6 0.7811985891954758 +ATF4 CHCHD4 0.7810285301601159 +JAG1 GDPD5 0.7808612137424044 +CS TMCO4 0.7806939731902535 +TP53 CASP3 0.7806524977519809 +CDK2 TP53 0.7803536377532816 +ERBB2 HEBP2 0.7803468231727986 +SP1 NR1I2 0.780047237171227 +SAA4 SUB1 0.779453457913226 +MKI67 ACY3 0.7792355024575089 +KRAS FLNB 0.7790363424877697 +STAT1 MMADHC 0.7789502407741183 +TCTN1 LARGE1 0.7783338087391729 +HSP90AB1 RYR1 0.7781480729260541 +RYR1 CHCHD4 0.7775276234265008 +HIF1A NME8 0.7774733125179802 +MAP3K2 TCTN1 0.7774244635234634 +SHARPIN ZNF687 0.7772868021959725 +SRF CDH2 0.7772005356564251 +BAX MAPK3 0.776989197133332 +CREB1 SUB1 0.7769703286138993 +CDC20 POU5F1 0.776849420288988 +EIF2AK3 ANKRD54 0.7763193333315374 +RMC1 ARHGEF28 0.776030333446904 +ATP6V0D1 TCTN1 0.7760188729616087 +DUSP6 IKBKG 0.7758156486018296 +TP53 BRAF 0.7755480372182627 +PTEN CHMP4B 0.7750158578498864 +ERBB2 SMAD4 0.7744141416056385 +CDH2 TCTN1 0.7742128186508591 +NME1 ZNF774 0.7741235378206652 +CDK1 FOXO3 0.773945400720573 +TP53 STAT1 0.7735729926899246 +RFX8 FLNB 0.773508281227459 +BATF3 CALM3 0.7732467793101895 +GSK3B ANKRD49 0.7732172494160026 +PTEN TCEA3 0.7732067041508879 +LANCL2 SDSL 0.7731675014169352 +TRAF6 FLNB 0.7729668774112476 +DPYSL3 KCNJ8 0.7726263731682894 +PIK3CA KCNJ8 0.7725979348940518 +PRDM14 ERBB2 0.77252870708525 +CHEK1 HOMER1 0.772228481783136 +SASS6 SUB1 0.7722123395422215 +CCNA2 LIN28A 0.7719618057072984 +APC STAT1 0.7718483892422083 +MCM5 POU5F1 0.7718428358319276 +POU5F1 ATF6 0.771698805524606 +TYK2 CXCL17 0.7716424622939336 +SOX2 TGFBRAP1 0.7716256854550991 +TRAF3 LANCL2 0.7714432778830854 +MCM2 ITGB5 0.7714203765871751 +TP53 TRAF3 0.7712672343531862 +DVL2 NME8 0.7711976326398651 +SRF TACR3 0.7707487751467452 +NME1 RMC1 0.7705443499271954 +CDK1 PRDM14 0.7704874726152987 +CDK1 KRAS 0.7704727605144343 +BAX IRF1 0.7702244858421672 +STAT3 PRTFDC1 0.7699890861941217 +JAG1 PAX5 0.7696068737626738 +ATM PTK7 0.7695659321252424 +SMAD4 ZBTB24 0.7686987138603778 +DPYSL3 CS 0.7686829186038059 +SRF ZNF652 0.7686672397499302 +RAF1 TYK2 0.7686336263718522 +CDH1 IDH3B 0.7685471439758924 +TRAF3 SMAD4 0.7685405622859924 +ZBBX CLCN3 0.7682973120749492 +SLC25A38 ITGB5 0.7682668879564569 +CASP3 GSK3B 0.7680392811090327 MCM5 IDH3B 0.76781279564985 -RELA TAX1BP1 0.7676360150204666 -STAT1 GDPD5 0.7675873087815476 -TP53 CHEK2 0.7673769443159065 -MKI67 STAT3 0.7670676861660505 -MCM5 POU5F1 0.7664769639240713 -VIM ANKRD49 0.7663177738351888 -KRAS JAK2 0.7662503293943144 -NOTCH1 ANKRD54 0.7659570996055507 -APC MSLN 0.76578619866764 +RELA TAX1BP1 0.7676360150204667 +STAT1 GDPD5 0.7675873087815492 +TP53 CHEK2 0.7673769443159099 +MKI67 STAT3 0.7670676861660484 +VIM ANKRD49 0.7663177738351904 +NOTCH1 ANKRD54 0.7659570996055517 +APC MSLN 0.7657861986676394 CHUK MVK 0.7655666473491447 -TRAF6 PAX5 0.7655634669562411 -MCM5 MDM2 0.7650382704693705 -AKT1 ZYG11A 0.7649488512337133 -CCNA2 CHEK2 0.7647285424401937 -JMJD6 MMADHC 0.7640720490916878 -STAT1 LANCL2 0.7639658130760139 -MAPK3 ITGB5 0.7638822227914576 -MTOR EN1 0.7637216883432977 -APC STAT1 0.7634468951582942 -MYC FNDC7 0.7634086495594893 -NME1 RMC1 0.7632476565236955 -CDK1 KRAS 0.7631883451983993 -TACR3 FNIP1 0.7631098703815503 -BCL2 PTEN 0.762745009432457 -NOTCH1 CD55 0.7627084027653973 -TYK2 GEMIN5 0.7625833408793682 -MKI67 CREB1 0.7625508167520427 -NFKB1 TGFBRAP1 0.762348396604959 -STAT1 NANOG 0.7621368684097132 -PIK3CA JUN 0.7620073473630911 -EGR1 KLF11 0.7615846031751667 -PRDM14 ZNF652 0.7615133686639844 +TRAF6 PAX5 0.7655634669562407 +MCM5 MDM2 0.7650382704693743 +AKT1 ZYG11A 0.7649488512337134 +CCNA2 CHEK2 0.7647285424401911 +JMJD6 MMADHC 0.7640720490916848 +STAT1 LANCL2 0.7639658130760167 +MAPK3 ITGB5 0.7638822227914553 +MTOR EN1 0.7637216883432973 +JAK2 CD55 0.7634094155005458 +MYC FNDC7 0.7634086495594908 +CTNNB1 ZNF687 0.7633611300960023 +TACR3 FNIP1 0.7631098703815524 +RPTOR GSK3B 0.7630511553766014 +BCL2 PTEN 0.7627450094324602 +NOTCH1 CD55 0.7627084027653936 +TYK2 GEMIN5 0.7625833408793676 +MKI67 CREB1 0.7625508167520397 +NFKB1 TGFBRAP1 0.7623483966049635 +DVL2 ARHGEF4 0.7621875381820004 +STAT1 NANOG 0.7621368684097174 +PIK3CA JUN 0.7620073473630935 +EGR1 KLF11 0.7615846031751742 +PRDM14 ZNF652 0.7615133686639832 MKI67 TAX1BP1 0.7612838100387063 -TCEA3 GUF1 0.7612113935060442 -EGR1 TCEA3 0.761132084232335 -CCNA2 EN1 0.7609633432850854 -DVL2 ARHGEF4 0.7609297818770985 -HIF1A KIF9 0.7608812868693926 -MAPK1 EIF2AK3 0.7607435611284746 -CASP9 AXIN1 0.7606314425039336 -STAT3 SASS6 0.7606267429933313 -NOTCH1 B4GALNT3 0.7603319870984758 -CEACAM19 RACK1 0.7602923012324496 -MYC CBX6 0.7601643568904205 -CHEK1 STAU1 0.760067681031946 -IKBKG TACR3 0.7600341142690359 -PIK3CB TRAF6 0.7600284182698585 -CDK2 ARHGEF4 0.7600268467380916 -TP53 GATA2 0.7598542753170767 -KIF9 SHB 0.7597794204895627 -RELA MGAT4B 0.7595052466507547 -MCM5 DLL1 0.7593851663342138 -CHEK2 SOCS3 0.7593095877049023 -PCNA CHEK2 0.7592595959526149 -AKT2 TCEA3 0.7590545317030073 -MCM2 HES1 0.7590070242979678 -AKT2 FOS 0.7587948018612704 -EIF2AK3 RACK1 0.7587840673396484 -REL NANOG 0.7584831906403877 -CDKN1A MAP3K14 0.7581085041466967 -CASP8 TAX1BP1 0.7580960468568785 -EGR1 BATF3 0.7578958753620781 -TCF7L2 BATF3 0.757698326143271 -MAPK3 ZNF687 0.7572551411917141 -MAP3K2 IKBKB 0.757126141080167 -CTNNB1 ZNF687 0.7570079760471644 -AKT1 JMJD6 0.7568667160934953 -PCNA LRRC36 0.7568130091053014 -BCL2L11 SOCS3 0.7567214042745202 -SOCS3 ATF4 0.7565648033592904 -SOCS3 ITGB5 0.7560549818921751 -DLL1 JUN 0.7560227372070878 -DVL2 FOS 0.7558728719849198 -VIM MGAT4B 0.7557905393722879 -RELA MSLN 0.7557583076115187 -REL TCTN1 0.7557047576370921 -ATP6V0D1 FLNB 0.7555578980317281 +DVL2 FOS 0.761232669612326 +TCEA3 GUF1 0.7612113935060448 +EGR1 TCEA3 0.7611320842323357 +CCNA2 EN1 0.7609633432850851 +HIF1A KIF9 0.7608812868693953 +MAPK1 EIF2AK3 0.76074356112847 +CASP9 AXIN1 0.7606314425039317 +STAT3 SASS6 0.7606267429933312 +NOTCH1 B4GALNT3 0.760331987098474 +CEACAM19 RACK1 0.7602923012324477 +MYC CBX6 0.7601643568904168 +CHEK1 STAU1 0.7600676810319423 +IKBKG TACR3 0.7600341142690402 +PIK3CB TRAF6 0.7600284182698583 +CDK2 ARHGEF4 0.7600268467380927 +TP53 GATA2 0.7598542753170768 +KIF9 SHB 0.7597794204895607 +RELA MGAT4B 0.7595052466507543 +MCM5 DLL1 0.7593851663342124 +BRAF JAK2 0.7593703999475916 +CHEK2 SOCS3 0.7593095877049032 +PCNA CHEK2 0.7592595959526135 +RMC1 NR1I2 0.7591221146835716 +AKT2 TCEA3 0.759054531703008 +MCM2 HES1 0.7590070242979667 +AKT2 FOS 0.75879480186127 +EIF2AK3 RACK1 0.7587840673396454 +REL NANOG 0.7584831906403892 +CDKN1A MAP3K14 0.7581085041466968 +CASP8 TAX1BP1 0.7580960468568786 +EGR1 BATF3 0.757895875362077 +MAP3K7 TCTN1 0.7578762074507924 +TCF7L2 BATF3 0.7576983261432721 +CTNNB1 PTK7 0.7576465358682636 +MAPK3 ZNF687 0.757255141191714 +MAP3K2 IKBKB 0.757126141080168 +AKT1 JMJD6 0.7568667160934949 +PCNA LRRC36 0.7568130091053 +BCL2L11 SOCS3 0.7567214042745197 +SOCS3 ATF4 0.7565648033592896 +GSK3B RMC1 0.756515554459535 +SOCS3 ITGB5 0.7560549818921767 +DLL1 JUN 0.7560227372070862 +VIM MGAT4B 0.7557905393722907 +RELA MSLN 0.7557583076115182 +REL TCTN1 0.7557047576370935 +ATP6V0D1 FLNB 0.7555578980317298 CCNB2 EGR1 0.7555418589003168 IKBKB GATA2 0.7553744836030052 -RPTOR GSK3B 0.7553671169458176 -GATA2 MDH2 0.7550048780093432 -PIK3CA SMAD4 0.7549724814116623 -SRF EGFR 0.7549283834550065 -STAT1 DPPA4 0.7548350927587829 -SOCS3 HOMER1 0.7547628423809609 -DUSP6 MDH2 0.7546193869878385 -ATP6V0D1 UBAP2L 0.7545462999252711 -MGAT4B ZNF652 0.7541669838175167 -CHEK1 ITGB5 0.7540696645675272 -STAT3 ZNF652 0.7538505131461612 -MAP3K14 SHARPIN 0.7537750507339848 -TYK2 ATF4 0.7536092365703921 -SRF SASS6 0.7534899639268738 -CHEK2 NFKB1 0.753461116368781 -JAK2 CD55 0.7532606108629546 -MAP3K7 TCTN1 0.7531498018081609 -CHEK2 LRRC36 0.7527818381852287 -CREB1 CAB39L 0.7521675718995348 -RELA SNX25 0.7517057284636806 -STAT3 SUB1 0.7514498639582573 -ZFP42 ZNF774 0.751395134076348 -RMC1 NR1I2 0.751343899414475 -MYC GDPD5 0.7512912103199603 -CTNNB1 PTK7 0.7511717602503688 -SRF MMADHC 0.7508656519152639 -MKI67 MARCKSL1 0.7508491103287137 -NOTCH1 FOS 0.7508401024655602 -CCNA2 MYC 0.7506633864627155 -MAP3K2 REL 0.7506257816429656 -TYK2 CS 0.750161418003939 -ATM GUF1 0.7500652683230373 -MCM5 CXCL17 0.7500640610370917 -MAP3K2 CEACAM19 0.7496490250738836 -MKI67 SNX25 0.7496430088234122 -AXIN1 ANKRD54 0.7495852831621461 -MCM2 FOS 0.749365779863483 -CDC20 RELB 0.749240291063724 -AKT2 DPYSL3 0.7489682617416608 -BRAF JAK2 0.7486600293897346 -MGAT4B PTK7 0.7486589491093821 -GSK3B RMC1 0.7485696426698337 -MCM2 STAT3 0.7479389885250834 -MCM5 MAPK1 0.7469089033490331 -ZBBX SASS6 0.7465828615459669 -CDC20 HSP90AB1 0.7464706140369326 -NANOG ZNF652 0.7462780808053211 -TCF7L2 MGAT4B 0.7459507203311759 -TRAF3 ACOT6 0.745002359363026 -MAP3K7 TCF7L2 0.7449326762916257 -SNX25 ZNF687 0.7447857538848678 -AXIN1 MST1R 0.7445359023815651 +GATA2 MDH2 0.7550048780093419 +PIK3CA SMAD4 0.75497248141166 +SRF EGFR 0.7549283834550058 +STAT1 DPPA4 0.7548350927587861 +SOCS3 HOMER1 0.7547628423809611 +DUSP6 MDH2 0.754619386987838 +ATP6V0D1 UBAP2L 0.7545462999252748 +MGAT4B ZNF652 0.7541669838175157 +CHEK1 ITGB5 0.7540696645675298 +STAT3 ZNF652 0.7538505131461591 +MAP3K14 SHARPIN 0.7537750507339849 +TYK2 ATF4 0.7536092365703908 +SRF SASS6 0.7534899639268763 +CHEK2 NFKB1 0.7534611163687824 +CHEK2 LRRC36 0.7527818381852274 +CREB1 CAB39L 0.7521675718995353 +RELA SNX25 0.7517057284636811 +STAT3 SUB1 0.7514498639582529 +ZFP42 ZNF774 0.7513951340763447 +MYC GDPD5 0.7512912103199605 +SRF MMADHC 0.750865651915269 +MKI67 MARCKSL1 0.7508491103287148 +NOTCH1 FOS 0.75084010246556 +CCNA2 MYC 0.7506633864627132 +MAP3K2 REL 0.7506257816429671 +MAP3K7 TCF7L2 0.7504226699181101 +TYK2 CS 0.7501614180039401 +ATM GUF1 0.7500652683230419 +MCM5 CXCL17 0.7500640610370912 +MAP3K2 CEACAM19 0.7496490250738832 +MKI67 SNX25 0.7496430088234142 +AXIN1 ANKRD54 0.7495852831621483 +MCM2 FOS 0.7493657798634823 +CDC20 RELB 0.7492402910637236 +AKT2 DPYSL3 0.7489682617416576 +MGAT4B PTK7 0.7486589491093818 +MCM2 STAT3 0.7479389885250844 +MCM5 MAPK1 0.7469089033490351 +ZBBX SASS6 0.7465828615459664 +CDC20 HSP90AB1 0.7464706140369307 +CTNNB1 NME1 0.746430705096733 +NANOG ZNF652 0.746278080805321 +TCF7L2 MGAT4B 0.7459507203311788 +TRAF3 ACOT6 0.7450023593630271 +SNX25 ZNF687 0.7447857538848697 +AXIN1 MST1R 0.7445359023815625 CD200R1L RHOC 0.7435411208602989 -CREB1 CBX6 0.7435176018734423 -ITGB5 MVK 0.7434376314539859 -CASP3 PRDM14 0.7431279883036606 -DUSP6 ATP6V0D1 0.7430962530885709 -BCL2L11 ERBB2 0.7430873784537594 -MCM5 BCL2L11 0.7426184174769274 -CDH2 EN1 0.7423161869663629 -NME1 ANKRD54 0.7420989929820686 -CDK1 MAP3K2 0.7419468085618552 -MKI67 DNAJC30 0.7418127038154338 -CTNNB1 NME1 0.7417845248337165 -CASP3 CHMP4B 0.7413148627457392 -BRAF LRRC36 0.7412225100794566 -PCNA DNAJC30 0.7411037250960492 -GSK3B NME1 0.7407972803355828 -GATA2 PTK7 0.7407165247913363 -GSK3B BATF3 0.7400901060856756 -PRDM14 CDH2 0.739994230112351 -IKBKB B4GALNT3 0.7398104275602502 -AKT1 NFKBIA 0.7397150529404243 -PIK3CA TRAF6 0.7394925038232645 -CHUK ATF6 0.739387082871195 -MKI67 CHCHD4 0.7392978866013695 -CDK1 REL 0.7392546242718101 -TRAF2 LIN28A 0.739027035581336 -RYR1 HOMER1 0.7389416624815786 -CDK2 MAPK3 0.7388656739195772 -ITGB5 CBX6 0.7387763720473698 -CHEK1 DLL1 0.7384194816000387 -DUSP6 CREB1 0.7383466471193398 -NR1I2 ARHGEF4 0.7377341291699167 -NOTCH1 ARHGEF28 0.7377057546151561 -TRAF2 CD55 0.7375812610836084 -AXIN1 HSP90AB1 0.7373676400508208 -AKT1 DNAJC30 0.7372721584081109 -MARCKSL1 ZBBX 0.7370893663280806 -SMAD4 HOMER1 0.7370262838474338 -FOXO3 ZNF774 0.7369722038392211 -CCNA2 SPATS1 0.7367970184370919 -TP53 PIK3CA 0.7367371028369014 -MAPK1 FNDC7 0.73662490782731 -NFKBIA STAT1 0.7366136893998761 -MDM2 SDSL 0.7365728501870101 -DUSP6 HSP90AB1 0.736460766274131 -BRAF MTOR 0.7362545792040862 -DUSP6 MYC 0.7361228235811733 -CCNA2 ZYG11A 0.7360540248706728 -RELA ZNF774 0.7359382470593462 -CREB1 ANKRD49 0.7358515501893617 -JAG1 SGCB 0.7357998563693899 -DLL1 LANCL2 0.7356421218269613 -ITGB5 GEMIN5 0.7354978138193207 -SOCS3 CHUK 0.7354378023855991 -CCNB1 CHMP4B 0.735366183845034 -MAPK1 TACR3 0.7350319437915479 -CALM3 MGA 0.7350245888140556 -CTNNB1 ZBBX 0.734942134442692 -ATM ZNF687 0.7348369007254907 -MAPK1 DLL1 0.7346094459420629 -BCL2L11 FNDC7 0.734487859699691 -NME1 KCNJ8 0.7343308301101265 -ZBBX ANKRD54 0.7341860416408688 -FNIP1 GEMIN5 0.7341688227911497 -IDH3B HOMER1 0.7334202343728365 -DVL2 MYC 0.7330430665593862 -STAT3 CDH1 0.7328406015722435 -PCNA ITGB5 0.7327167971061894 -MAPK1 DPYSL3 0.7321840059303574 -PIK3CA IDH3B 0.7321070275716917 -SRF MGA 0.7319948606850053 -MAP3K14 ANKRD54 0.7317674884758704 -DPPA4 ARHGEF28 0.7315795674785167 -EIF2AK3 GATA2 0.7311040257839826 -FAS MMADHC 0.7310809204590071 -JUN RMC1 0.730819795384865 -ERBB2 STAU1 0.7306618719507478 -CCNA2 TCEA3 0.7302630874799901 -ERBB2 IDH3B 0.7301876465978213 -RBPJ UBAP2L 0.7300324298751164 -GADD45A SAA4 0.730000055096103 -CALM3 ZYG11A 0.7299291154582541 -TRAF3 RMC1 0.7298728389186804 -UBQLN2 ZNF652 0.7293236545744327 +CREB1 CBX6 0.7435176018734424 +ITGB5 MVK 0.7434376314539887 +CASP3 PRDM14 0.7431279883036651 +DUSP6 ATP6V0D1 0.7430962530885701 +BCL2L11 ERBB2 0.74308737845376 +MCM5 BCL2L11 0.7426184174769288 +CDH2 EN1 0.7423161869663625 +NME1 ANKRD54 0.7420989929820702 +CDK1 MAP3K2 0.741946808561858 +MKI67 DNAJC30 0.7418127038154342 +CASP3 CHMP4B 0.7413148627457437 +BRAF LRRC36 0.7412225100794559 +PCNA DNAJC30 0.7411037250960499 +GSK3B NME1 0.7407972803355789 +GATA2 PTK7 0.7407165247913364 +GSK3B BATF3 0.7400901060856746 +PRDM14 CDH2 0.7399942301123491 +IKBKB B4GALNT3 0.7398104275602508 +AKT1 NFKBIA 0.7397150529404265 +PIK3CA TRAF6 0.7394925038232585 +CHUK ATF6 0.7393870828711973 +MKI67 CHCHD4 0.7392978866013689 +CDK1 REL 0.7392546242718109 +DVL2 MYC 0.7391603496815081 +TRAF2 LIN28A 0.7390270355813348 +RYR1 HOMER1 0.7389416624815773 +CDK2 MAPK3 0.7388656739195774 +ITGB5 CBX6 0.7387763720473708 +JUN RMC1 0.7385701240437703 +CHEK1 DLL1 0.738419481600037 +DUSP6 CREB1 0.7383466471193391 +TRAF3 RMC1 0.7378518115516046 +NR1I2 ARHGEF4 0.7377341291699165 +NOTCH1 ARHGEF28 0.7377057546151572 +TRAF2 CD55 0.7375812610836051 +AXIN1 HSP90AB1 0.7373676400508216 +AKT1 DNAJC30 0.7372721584081118 +MARCKSL1 ZBBX 0.7370893663280796 +SMAD4 HOMER1 0.7370262838474361 +FOXO3 ZNF774 0.73697220383922 +CCNA2 SPATS1 0.7367970184370917 +TP53 PIK3CA 0.7367371028369026 +MAPK1 FNDC7 0.7366249078273116 +NFKBIA STAT1 0.7366136893998788 +MDM2 SDSL 0.7365728501870092 +DUSP6 HSP90AB1 0.7364607662741292 +BRAF MTOR 0.7362545792040864 +DUSP6 MYC 0.7361228235811731 +CCNA2 ZYG11A 0.7360540248706703 +RELA ZNF774 0.7359382470593435 +CREB1 ANKRD49 0.7358515501893634 +JAG1 SGCB 0.7357998563693902 +DLL1 LANCL2 0.7356421218269599 +ITGB5 GEMIN5 0.7354978138193209 +SOCS3 CHUK 0.7354378023855979 +CCNB1 CHMP4B 0.7353661838450333 +MAPK1 TACR3 0.7350319437915482 +CALM3 MGA 0.7350245888140563 +CTNNB1 ZBBX 0.734942134442691 +ATM ZNF687 0.734836900725491 +MAPK1 DLL1 0.7346094459420613 +BCL2L11 FNDC7 0.7344878596996925 +NME1 KCNJ8 0.7343308301101258 +ZBBX ANKRD54 0.7341860416408679 +FNIP1 GEMIN5 0.7341688227911458 +IDH3B HOMER1 0.7334202343728352 +IKBKB POU5F1 0.7328412134244008 +STAT3 CDH1 0.7328406015722447 +DVL2 CDH1 0.7327899638046041 +PCNA ITGB5 0.7327167971061871 +MAPK1 DPYSL3 0.7321840059303587 +PIK3CA IDH3B 0.7321070275716891 +SRF MGA 0.7319948606850054 +MAP3K14 ANKRD54 0.7317674884758691 +DPPA4 ARHGEF28 0.7315795674785179 +EIF2AK3 GATA2 0.7311040257839827 +FAS MMADHC 0.7310809204590085 +CTNNB1 TRAF3 0.7309562861686602 +ERBB2 STAU1 0.7306618719507477 +CCNA2 TCEA3 0.7302630874799907 +ERBB2 IDH3B 0.7301876465978208 +RBPJ UBAP2L 0.7300324298751131 +GADD45A SAA4 0.7300000550961029 +CALM3 ZYG11A 0.7299291154582548 +UBQLN2 ZNF652 0.7293236545744293 MAP3K7 VIM 0.7287359365548748 -ACTB TMCO4 0.728715379973464 -IKBKG IDH3B 0.7286738926222571 -LRP6 ZNF652 0.7283521793821336 -EN1 SUB1 0.7283301366905172 -SOCS3 DPPA4 0.7282665424467859 -IKBKB POU5F1 0.7281551102958941 -SRF STAU1 0.7276534603003074 -ITGB5 B3GAT2 0.7274424569694721 +ACTB TMCO4 0.7287153799734631 +IKBKG IDH3B 0.7286738926222579 +LRP6 ZNF652 0.728352179382133 +EN1 SUB1 0.7283301366905168 +SOCS3 DPPA4 0.7282665424467867 +FOXO3 JAK2 0.728191301637947 +SRF STAU1 0.7276534603003034 +ITGB5 B3GAT2 0.7274424569694713 BAX CBX6 0.7274235055754764 -DVL2 CDH1 0.727097885137407 -BAX ARHGEF28 0.7269496177269831 -CD200R1L ANKRD49 0.7268160904117988 -CASP3 UBAP2L 0.7268060173664108 -RELA SHB 0.7268005534209067 -CLCN3 ARHGEF4 0.726554964416287 -POU5F1 MST1R 0.7264020237191289 -ATM NME8 0.7262451715039993 -HIF1A MTOR 0.7261205907606695 -CD55 MVK 0.7260138816937897 -MAPK3 NANOG 0.7258139294884296 -MYC HOMER1 0.7258074664492862 -IRF1 RGL1 0.7257183013160946 -CREB1 TCTN1 0.7255506025101116 -JAG1 NR1I2 0.7255461639351104 -PIK3CA TRAF2 0.72548909522997 -CAB39L NME8 0.7254547524440493 -CTNNB1 TRAF3 0.7253917656208527 -JUN KIF9 0.7252934904537003 -CDH1 TRMT44 0.7249617498638128 -MDM2 UNC13D 0.7248731557236464 -PIK3CA LRRC36 0.7248659464955428 -GADD45A LANCL2 0.7246574110139893 -SP1 IDH3B 0.7246056023199485 -B4GALNT3 SASS6 0.7245053501197095 -BRAF MARCKSL1 0.7244718560568156 -JMJD6 ZNF774 0.724460025819722 -GADD45A RGL1 0.7244496480663984 -HIF1A PPP1R13B 0.7243477686276942 -PTEN RACK1 0.7243258110915526 -CLCN3 HSP90AB1 0.7240227081212529 -CALM3 MDH2 0.7240112003222574 -SOX2 LIN28A 0.723845197557407 -MAP3K2 KLF4 0.7237607412687477 -IDH3B ITGB5 0.7236241108187574 -IKBKG TGFBRAP1 0.72349599932541 -SRF CD200R1L 0.7233582782152572 -MCM2 IRF1 0.7232308168709126 -HIF1A NANOG 0.7231668064909348 -FOS SUB1 0.7229912726974704 -FNDC7 RYR1 0.7228907186139127 -LIN28A ITGB5 0.7224365733471712 -EIF2AK3 SLC25A38 0.7222242757096885 -CHCHD4 SPAG6 0.722170295224741 -BATF3 MSLN 0.7220975090065525 -AXIN1 TAX1BP1 0.7220410664143536 -CASP8 EN1 0.7216207962820804 -TRAF2 TMCO4 0.7211248938060774 -TYK2 TAX1BP1 0.7206797516848313 -CDKN1A B3GAT2 0.7205857771256441 -DUSP6 PRDM14 0.7205570196518052 -ATF6 MGAT4B 0.7205300381447405 -CAB39L GEMIN5 0.720476461884863 -MAPK1 SPAG6 0.7202588727965736 -ATM EN1 0.7201934641867032 -CASP8 HEBP2 0.7200474903155385 -CASP9 PRTFDC1 0.7199966947538118 -JUN SLC25A38 0.7196947034125978 -STAT1 ERBB2 0.7194684951797794 -TAX1BP1 SUB1 0.7189368427316013 -AKT1 MVK 0.7188764019351476 -AKT1 ATF4 0.718639810263826 -HEBP2 PTK7 0.7184113376139798 -SOX2 MARCKSL1 0.7183916649142066 -TCF7L2 RYR1 0.7182942438909663 -EVPL SDSL 0.7181779128578291 -FOXO3 JAK2 0.7179130251488799 +BAX ARHGEF28 0.7269496177269841 +CD200R1L ANKRD49 0.7268160904117992 +CASP3 UBAP2L 0.726806017366413 +RELA SHB 0.7268005534209054 +CLCN3 ARHGEF4 0.7265549644162878 +EVPL SDSL 0.726427431420236 +POU5F1 MST1R 0.7264020237191253 +ATM NME8 0.7262451715040003 +HIF1A MTOR 0.726120590760667 +CD55 MVK 0.7260138816937884 +MAPK3 NANOG 0.7258139294884318 +MYC HOMER1 0.725807466449286 +IRF1 RGL1 0.7257183013160919 +CREB1 TCTN1 0.7255506025101178 +JAG1 NR1I2 0.7255461639351072 +PIK3CA TRAF2 0.7254890952299683 +CAB39L NME8 0.7254547524440502 +JUN KIF9 0.7252934904537036 +CDH1 TRMT44 0.7249617498638138 +MDM2 UNC13D 0.7248731557236471 +PIK3CA LRRC36 0.7248659464955415 +GADD45A LANCL2 0.724657411013989 +SP1 IDH3B 0.7246056023199473 +B4GALNT3 SASS6 0.7245053501197112 +BRAF MARCKSL1 0.7244718560568123 +JMJD6 ZNF774 0.7244600258197192 +GADD45A RGL1 0.7244496480663986 +HIF1A PPP1R13B 0.7243477686276956 +PTEN RACK1 0.724325811091554 +CLCN3 HSP90AB1 0.7240227081212527 +CALM3 MDH2 0.7240112003222585 +SOX2 LIN28A 0.7238451975574065 +MAP3K2 KLF4 0.7237607412687467 +CTNNB1 SOX2 0.723750435197079 +IDH3B ITGB5 0.7236241108187617 +IKBKG TGFBRAP1 0.7234959993254129 +SRF CD200R1L 0.7233582782152576 +MCM2 IRF1 0.7232308168709138 +HIF1A NANOG 0.723166806490941 +FOS SUB1 0.7229912726974652 +FNDC7 RYR1 0.7228907186139142 +LIN28A ITGB5 0.7224365733471724 +EIF2AK3 SLC25A38 0.7222242757096892 +CHCHD4 SPAG6 0.7221702952247402 +BATF3 MSLN 0.722097509006552 +AXIN1 TAX1BP1 0.7220410664143554 +EVPL MID2 0.7218497008161211 +CASP8 EN1 0.7216207962820801 +TRAF2 TMCO4 0.7211248938060778 +TYK2 TAX1BP1 0.7206797516848316 +CDKN1A B3GAT2 0.7205857771256434 +DUSP6 PRDM14 0.7205570196518042 +ATF6 MGAT4B 0.7205300381447401 +CAB39L GEMIN5 0.7204764618848595 +MAPK1 SPAG6 0.720258872796573 +ATM EN1 0.7201934641867034 +JAK2 LIN28A 0.7200558312793183 +CASP8 HEBP2 0.7200474903155349 +CASP9 PRTFDC1 0.7199966947538096 +JUN SLC25A38 0.7196947034126013 +STAT1 ERBB2 0.7194684951797817 +TAX1BP1 SUB1 0.7189368427316006 +AKT1 MVK 0.7188764019351511 +AKT1 ATF4 0.7186398102638274 +HEBP2 PTK7 0.718411337613979 +SOX2 MARCKSL1 0.7183916649142025 +TCF7L2 RYR1 0.71829424389097 IRF1 ATF6 0.7175827477651322 -TP53 SASS6 0.7175227185658053 -SMAD4 MVK 0.7174778749526654 -MDM2 KCNJ8 0.7173707138495607 +TP53 SASS6 0.7175227185658073 +SMAD4 MVK 0.7174778749526687 +MDM2 KCNJ8 0.7173707138495594 MAP3K14 ATF6 0.717230143090001 -JAG1 EN1 0.7172168827797819 -CTNNB1 SOX2 0.7170309188845352 -RBPJ ARHGEF4 0.7168915237765173 -LRRC36 SUB1 0.7168220943446417 -RELA ITGB5 0.7165287196581009 -MARCKSL1 UNC13D 0.7161532141178476 -TRAF3 NFKB1 0.7160905292184263 -BAD HES1 0.7155598883688759 -NR1I2 ZNF687 0.7155375340161685 -CDH1 SAA4 0.7150695506173834 -NFKB1 CD200R1L 0.714986450863152 -RYR1 ARHGEF28 0.7149847493974615 -RAF1 SRF 0.7148465407603383 -CHEK2 TCF7L2 0.7145979041893553 -FNDC7 GEMIN5 0.7145331379162578 -CD200R1L KIF9 0.7145038351499228 -SPATS1 PTK7 0.7140245781223491 -EGFR RYR1 0.7139953123768313 -JMJD6 FLNB 0.713888369148817 +JAG1 EN1 0.7172168827797816 +RBPJ ARHGEF4 0.7168915237765167 +LRRC36 SUB1 0.7168220943446404 +RELA ITGB5 0.716528719658102 +MARCKSL1 UNC13D 0.7161532141178488 +TRAF3 NFKB1 0.7160905292184265 +BAD HES1 0.7155598883688764 +NR1I2 ZNF687 0.715537534016168 +CDH1 SAA4 0.7150695506173832 +NFKB1 CD200R1L 0.7149864508631523 +RYR1 ARHGEF28 0.7149847493974626 +RAF1 SRF 0.7148465407603376 +CHEK2 TCF7L2 0.714597904189355 +FNDC7 GEMIN5 0.7145331379162594 +CD200R1L KIF9 0.7145038351499231 +SPATS1 PTK7 0.7140245781223489 +EGFR RYR1 0.713995312376831 +JMJD6 FLNB 0.7138883691488102 MAPK1 CREB1 0.7138583875097978 -RHOC KLF11 0.7133729630011624 -CHUK ARHGEF4 0.7133378776492852 -IRF9 MVK 0.7131369411466906 -AKT2 REL 0.7130771998478533 -HEBP2 SASS6 0.7130731675227931 -MTOR CHMP4B 0.7130669372877283 -CDK2 ATF6 0.7130380414521357 -TRMT44 ZNF687 0.7129547742176243 -CCNB2 ZNF652 0.7126889021593728 -MYC PRTFDC1 0.7126871466313316 -EVPL MID2 0.7120316501925094 -SMAD4 SPAG6 0.7118825830565267 -EIF2AK3 UBAP2L 0.711792660101618 -BAD HEBP2 0.7117302259384508 -RPTOR DVL2 0.7116801204775116 +RBPJ RMC1 0.7134055648477673 +RHOC KLF11 0.7133729630011638 +CHUK ARHGEF4 0.7133378776492856 +IRF9 MVK 0.7131369411466937 +AKT2 REL 0.7130771998478511 +HEBP2 SASS6 0.7130731675227948 +MTOR CHMP4B 0.7130669372877287 +CDK2 ATF6 0.7130380414521391 +TRMT44 ZNF687 0.7129547742176275 +CCNB2 ZNF652 0.7126889021593751 +MYC PRTFDC1 0.712687146631329 +RMC1 MDH2 0.7119255914877461 +SMAD4 SPAG6 0.7118825830565271 +EIF2AK3 UBAP2L 0.7117926601016148 +BAD HEBP2 0.7117302259384483 CEACAM19 TCTN1 0.7115244021109041 IKBKB TACR3 0.7113995888295919 -DPYSL3 B3GAT2 0.7113948654415941 -CCNB2 ATF4 0.711341193874247 -ZBBX CHMP4B 0.7113010494335436 -CCNB2 NOTCH1 0.71125771932531 -CHUK MSLN 0.7111312428224464 -ADAM17 ATF6 0.7110815461894933 -SDSL B4GALNT3 0.7108861581180642 -MTOR RELB 0.7108549335083176 -TRAF6 SHARPIN 0.7108294273475702 -PTPN7 SOCS3 0.7107844470386017 -CDH1 GEMIN5 0.7106228087173896 -CCNB2 UNC13D 0.7104903532538981 -NFKBIA SAA4 0.7102911522507152 -ACY3 TAX1BP1 0.7100356191929413 -LIN28A TRMT44 0.7099258222290705 -GSK3B HSP90AB1 0.709701991361504 -NFKB1 SNX25 0.7095347103173538 -VIM NR1I2 0.7094934310058555 -TP53 JAG1 0.7093385760817956 -TACR3 TGFBRAP1 0.7092604343368504 -JAK2 LIN28A 0.7089116396614612 -CREB1 CXCL17 0.7088722890833207 -ACOT6 TMX3 0.7088486615465163 -NME1 SAA4 0.7087518446461977 -ERBB2 TGFBRAP1 0.7086861355477112 +DPYSL3 B3GAT2 0.7113948654415935 +CCNB2 ATF4 0.7113411938742481 +ZBBX CHMP4B 0.7113010494335426 +CCNB2 NOTCH1 0.7112577193253098 +CHUK MSLN 0.7111312428224459 +ADAM17 ATF6 0.7110815461894902 +SDSL B4GALNT3 0.7108861581180639 +MTOR RELB 0.710854933508321 +TRAF6 SHARPIN 0.7108294273475657 +PTPN7 SOCS3 0.7107844470386012 +CDH1 GEMIN5 0.7106228087173878 +CCNB2 UNC13D 0.7104903532538992 +NFKBIA SAA4 0.710291152250715 +ACY3 TAX1BP1 0.7100356191929406 +LIN28A TRMT44 0.7099258222290727 +GSK3B HSP90AB1 0.7097019913615034 +NFKB1 SNX25 0.7095347103173559 +VIM NR1I2 0.7094934310058554 +TP53 JAG1 0.7093385760817965 +TACR3 TGFBRAP1 0.7092604343368474 +RAF1 POU5F1 0.709233967971268 +ITGB5 RMC1 0.7091265876583996 +CREB1 CXCL17 0.7088722890833203 +ACOT6 TMX3 0.7088486615465175 +NME1 SAA4 0.7087518446461976 +ERBB2 TGFBRAP1 0.7086861355477145 ATP6V0D1 GDPD5 0.7086606731962722 -PTPN7 IRF1 0.7085374650189762 -NOTCH1 SUB1 0.7084530436855982 -DPPA4 KIF9 0.7083476877234977 -PTEN TAX1BP1 0.7083417495138303 +PTPN7 IRF1 0.7085374650189756 +NOTCH1 SUB1 0.708453043685598 +CTNNB1 ADAM17 0.7083923867900926 +DPPA4 KIF9 0.7083476877234992 +PTEN TAX1BP1 0.7083417495138309 IKBKB MDH2 0.7078569222434348 -TACR3 ITGB5 0.7077963974690084 -MGAT4B SLC26A4 0.7077770284990924 -PCNA NANOG 0.7077220384105121 -MDM2 RGL1 0.7076487186994372 -MDM2 CDH1 0.7074105149735942 -SOCS3 HSP90AB1 0.7071765089500189 -CAB39L GDPD5 0.7060344492758515 -BCL2 NFKBIA 0.7060206250665634 -AKT2 ZNF652 0.7056275042133674 -DUSP6 LRRC36 0.7052323448146436 -RBPJ RMC1 0.7051986904913632 -IKBKB ZNF687 0.7048912635401569 -RHOC GEMIN5 0.7047042349367834 -RAF1 POU5F1 0.704610894566928 -HES1 SOCS3 0.7046106108929475 -RMC1 MDH2 0.704452942552447 -ITGB5 RMC1 0.7039359691019333 +TACR3 ITGB5 0.7077963974690095 +MGAT4B SLC26A4 0.7077770284990933 +PCNA NANOG 0.7077220384105114 +MDM2 RGL1 0.7076487186994351 +MDM2 CDH1 0.7074105149735951 +SOCS3 HSP90AB1 0.7071765089500186 +MAP3K7 TGFBRAP1 0.7067844977493692 +CTNNB1 ZBTB24 0.706560789936062 +CAB39L GDPD5 0.7060344492758541 +BCL2 NFKBIA 0.7060206250665635 +JAG1 JAK2 0.7056391528239176 +AKT2 ZNF652 0.7056275042133671 +DUSP6 LRRC36 0.7052323448146423 +IKBKB ZNF687 0.7048912635401557 +RHOC GEMIN5 0.7047042349367819 +HES1 SOCS3 0.7046106108929481 +MAP3K7 ERBB2 0.7045434420630668 +DVL2 SGCB 0.7040844225619002 MCM5 MAP3K14 0.7034117690543755 -CTNNB1 ADAM17 0.7031340207416906 -TRAF3 ZBTB24 0.7028454999524893 -RELB SMAD4 0.7024414844123267 -BAD RHOC 0.7022447486671616 -PTPN7 NR1I2 0.7020061688605822 -NFKBIA RYR1 0.7014685941291658 -MAPK1 CAB39L 0.7013390701995998 -NFKBIA TGFBRAP1 0.7012897524498135 -TAX1BP1 CHCHD4 0.7012755651915765 -CHEK2 PAX5 0.7009667547078993 -CEACAM19 ZNF652 0.7008087169291178 +TRAF3 ZBTB24 0.702845499952492 +RELB SMAD4 0.7024414844123255 +BAD RHOC 0.7022447486671617 +PTPN7 NR1I2 0.7020061688605818 +NFKBIA RYR1 0.7014685941291696 +MAPK1 CAB39L 0.7013390701996005 +NFKBIA TGFBRAP1 0.7012897524498141 +TAX1BP1 CHCHD4 0.7012755651915779 +KRAS AKT1 0.7010636707978297 +CHEK2 PAX5 0.7009667547078987 +CEACAM19 ZNF652 0.7008087169291191 FLNB MDH2 0.7006195902898461 -TRAF6 RACK1 0.7004122848959079 +TRAF6 RACK1 0.7004122848959045 GATA2 CLCN3 0.7003474449403454 -MAPK3 LRRC36 0.7002964262313595 -ATF4 TCEA3 0.7001001376648377 -HIF1A AKT2 0.6998096283635273 -TAX1BP1 B3GAT2 0.6997573127267744 -CREB1 EN1 0.69972108243316 -MAP3K7 TGFBRAP1 0.6996419375207604 -MKI67 SMAD4 0.6996209030259132 -SP1 SMAD4 0.6994078471057694 -CTNNB1 ZBTB24 0.6992977386486479 -CHEK1 TMX3 0.6992448093454492 -DVL2 SGCB 0.6991644460085792 -ATP6V0D1 STAU1 0.6991463300993314 -MKI67 B3GAT2 0.6990016815336435 -DUSP6 NFKB1 0.6989649232301008 -KCNJ8 CHCHD4 0.6988371047884339 -JUN NME1 0.6986430719897645 -LIN28A ZBTB24 0.6981497806002342 -STAT1 NME1 0.6981115295242412 -MKI67 LRRC36 0.6973518520732404 -MAP3K7 ERBB2 0.6972973061082798 -NFKB1 NFKBIA 0.6972832185636851 -BAX UBAP2L 0.6970202946308819 -MKI67 CALM3 0.6965043837780517 -RPTOR JAK2 0.6964924835194561 -MAPK1 B3GAT2 0.6963235252878063 -RFX8 HOMER1 0.6962441948100881 -MCM5 PIK3CA 0.6962228800628231 +MAPK3 LRRC36 0.7002964262313582 +ATF4 TCEA3 0.7001001376648384 +HIF1A AKT2 0.6998096283635303 +TAX1BP1 B3GAT2 0.6997573127267738 +CREB1 EN1 0.6997210824331593 +MKI67 SMAD4 0.6996209030259202 +SP1 SMAD4 0.6994078471057686 +CHEK1 TMX3 0.6992448093454486 +ATP6V0D1 STAU1 0.6991463300993312 +MKI67 B3GAT2 0.6990016815336428 +DUSP6 NFKB1 0.698964923230102 +KCNJ8 CHCHD4 0.6988371047884323 +JUN NME1 0.6986430719897677 +LIN28A ZBTB24 0.6981497806002345 +STAT1 NME1 0.6981115295242432 +DVL2 IRF9 0.6976815495041523 +MKI67 LRRC36 0.697351852073239 +NFKB1 NFKBIA 0.6972832185636868 +BAX UBAP2L 0.6970202946308793 +MKI67 CALM3 0.6965043837780549 +MAPK1 B3GAT2 0.6963235252878055 +RFX8 HOMER1 0.6962441948100874 +MCM5 PIK3CA 0.6962228800628207 MAP3K14 ZYG11A 0.6961357053485532 -CDH2 ANKRD54 0.6961186650689065 -SGCB HEBP2 0.6958510885975491 -SMAD4 RYR1 0.695431150453274 -MAP3K2 PRTFDC1 0.6954042981718548 -CCNB1 TP53 0.6950887084329147 -CDK2 AKT1 0.6944271173355901 -JAG1 JAK2 0.6942888243956568 -EIF2AK3 TRMT44 0.6942667395109553 -RHOC BATF3 0.6941281952658523 -SGCB TGFBRAP1 0.6940917395058219 -PIK3CA ADAM17 0.6939368914492461 -SDSL TMX3 0.6939056723316663 -SMAD4 RGL1 0.6937858498543054 +CDH2 ANKRD54 0.696118665068901 +SGCB HEBP2 0.6958510885975527 +SMAD4 RYR1 0.6954311504532724 +MAP3K2 PRTFDC1 0.6954042981718527 +CCNB1 TP53 0.6950887084329178 +CDK2 AKT1 0.6944271173355909 +EIF2AK3 TRMT44 0.6942667395109585 +RHOC BATF3 0.6941281952658505 +SGCB TGFBRAP1 0.694091739505823 +PIK3CA ADAM17 0.6939368914492452 +SDSL TMX3 0.6939056723316642 +SMAD4 RGL1 0.6937858498543048 CHEK1 PTEN 0.6935262213205778 -RELA FNIP1 0.6932669530766514 -LRP6 NME8 0.6930237832978572 +RELA FNIP1 0.6932669530766524 +LRP6 NME8 0.6930237832978581 CDKN1A BCL2 0.6930018240184818 -NOTCH1 ZFP42 0.6928338756772194 -PTEN ATF4 0.6928196632563066 -SHARPIN FLNB 0.6920293354834487 -IRF9 SLC25A38 0.6917584143119955 -EGR1 SP1 0.6916384733686528 -SP1 UBAP2L 0.6916308509806255 -DUSP6 CHUK 0.6915017758662079 -NANOG SP1 0.6914964048429931 -STAU1 TMCO4 0.6912704279009194 -DVL2 IRF9 0.6912476456656506 -FAS MARCKSL1 0.6910137909531692 -CTNNB1 DLL1 0.6910056339822797 -PTPN7 HEBP2 0.6909073721219183 -IDH3B KLF11 0.6908466731592935 -KRAS AKT1 0.6907023814811344 -NANOG EGR1 0.6906144486537749 -CDK1 TMX3 0.6905989229001328 -NFKBIA B3GAT2 0.6903390327173127 -IRF9 CBX6 0.6901223300043361 -CHMP4B ZBTB24 0.6900998017875554 -IKBKB ZBTB24 0.6898742664422985 -CHEK1 MDM2 0.689549796585973 -SOCS3 RELA 0.6892459435882536 -CDC20 GEMIN5 0.6892336992108437 -RHOC ARHGEF4 0.6890729999931607 -CDKN1A KIF9 0.6890679977682749 -RBPJ NANOG 0.6890408106628522 -CASP8 KIF9 0.6889280521823644 -JUN SPATS1 0.688485573597821 -SOX2 ARHGEF4 0.6881486915779992 -CHMP4B MVK 0.6881040660443569 -GUF1 GDPD5 0.6880621203296979 -RAF1 PAX5 0.6879007116304495 -IKBKB STAT3 0.6878588753187102 -RELB ACOT6 0.687604002628229 -JUN MDH2 0.6874864714504639 -CASP9 LARGE1 0.6871353807949763 -KCNJ8 STAU1 0.6866037607511684 -HEBP2 LRRC36 0.6865177651938931 -CDC20 TCEA3 0.68615081404284 -TRAF2 ZNF652 0.6861369542606133 -TCF7L2 GDPD5 0.6860083436809652 +NOTCH1 ZFP42 0.6928338756772201 +PTEN ATF4 0.6928196632563044 +SHARPIN FLNB 0.6920293354834427 +IRF9 SLC25A38 0.6917584143119958 +EGR1 SP1 0.6916384733686523 +SP1 UBAP2L 0.6916308509806235 +DUSP6 CHUK 0.6915017758662103 +NANOG SP1 0.6914964048429901 +CDK2 CTNNB1 0.6914673875762233 +STAU1 TMCO4 0.6912704279009214 +FAS MARCKSL1 0.69101379095317 +CTNNB1 DLL1 0.6910056339822783 +PTPN7 HEBP2 0.6909073721219179 +IDH3B KLF11 0.6908466731592952 +NANOG EGR1 0.6906144486537753 +CDK1 TMX3 0.6905989229001321 +NFKBIA B3GAT2 0.6903390327173113 +IRF9 CBX6 0.6901223300043321 +CHMP4B ZBTB24 0.6900998017875557 +KRAS RHOC 0.6900034990290169 +IKBKB ZBTB24 0.6898742664422983 +CHEK1 MDM2 0.6895497965859708 +SOCS3 RELA 0.6892459435882582 +CDC20 GEMIN5 0.689233699210842 +RHOC ARHGEF4 0.6890729999931611 +CDKN1A KIF9 0.6890679977682777 +RBPJ NANOG 0.6890408106628552 +CASP8 KIF9 0.6889280521823653 +MTOR RMC1 0.6889248591250098 +JUN SPATS1 0.6884855735978208 +SOX2 ARHGEF4 0.6881486915780002 +CHMP4B MVK 0.6881040660443619 +GUF1 GDPD5 0.6880621203296997 +KRAS ATF6 0.6879332632149214 +RAF1 PAX5 0.6879007116304489 +IKBKB STAT3 0.6878588753187123 +MAP3K7 SOCS3 0.6877841839641099 +RELB ACOT6 0.6876040026282301 +JUN MDH2 0.687486471450464 +CASP9 LARGE1 0.6871353807949748 +KCNJ8 STAU1 0.6866037607511685 +HEBP2 LRRC36 0.6865177651938917 +CDC20 TCEA3 0.6861508140428405 +TRAF2 ZNF652 0.6861369542606112 +TCF7L2 GDPD5 0.6860083436809635 MAP3K14 MVK 0.6859084546050154 -GATA2 RHOC 0.6858612903760763 -CHEK2 SLC25A38 0.6852438634652346 -TCF7L2 LIN28A 0.6850674111093389 +GATA2 RHOC 0.6858612903760775 +CHEK2 SLC25A38 0.6852438634652307 +TCF7L2 LIN28A 0.6850674111093462 CDK2 FLNB 0.6850432045242224 -NOTCH1 ADAM17 0.6845598893767442 -CDK2 CTNNB1 0.6845178416973013 -MAPK1 SDSL 0.6844366432987422 -SRF JUN 0.6842841503096838 -PIK3CB SOCS3 0.6841888725605062 -CCNA2 HSP90AB1 0.6841668929425534 -BCL2L11 RELB 0.6841511576886987 -TRAF3 SDSL 0.6838043049921995 -MCM5 RELA 0.6836164932514361 -MAPK3 TCEA3 0.6835925520555731 -BCL2 ANKRD54 0.683537943402538 -MGAT4B SGCB 0.6832425322011888 -CHUK SLC25A38 0.6830383358408063 -SP1 ERBB2 0.6830352218426687 -PTEN FAS 0.683029748512293 -SPATS1 CAB39L 0.6828098310172444 -TCF7L2 NOTCH1 0.6826979002656801 -ATF4 GDPD5 0.6821823306297402 -SRF STAT3 0.682116090863825 -CDK2 SUB1 0.6817417241733076 -ZNF652 SPATS1 0.681707066937144 -BAX LRRC36 0.6815723011796403 -DUSP6 GEMIN5 0.6813730920826795 -MMADHC SLC25A38 0.6813467369880699 -POU5F1 VIM 0.6810985772843068 -CHUK NANOG 0.6808405548124523 -MTOR RMC1 0.6806472910034378 -CCNB2 MTOR 0.6804675751940299 -MCM5 FLNB 0.680455087071732 -MAP3K7 SOCS3 0.680292332359165 -KRAS RHOC 0.6802893364652376 -PIK3CB CD55 0.6802495845953649 -SMAD4 CHCHD4 0.6801596449522552 -RELB SASS6 0.6800838102598968 -FOXO3 PPP1R13B 0.6799752980375366 -ATR NOTCH1 0.679846558787843 -ZYG11A TCTN1 0.6798219862780311 -CHUK LANCL2 0.6796904354750886 -FNIP1 TMCO4 0.6795338828302173 -MAP3K7 B3GAT2 0.6794092730299648 -CREB1 NFKBIA 0.6793154687599541 -TRAF3 PPP1R13B 0.6791928986906085 -CDK2 CREB1 0.6791530778916424 -TRAF6 PTK7 0.6791060605385126 -PRDM14 PTK7 0.678843259589507 -FAS CBX6 0.6786299407207841 +NOTCH1 ADAM17 0.684559889376744 +MAPK1 SDSL 0.6844366432987413 +SRF JUN 0.6842841503096818 +PIK3CB SOCS3 0.6841888725605098 +CCNA2 HSP90AB1 0.6841668929425504 +BCL2L11 RELB 0.6841511576886994 +TRAF3 SDSL 0.6838043049921986 +MCM5 RELA 0.6836164932514368 +MAPK3 TCEA3 0.6835925520555738 +BCL2 ANKRD54 0.6835379434025368 +MGAT4B SGCB 0.6832425322011889 +CASP8 RPTOR 0.6831613071222501 +CHUK SLC25A38 0.6830383358408065 +SP1 ERBB2 0.6830352218426661 +PTEN FAS 0.6830297485122911 +SPATS1 CAB39L 0.6828098310172441 +TCF7L2 NOTCH1 0.6826979002656834 +ATF4 GDPD5 0.6821823306297398 +SRF STAT3 0.6821160908638255 +CDK2 SUB1 0.6817417241733101 +ZNF652 SPATS1 0.6817070669371438 +BAX LRRC36 0.6815723011796397 +DVL2 EGFR 0.6814626242822357 +DUSP6 GEMIN5 0.6813730920826757 +MMADHC SLC25A38 0.6813467369880686 +POU5F1 VIM 0.6810985772843045 +CHUK NANOG 0.6808405548124541 +CCNB2 MTOR 0.68046757519403 +MCM5 FLNB 0.6804550870717325 +PIK3CB CD55 0.6802495845953664 +RPTOR ERBB2 0.6801980026951221 +SMAD4 CHCHD4 0.6801596449522542 +RELB SASS6 0.680083810259899 +FOXO3 PPP1R13B 0.6799752980375382 +ATR NOTCH1 0.6798465587878422 +ZYG11A TCTN1 0.6798219862780274 +CHUK LANCL2 0.6796904354750909 +FNIP1 TMCO4 0.6795338828302185 +MAP3K7 B3GAT2 0.6794092730299632 +CREB1 NFKBIA 0.6793154687599499 +TRAF3 PPP1R13B 0.6791928986906084 +CDK2 CREB1 0.6791530778916427 +TRAF6 PTK7 0.6791060605385153 +PRDM14 PTK7 0.6788432595895065 +PCNA DVL2 0.6787870175500017 +POU5F1 TAX1BP1 0.6787122407072851 +FAS CBX6 0.6786299407207835 DUSP6 VIM 0.6786207421389693 -JUN NR1I2 0.6785782014571533 -ATF4 IDH3B 0.678571625767032 -KRAS ATF6 0.6784928060791423 -SLC25A38 SPAG6 0.6784645762645435 -TRAF6 ATF4 0.6784251362551827 -JUN SDSL 0.6783630146278459 -SOX2 ZFP42 0.6783145948453533 -JUN PAX5 0.6780841201477061 -ADAM17 TMX3 0.6780635060429699 -EGR1 TGFBRAP1 0.6778825787859392 -EN1 KLF11 0.6777855420391006 -EIF2AK3 ZFP42 0.6776875918173452 -CDK1 MDM2 0.6773416960075669 -SP1 SGCB 0.6772881202467265 -CTNNB1 PAX5 0.6772506972103911 -CDK2 SAA4 0.6771043418142614 -RACK1 RHOC 0.6770874216253857 +JUN NR1I2 0.6785782014571531 +ATF4 IDH3B 0.6785716257670327 +SLC25A38 SPAG6 0.6784645762645427 +TRAF6 ATF4 0.6784251362551832 +JUN SDSL 0.678363014627845 +SOX2 ZFP42 0.6783145948453527 +JUN PAX5 0.6780841201477056 +ADAM17 TMX3 0.6780635060429683 +EGR1 TGFBRAP1 0.6778825787859354 +EN1 KLF11 0.6777855420391002 +EIF2AK3 ZFP42 0.6776875918173413 +CDK1 MDM2 0.6773416960075688 +SP1 SGCB 0.6772881202467267 +CTNNB1 PAX5 0.6772506972103907 +CDK2 SAA4 0.6771043418142609 +RACK1 RHOC 0.6770874216253828 +CDKN1A EVPL 0.6769375312804862 CDKN1A BATF3 0.6769019361229247 -PIK3CB HES1 0.6765312395320139 -HES1 RELB 0.6762857889674299 -RAF1 ATP6V0D1 0.6760411799004191 -BATF3 ARHGEF28 0.6755730773565068 -ATF4 SNX25 0.6753381080528529 -MKI67 ADAM17 0.6753276730290875 -DVL2 EGFR 0.6751248431045288 -NFKB1 ACY3 0.6750961172183385 -RAF1 GUF1 0.6749187571896696 -ITGB5 SASS6 0.6748910477936431 -UBAP2L CBX6 0.6747966918486706 +PIK3CB HES1 0.6765312395320164 +HES1 RELB 0.6762857889674293 +RAF1 ATP6V0D1 0.6760411799004179 +MMADHC RMC1 0.6759723500521433 +BATF3 ARHGEF28 0.6755730773565081 +ATF4 SNX25 0.675338108052853 +MKI67 ADAM17 0.6753276730290868 +NFKB1 ACY3 0.6750961172183377 +RAF1 GUF1 0.6749187571896708 +ITGB5 SASS6 0.6748910477936451 +UBAP2L CBX6 0.6747966918486703 AKT1 GATA2 0.6747785680511489 -CHEK2 ARHGEF28 0.6747520811480221 -CASP8 RPTOR 0.6746194471179265 -ACY3 RACK1 0.674536149871751 -CDH1 PAX5 0.6742710136124558 -RBPJ STAT3 0.674208553399336 -POU5F1 TAX1BP1 0.6740956160528723 -PTK7 SHB 0.6740497038796046 -TCF7L2 PPP1R13B 0.6738186661760958 -DPYSL3 CXCL17 0.6737381621837658 -CHUK TACR3 0.6734908844746221 -REL NFKBIA 0.673453217945029 -HEBP2 MID2 0.6734128872539835 -CCNA2 KCNJ8 0.6733818365822182 -FNDC7 KLF11 0.6731249267358697 -KRAS TCEA3 0.6730810258322846 -TRAF6 LARGE1 0.6730548914083837 -MMADHC TRMT44 0.6729742113154693 -BCL2 PTK7 0.6729410105758538 -POU5F1 KCNJ8 0.6728003718997477 -RAF1 UNC13D 0.6727232016156821 -CREB1 TCF7L2 0.672690601942654 -CDC20 JUN 0.6724881990539914 -PCNA DVL2 0.6724789842585376 -CCNB2 TCEA3 0.6720982821856991 +CHEK2 ARHGEF28 0.6747520811480233 +ACY3 RACK1 0.6745361498717503 +CDH1 PAX5 0.6742710136124552 +RBPJ STAT3 0.6742085533993349 +PTK7 SHB 0.6740497038796055 +TCF7L2 PPP1R13B 0.6738186661760989 +DPYSL3 CXCL17 0.6737381621837655 +CHUK TACR3 0.673490884474623 +REL NFKBIA 0.6734532179450304 +HEBP2 MID2 0.6734128872539847 +CCNA2 KCNJ8 0.6733818365822163 +FNDC7 KLF11 0.6731249267358712 +KRAS TCEA3 0.6730810258322852 +TRAF6 LARGE1 0.6730548914083812 +MMADHC TRMT44 0.6729742113154694 +BCL2 PTK7 0.6729410105758562 +POU5F1 KCNJ8 0.6728003718997463 +RAF1 UNC13D 0.6727232016156832 +CREB1 TCF7L2 0.6726906019426526 +CDC20 JUN 0.672488199053992 +CCNB2 TCEA3 0.6720982821856997 RACK1 GATA2 0.6719922300694083 -PIK3CA MTOR 0.671943080117316 -RELA RACK1 0.6717636561719537 -STAT1 PNMA8C 0.6717220157960495 -RPTOR ERBB2 0.6715460485410751 -AKT2 TRAF6 0.6714959298301135 -GSK3B JAG1 0.6712976291562305 -ATP6V0D1 KIF9 0.6711670807334564 -SOCS3 RHOC 0.6707921090799425 -FAS B4GALNT3 0.670790430625842 -CDK2 ZNF774 0.6707353261079259 -NANOG TCTN1 0.6706969753913311 -CDK1 MID2 0.6706109485449546 -HOMER1 MID2 0.6706079093099326 -CDK1 ACOT6 0.670328018516348 -B4GALNT3 ARHGEF28 0.6702636015348374 -KCNJ8 MVK 0.6695787221773432 +KRAS CHMP4B 0.6719669358173357 +PIK3CA MTOR 0.6719430801173161 +RELA RACK1 0.6717636561719539 +STAT1 PNMA8C 0.6717220157960505 +AKT2 TRAF6 0.6714959298301153 +GSK3B JAG1 0.6712976291562303 +ATP6V0D1 KIF9 0.6711670807334581 +SOCS3 RHOC 0.6707921090799436 +FAS B4GALNT3 0.67079043062584 +CDK2 ZNF774 0.6707353261079222 +NANOG TCTN1 0.6706969753913332 +CDK1 MID2 0.6706109485449562 +HOMER1 MID2 0.6706079093099335 +CDK1 ACOT6 0.670328018516349 +B4GALNT3 ARHGEF28 0.6702636015348387 +KRAS IRF9 0.6697495967458961 +KCNJ8 MVK 0.6695787221773433 +FOS EVPL 0.6695753612567522 +RPTOR SGCB 0.6693168870697098 ERBB2 PTK7 0.668590255565969 -NME1 SASS6 0.6684808104829322 -CASP8 TCF7L2 0.6682588918334849 -MCM2 ATR 0.6681167713088455 -SAA4 HEBP2 0.6680240130707983 -ZFP42 ZNF652 0.667994706748565 -TRAF3 STAU1 0.6677005271393881 -KCNJ8 GDPD5 0.667519232258578 -MCM2 SNX25 0.6673435139360008 -MMADHC RMC1 0.667158969868831 -AXIN1 TGFBRAP1 0.6670169947113674 -EGR1 TACR3 0.667004107750628 -SPATS1 CHMP4B 0.6669498850884639 -FOS CBX6 0.6663235298848019 -SNX25 CD200R1L 0.6661776083433989 -BAX SHB 0.6659179928785759 -CDKN1A EVPL 0.6656974907877586 -MGA CS 0.665250862335082 -CREB1 NANOG 0.6650509977139928 -CHEK1 AXIN1 0.6649698447031588 -FOXO3 ATF4 0.6649343471075637 -CHEK2 CREB1 0.6649246959784518 -NOTCH1 KIF9 0.6647923257979028 -RAF1 RELA 0.6647900392072147 -CASP8 CDH2 0.6645624254653423 -CALM3 CXCL17 0.664487471985213 -LANCL2 PAX5 0.6644467796717463 -HIF1A DNAJC30 0.6644443130480039 -ATM ANKRD49 0.6636172070458028 -CDKN1A RAF1 0.6632647111510429 -SP1 MDH2 0.6632447228691745 -SHARPIN DNAJC30 0.6630576657639733 -TP53 JUN 0.6628097248608598 -CASP9 RELB 0.6624571830236379 -JUN SPAG6 0.6619312694159353 -SHARPIN ANKRD54 0.6616611560690685 -KRAS CHMP4B 0.6615395242271288 +NME1 SASS6 0.6684808104829344 +CASP8 TCF7L2 0.6682588918334835 +MCM2 ATR 0.6681167713088448 +EVPL DPYSL3 0.6680934281193123 +SAA4 HEBP2 0.6680240130707981 +ZFP42 ZNF652 0.6679947067485643 +TRAF3 STAU1 0.6677005271393883 +KCNJ8 GDPD5 0.6675192322585767 +MCM2 SNX25 0.6673435139360021 +AXIN1 TGFBRAP1 0.6670169947113676 +EGR1 TACR3 0.6670041077506251 +SPATS1 CHMP4B 0.666949885088463 +MAP3K7 ACTB 0.6666045106249421 +FOS CBX6 0.6663235298848005 +SNX25 CD200R1L 0.6661776083433991 +BAX SHB 0.6659179928785749 +MGA CS 0.6652508623350832 +CREB1 NANOG 0.6650509977139959 +CHEK1 AXIN1 0.664969844703163 +FOXO3 ATF4 0.6649343471075656 +CHEK2 CREB1 0.6649246959784507 +NOTCH1 KIF9 0.664792325797908 +RAF1 RELA 0.6647900392072154 +CASP8 CDH2 0.6645624254653397 +CALM3 CXCL17 0.6644874719852127 +LANCL2 PAX5 0.6644467796717457 +HIF1A DNAJC30 0.6644443130480063 +ATM ANKRD49 0.6636172070458097 +CDKN1A RAF1 0.663264711151044 +SP1 MDH2 0.6632447228691741 +GADD45A MAP3K7 0.6630615896641328 +SHARPIN DNAJC30 0.6630576657639699 +TP53 JUN 0.6628097248608623 +BAX RMC1 0.6625562520689475 +CASP9 RELB 0.6624571830236363 +JUN SPAG6 0.6619312694159348 +SHARPIN ANKRD54 0.6616611560690648 MAP3K14 TACR3 0.6613940888434551 -JAG1 B4GALNT3 0.6613479362315458 -MKI67 CHMP4B 0.6612799508494092 -RPTOR SGCB 0.6612274871465385 -ADAM17 LARGE1 0.661066162673669 -EIF2AK3 STAT3 0.660982896720926 -CCNA2 CHCHD4 0.6609751970512436 -MARCKSL1 ZYG11A 0.660843409212473 -GATA2 ZBBX 0.6606103597310314 -CREB1 B4GALNT3 0.6600971852936154 -MCM5 GSK3B 0.6600325849500337 -SASS6 TMCO4 0.6598915388615892 -CASP9 RFX8 0.6596354833827082 -MARCKSL1 TAX1BP1 0.659589955877124 -TP53 NFKBIA 0.6594624725941208 -NME1 CLCN3 0.6594258659628289 -ATM GATA2 0.6593510533366267 -KRAS IRF9 0.6593301365173048 -CHEK2 TMX3 0.6589706829144741 -NANOG ARHGEF28 0.6588740587363304 -SOCS3 MID2 0.6588638119467033 -MAP3K7 ACTB 0.658763186495815 -CEACAM19 CHCHD4 0.6587010793082562 -MDM2 SPAG6 0.6586763287176517 -TCEA3 KLF11 0.6586731871090709 -IRF9 ARHGEF28 0.6586730950355978 -RYR1 RGL1 0.6581572918158812 -CAB39L ARHGEF4 0.6579364337765943 -DPYSL3 LANCL2 0.6579348105736389 -RBPJ RGL1 0.6579040256946209 -SOX2 EN1 0.6578469938997137 -ATR CREB1 0.6576764033473153 -CHUK ZNF774 0.6574503761673688 -TCEA3 ANKRD49 0.6573662656397404 -MDM2 NME8 0.6572961544462868 -ATF4 MVK 0.6572627304297785 -FOS EVPL 0.6571848760645491 -PIK3CB TCF7L2 0.6571103385254553 -FNIP1 RYR1 0.6567266324937814 -FNIP1 SHB 0.6566631874530477 -CALM3 GEMIN5 0.6566610633730384 -MMADHC CALM3 0.6565094038368021 -GADD45A MAP3K7 0.6563206024683134 -AKT1 CD55 0.6563059650630593 -EVPL DPYSL3 0.6558930334933957 -LANCL2 SAA4 0.6556259620718834 -CDC20 DPYSL3 0.6554987113216827 -MCM2 CAB39L 0.6552653288867939 -MAP3K7 KCNJ8 0.6550382274522758 -AKT2 NANOG 0.6548504695165026 -EGFR MARCKSL1 0.6547852215518554 -BCL2 NR1I2 0.65450659577565 -GATA2 TBC1D10A 0.6544855690482604 -JUN HSP90AB1 0.6543910098528817 -DVL2 MST1R 0.6543463260416916 -HES1 HSP90AB1 0.6543079074080906 -PRDM14 GEMIN5 0.6542485921956009 -RELB TACR3 0.6541400024784296 -CHEK2 SDSL 0.653981658934279 -PIK3CB CALM3 0.653542360965568 -BAX RMC1 0.6535267458198109 -KLF4 PPP1R13B 0.6534323947173895 -ATR PAX5 0.6533903274290201 -BCL2L11 MGA 0.6532861553065901 -TRAF6 ATP6V0D1 0.6531414518130951 -NME1 ITGB5 0.65300875591574 -CCNB2 STAT1 0.6529105102069436 -LANCL2 DNAJC30 0.6525665880041759 -TRAF2 ZNF687 0.6520369146095835 -RHOC MVK 0.6518227346418828 -ATR CTNNB1 0.6509893328533636 -NFKB1 SHB 0.6506567600053611 -HES1 MID2 0.6506426755134642 -RAF1 MID2 0.6506215530739186 -TCF7L2 KCNJ8 0.6506137577374956 -SRF SP1 0.6503908819424202 -CASP9 ZNF687 0.6503070672361064 -JAG1 SHB 0.6502277082971618 -GSK3B TRAF3 0.6502002016272405 -MCM5 ATF6 0.6497674443987601 -TP53 HEBP2 0.6497324402429866 -RPTOR ZNF687 0.649497161096778 -CASP3 NFKB1 0.6494303478927074 -CCNB2 TP53 0.6494053130700538 -PCNA DPPA4 0.6493955598092199 -CAB39L RFX8 0.6492444136266554 -SOCS3 SUB1 0.6492426545550762 -CCNB1 CEACAM19 0.6490221919067254 -KRAS CDH1 0.6489617136139877 -CDC20 ARHGEF28 0.6488112243405639 -CCNA2 SUB1 0.6485818529518492 -DVL2 RACK1 0.6484612790461678 -PCNA EIF2AK3 0.6481812265814041 -CHEK1 ERBB2 0.648115824843344 -APC ZNF652 0.6478498686919847 -ATM ZNF774 0.6475964244533117 -CD55 STAU1 0.6469759524415759 -CASP9 TRMT44 0.6468342060812077 -GSK3B SMAD4 0.6464374622897346 -BAX CXCL17 0.6460095904412364 -DUSP6 TRAF3 0.6458596784775708 -MDM2 ZNF774 0.6458378481272183 -CDC20 FLNB 0.6457104628343108 -RELA STAT3 0.6456826846388342 -TP53 TACR3 0.6455133358750875 -IRF9 CHMP4B 0.6453760734778173 -CDH2 DNAJC30 0.6453610739669013 -VIM DPYSL3 0.6453479333682898 -ATP6V0D1 TMX3 0.6451992104895533 -BCL2 SRF 0.6451518094367261 -LANCL2 CD55 0.6445350770971842 -CHCHD4 ANKRD54 0.6443988615015013 -TRAF6 PNMA8C 0.6441786122859523 -FOS PAX5 0.6441346690150669 -NME1 SPAG6 0.6437704264208284 -DPPA4 ZNF774 0.6437528755762737 -RELB STAU1 0.643388110158274 -TP53 ATR 0.6432001177236888 -JUN ZBTB24 0.6426314755534925 +JAG1 B4GALNT3 0.6613479362315422 +MKI67 CHMP4B 0.6612799508494086 +ADAM17 LARGE1 0.6610661626736675 +EIF2AK3 STAT3 0.6609828967209228 +CCNA2 CHCHD4 0.6609751970512414 +MARCKSL1 ZYG11A 0.6608434092124682 +GATA2 ZBBX 0.660610359731031 +CREB1 B4GALNT3 0.6600971852936133 +MCM5 GSK3B 0.660032584950035 +SASS6 TMCO4 0.6598915388615895 +CASP9 RFX8 0.6596354833827073 +MARCKSL1 TAX1BP1 0.6595899558771225 +KRAS CDH1 0.6595240737348717 +TP53 NFKBIA 0.6594624725941227 +NME1 CLCN3 0.6594258659628303 +ATM GATA2 0.6593510533366261 +CHEK2 TMX3 0.6589706829144761 +NANOG ARHGEF28 0.6588740587363316 +SOCS3 MID2 0.6588638119467053 +CEACAM19 CHCHD4 0.658701079308256 +MDM2 SPAG6 0.6586763287176512 +TCEA3 KLF11 0.6586731871090714 +IRF9 ARHGEF28 0.6586730950355991 +ATR CTNNB1 0.6583270518208882 +RYR1 RGL1 0.6581572918158776 +CAB39L ARHGEF4 0.6579364337765969 +DPYSL3 LANCL2 0.6579348105736428 +RBPJ RGL1 0.6579040256946198 +SOX2 EN1 0.6578469938997134 +APC ZNF652 0.6577714019705153 +ATR CREB1 0.6576764033473118 +RPTOR ZNF687 0.6575373302160478 +CHUK ZNF774 0.6574503761673671 +TCEA3 ANKRD49 0.657366265639741 +MDM2 NME8 0.6572961544462876 +ATF4 MVK 0.6572627304297806 +PIK3CB TCF7L2 0.6571103385254617 +FNIP1 RYR1 0.6567266324937825 +FNIP1 SHB 0.6566631874530475 +CALM3 GEMIN5 0.6566610633730371 +MMADHC CALM3 0.6565094038368049 +AKT1 CD55 0.656305965063061 +LANCL2 SAA4 0.6556259620718833 +CDC20 DPYSL3 0.6554987113216812 +MCM2 CAB39L 0.6552653288867946 +MAP3K7 KCNJ8 0.6550382274522777 +AKT2 NANOG 0.6548504695165005 +EGFR MARCKSL1 0.6547852215518536 +BCL2 NR1I2 0.6545065957756483 +GATA2 TBC1D10A 0.6544855690482614 +JUN HSP90AB1 0.654391009852881 +DVL2 MST1R 0.6543463260416897 +HES1 HSP90AB1 0.6543079074080868 +PRDM14 GEMIN5 0.6542485921955994 +RELB TACR3 0.6541400024784316 +CHEK2 SDSL 0.6539816589342764 +PIK3CB CALM3 0.6535423609655714 +KLF4 PPP1R13B 0.6534323947173865 +ATR PAX5 0.6533903274290197 +DVL2 RACK1 0.6533835625388158 +BCL2L11 MGA 0.6532861553065922 +TRAF6 ATP6V0D1 0.6531414518130971 +NME1 ITGB5 0.6530087559157411 +CCNB2 STAT1 0.6529105102069437 +LANCL2 DNAJC30 0.6525665880041749 +TRAF2 ZNF687 0.6520369146095842 +RHOC MVK 0.6518227346418872 +NFKB1 SHB 0.6506567600053601 +HES1 MID2 0.6506426755134654 +RAF1 MID2 0.6506215530739199 +TCF7L2 KCNJ8 0.6506137577374936 +SRF SP1 0.6503908819424191 +CASP9 ZNF687 0.650307067236106 +JAG1 SHB 0.65022770829716 +GSK3B TRAF3 0.6502002016272415 +MCM5 ATF6 0.649767444398758 +TP53 HEBP2 0.6497324402429887 +CASP3 NFKB1 0.649430347892711 +CCNB2 TP53 0.6494053130700552 +PCNA DPPA4 0.6493955598092235 +CAB39L RFX8 0.6492444136266546 +SOCS3 SUB1 0.6492426545550795 +CCNB1 CEACAM19 0.6490221919067273 +CDC20 ARHGEF28 0.6488112243405652 +APC IRF9 0.6486546087491245 +CCNA2 SUB1 0.6485818529518432 +PCNA EIF2AK3 0.6481812265814006 +CHEK1 ERBB2 0.6481158248433435 +ATM ZNF774 0.6475964244533085 +CD55 STAU1 0.6469759524415736 +CASP9 TRMT44 0.6468342060812086 +GSK3B SMAD4 0.6464374622897383 +BAX CXCL17 0.6460095904412362 +DUSP6 TRAF3 0.6458596784775702 +MDM2 ZNF774 0.6458378481272185 +CDC20 FLNB 0.6457104628343099 +RELA STAT3 0.645682684638831 +TP53 TACR3 0.6455133358750912 +IRF9 CHMP4B 0.6453760734778179 +CDH2 DNAJC30 0.6453610739668998 +VIM DPYSL3 0.6453479333682921 +ATP6V0D1 TMX3 0.6451992104895532 +BCL2 SRF 0.6451518094367229 +LANCL2 CD55 0.6445350770971812 +CHCHD4 ANKRD54 0.6443988615015045 +TRAF6 PNMA8C 0.644178612285953 +FOS PAX5 0.6441346690150664 +NME1 SPAG6 0.6437704264208276 +DPPA4 ZNF774 0.6437528755762713 +RELB STAU1 0.6433881101582729 +TP53 ATR 0.6432001177236917 +JUN ZBTB24 0.6426314755534931 ZNF652 RGL1 0.6425907406605581 -NFKB1 ZFP42 0.642575510294388 -ACY3 ZNF652 0.642448634000938 -RELB CALM3 0.6423933567722696 -STAT3 ARHGEF28 0.6420085597044065 -UBAP2L SHB 0.641950467314406 -LANCL2 RHOC 0.6419431599827871 -IKBKG CDH1 0.6417755335301732 -PTEN MMADHC 0.6416152294085455 -MARCKSL1 JMJD6 0.6415966636479405 -KCNJ8 FNIP1 0.6411350481625846 -DVL2 SPATS1 0.641109772942433 -ATM CASP3 0.6410812977410051 -MKI67 SOX2 0.641037504214484 -CCNA2 DPYSL3 0.6408494255074688 -MTOR CHUK 0.640787133712289 -SAA4 CALM3 0.6406964704449771 -DVL2 ACOT6 0.6405850154216397 -STAU1 B4GALNT3 0.6402831699062852 -BRAF EGR1 0.6401445045112087 -CDK1 RAF1 0.6400485003748877 -BAD KIF9 0.639951865889529 -STAT3 RACK1 0.6395898152799296 -ZNF687 HOMER1 0.6394942522941987 -ATP6V0D1 RACK1 0.6393442192293942 -ATF4 ZNF652 0.639293160053713 -AKT2 ZNF774 0.6391792268687336 -APC IRF9 0.6387070081940809 -PIK3CA ACOT6 0.6386936545898293 -MCM5 AKT2 0.6385645472933252 -ATM ANKRD54 0.6384092267510993 -MAPK3 PTPN7 0.638399913203964 -MAP3K14 IDH3B 0.6383893477611963 -NME1 DNAJC30 0.6383626672762945 -BAX BATF3 0.6383221948111656 -SGCB HSP90AB1 0.6383011622043049 -AKT2 RBPJ 0.6380461759864493 -CASP8 LIN28A 0.637920104923451 +NFKB1 ZFP42 0.6425755102943913 +ACY3 ZNF652 0.6424486340009372 +RELB CALM3 0.642393356772271 +TP53 DVL2 0.6421794439123895 +STAT3 ARHGEF28 0.6420085597044077 +UBAP2L SHB 0.6419504673144065 +LANCL2 RHOC 0.6419431599827865 +IKBKG CDH1 0.6417755335301757 +PTEN MMADHC 0.6416152294085464 +MARCKSL1 JMJD6 0.6415966636479362 +DVL2 EVPL 0.6413391321795435 +KCNJ8 FNIP1 0.6411350481625833 +DVL2 SPATS1 0.6411097729424328 +ATM CASP3 0.6410812977410033 +MKI67 SOX2 0.6410375042144825 +CCNA2 DPYSL3 0.6408494255074678 +MTOR CHUK 0.6407871337122911 +SAA4 CALM3 0.6406964704449769 +DVL2 ACOT6 0.6405850154216408 +STAU1 B4GALNT3 0.6402831699062839 +BRAF EGR1 0.6401445045112081 +CDK1 RAF1 0.6400485003748836 +BAD KIF9 0.6399518658895317 +JAK2 ANKRD49 0.6397210209238953 +STAT3 RACK1 0.6395898152799276 +ZNF687 HOMER1 0.6394942522942002 +ATP6V0D1 RACK1 0.6393442192293932 +ATF4 ZNF652 0.6392931600537122 +AKT2 ZNF774 0.6391792268687306 +PIK3CA ACOT6 0.6386936545898305 +MCM5 AKT2 0.6385645472933283 +ATM ANKRD54 0.6384092267511003 +MAPK3 PTPN7 0.6383999132039636 +MAP3K14 IDH3B 0.6383893477611973 +NME1 DNAJC30 0.6383626672762968 +BAX BATF3 0.6383221948111638 +SGCB HSP90AB1 0.6383011622043028 +CTNNB1 TACR3 0.6381715355938986 +AKT2 RBPJ 0.6380461759864456 +CASP8 LIN28A 0.6379201049234475 CCNA2 TMX3 0.6379057140245087 -MCM2 ZFP42 0.6378089985152091 -APC HSP90AB1 0.637502684454994 -AXIN1 ATF4 0.6372669654529363 -SRF TMX3 0.6370752853500149 -CLCN3 TMCO4 0.6369256589928495 -ACY3 HEBP2 0.6368412574192978 -TRMT44 SPAG6 0.6367211950536666 -GSK3B NR1I2 0.6366571363696352 -RACK1 CALM3 0.6364749609477512 -MDM2 EIF2AK3 0.6359296468320984 -BAX MID2 0.6359170711679037 -CCNA2 SHB 0.6358323546263112 -TP53 DVL2 0.6357399019644547 -FNDC7 UBAP2L 0.6356954261067688 -BATF3 ANKRD49 0.6352572596993209 -FAS CD55 0.6352502429744527 -CDK1 NFKBIA 0.6352407733782183 -HES1 ANKRD54 0.6351857503491551 -PIK3CB KIF9 0.6351670865318045 -JMJD6 GDPD5 0.6350343577878 -NANOG EGFR 0.6349403870471838 -NOTCH1 CDH1 0.6348183332562022 -IKBKG MID2 0.6347899360436992 -APC FNDC7 0.6346478975779433 +MCM2 ZFP42 0.6378089985152061 +AXIN1 ATF4 0.6372669654529368 +SRF TMX3 0.6370752853500131 +CLCN3 TMCO4 0.6369256589928516 +ACY3 HEBP2 0.6368412574192966 +TRMT44 SPAG6 0.6367211950536659 +GSK3B NR1I2 0.6366571363696351 +RACK1 CALM3 0.6364749609477514 +EIF2AK3 CTNNB1 0.6362933777203925 +MDM2 EIF2AK3 0.6359296468320998 +BAX MID2 0.6359170711679053 +EVPL FNIP1 0.6358928766576518 +CCNA2 SHB 0.6358323546263066 +FNDC7 UBAP2L 0.6356954261067703 +BATF3 ANKRD49 0.6352572596993231 +FAS CD55 0.6352502429744523 +CDK1 NFKBIA 0.6352407733782174 +HES1 ANKRD54 0.635185750349155 +PIK3CB KIF9 0.6351670865318086 +STAT3 RMC1 0.6350530339716539 +JMJD6 GDPD5 0.6350343577877928 +NANOG EGFR 0.6349403870471845 +NOTCH1 CDH1 0.6348183332562023 +IKBKG MID2 0.6347899360437024 +APC FNDC7 0.6346478975779447 GATA2 MGAT4B 0.6344662828176165 -MST1R TCTN1 0.6339697477869998 -EGR1 ARHGEF4 0.6339481319936642 -CDK2 MID2 0.6335128657713094 -CASP8 LANCL2 0.6334717796894289 -JAG1 KCNJ8 0.6333995368062348 -ATR SGCB 0.6331908455516962 -MMADHC MGA 0.6327894487567953 -TRAF6 CXCL17 0.6327668656794225 -JUN TGFBRAP1 0.6327059632775147 -JUN RYR1 0.6324125564194614 -AXIN1 CHCHD4 0.6323395140462029 -SHARPIN PRTFDC1 0.6322776491614245 -PIK3CB MMADHC 0.6322261652562529 -GEMIN5 SPAG6 0.6319359956010453 -ATF4 MGA 0.6319314907267962 -CDC20 UBQLN2 0.6318370386430046 +APC RHOC 0.6343774130425115 +MST1R TCTN1 0.6339697477869997 +EGR1 ARHGEF4 0.6339481319936674 +CDK2 MID2 0.6335128657713109 +CASP8 LANCL2 0.6334717796894301 +JAG1 KCNJ8 0.6333995368062335 +DVL2 TRAF6 0.6333439591617342 +ATR SGCB 0.6331908455516935 +KRAS MTOR 0.6331665814796548 +MMADHC MGA 0.6327894487567973 +TRAF6 CXCL17 0.6327668656794222 +JUN TGFBRAP1 0.6327059632775153 +JUN RYR1 0.6324125564194633 +AXIN1 CHCHD4 0.6323395140462037 +SHARPIN PRTFDC1 0.6322776491614238 +PIK3CB MMADHC 0.6322261652562551 +GEMIN5 SPAG6 0.6319359956010445 +ATF4 MGA 0.6319314907267978 +CDC20 UBQLN2 0.6318370386430009 MKI67 CBX6 0.6315704548861497 -CDH2 SLC26A4 0.6313121956620809 -CHEK1 KLF11 0.6311762649943536 -NME1 MDH2 0.6310010761923616 -EIF2AK3 FAS 0.6309890174993004 -IRF1 ACTB 0.6304389201542608 -BCL2L11 JMJD6 0.6304052641359098 -ZYG11A CHMP4B 0.6303686877353128 -TP53 ZNF652 0.6302882598661386 -CDK2 RGL1 0.6302776087622118 -CTNNB1 TACR3 0.630261991993418 +JAK2 MYC 0.6314035140168697 +CDH2 SLC26A4 0.6313121956620819 +RMC1 ANKRD54 0.6312076002402183 +CHEK1 KLF11 0.6311762649943539 +NME1 MDH2 0.6310010761923639 +EIF2AK3 FAS 0.6309890174992994 +IRF1 ACTB 0.6304389201542614 +BCL2L11 JMJD6 0.6304052641359092 +ZYG11A CHMP4B 0.6303686877353126 +TP53 ZNF652 0.6302882598661423 +CDK2 RGL1 0.6302776087622107 MKI67 MTOR 0.630054740604947 -KIF9 CD55 0.6300375853452481 -TP53 ACY3 0.6300263827016945 +KIF9 CD55 0.6300375853452435 +TP53 ACY3 0.6300263827016938 POU5F1 FAS 0.6300089361370852 -CD200R1L ANKRD54 0.629430572683306 -SNX25 CHMP4B 0.6294151394945937 -GADD45A SLC25A38 0.6293272593883749 -RELA CHUK 0.629315934361744 -LIN28A SASS6 0.6292876008782464 -MDM2 SOCS3 0.6292193811213591 -TRMT44 ACOT6 0.6289776641084877 -MGA TMX3 0.628967309798473 -CDH2 ZNF687 0.6289052786923637 -SOX2 RACK1 0.6288910113261059 -IKBKG SP1 0.6287464132647178 -LRP6 CXCL17 0.62873732028959 -CDK2 NME1 0.6286739684837821 -CDKN1A ZNF774 0.6285105793578608 -CCNB1 MTOR 0.6284913845280931 -EIF2AK3 CTNNB1 0.6283305937560476 -MDM2 NME1 0.6282268297359093 -JAK2 ANKRD49 0.6277274103010371 -SOX2 PAX5 0.6274061760993334 -DVL2 TRAF6 0.6266874979165172 -FOXO3 IRF1 0.6265346282309014 -STAT3 RMC1 0.6263332675337655 -CASP9 IKBKG 0.626332340373707 -PCNA PIK3CA 0.6261457023356669 -SHARPIN LARGE1 0.6260417509272046 -GADD45A VIM 0.6259941119430908 -B4GALNT3 LRRC36 0.6256641735908547 -KLF11 SLC26A4 0.6255855502623455 -RBPJ HSP90AB1 0.6250418589309829 -MAPK1 CBX6 0.6248320199019042 -STAT1 ZNF687 0.6248234919705572 -BCL2 UBAP2L 0.6244927173874094 -APC RHOC 0.6242869856579237 -CREB1 FOS 0.6242018771162943 -CTNNB1 TRAF2 0.6241248585684619 -CCNA2 MKI67 0.6240771559552812 -REL ACOT6 0.624000005917278 -TRAF2 GUF1 0.6239431426907673 -BCL2 ATF6 0.6239345360871856 -CDKN1A ZBBX 0.6235886641419796 -AKT1 GSK3B 0.6234913437862611 -EVPL FNIP1 0.6232460368070163 -SASS6 FLNB 0.6230615089958057 -GSK3B ATF6 0.623037163301719 -TBC1D10A MVK 0.6228906050235341 -BAD ZBBX 0.6227765424714649 -ACTB GUF1 0.6226436012274451 -CHUK EN1 0.6224997816209852 -SRF SOX2 0.6224939205983474 -PIK3CB TGFBRAP1 0.6221991378236196 -TRAF3 PNMA8C 0.6219686835516942 -FOXO3 UBQLN2 0.6217374912077759 -RMC1 ANKRD54 0.6217024486068012 -CHMP4B RYR1 0.6216671241453382 +CTNNB1 ZYG11A 0.6295621047385599 +CD200R1L ANKRD54 0.6294305726833063 +SNX25 CHMP4B 0.6294151394945933 +GADD45A SLC25A38 0.629327259388375 +RELA CHUK 0.6293159343617464 +LIN28A SASS6 0.629287600878247 +MDM2 SOCS3 0.6292193811213618 +TRMT44 ACOT6 0.6289776641084888 +MGA TMX3 0.6289673097984738 +CDH2 ZNF687 0.6289052786923633 +SOX2 RACK1 0.6288910113261035 +IKBKG SP1 0.6287464132647175 +CTNNB1 NFKBIA 0.6287461493065195 +LRP6 CXCL17 0.6287373202895896 +CDK2 NME1 0.6286739684837827 +CDKN1A ZNF774 0.6285105793578604 +CCNB1 MTOR 0.6284913845280928 +MDM2 NME1 0.6282268297359077 +CTNNB1 TRAF2 0.6281187497576222 +SOX2 PAX5 0.6274061760993328 +FOXO3 IRF1 0.626534628230905 +CASP9 IKBKG 0.6263323403737059 +PCNA PIK3CA 0.6261457023356676 +SHARPIN LARGE1 0.6260417509272007 +GADD45A VIM 0.6259941119430923 +B4GALNT3 LRRC36 0.6256641735908534 +KLF11 SLC26A4 0.6255855502623464 +RBPJ HSP90AB1 0.6250418589309816 +MAPK1 CBX6 0.6248320199019053 +STAT1 ZNF687 0.624823491970559 +CDK2 JAK2 0.6246733292320639 +BCL2 UBAP2L 0.6244927173874109 +CREB1 FOS 0.6242018771162929 +CCNA2 MKI67 0.6240771559552776 +REL ACOT6 0.624000005917279 +EVPL SHARPIN 0.6239923219557948 +TRAF2 GUF1 0.6239431426907669 +BCL2 ATF6 0.6239345360871859 +CDKN1A ZBBX 0.6235886641419786 +CCNB2 DVL2 0.6235677648565137 +AKT1 GSK3B 0.623491343786264 +SASS6 FLNB 0.623061508995808 +GSK3B ATF6 0.6230371633017183 +TBC1D10A MVK 0.6228906050235365 +CHEK1 RPTOR 0.6228092971225057 +BAD ZBBX 0.6227765424714639 +ACTB GUF1 0.6226436012274474 +CHUK EN1 0.6224997816209848 +SRF SOX2 0.6224939205983453 +DVL2 LANCL2 0.6224314079810703 +PIK3CB TGFBRAP1 0.6221991378236227 +TRAF3 PNMA8C 0.6219686835516912 +FOXO3 UBQLN2 0.6217374912077777 +CHMP4B RYR1 0.6216671241453388 MAP3K14 LARGE1 0.6216523423437323 -KRAS MTOR 0.6216224025749907 -CREB1 HSP90AB1 0.6216187799905474 -GADD45A MAPK1 0.6215980599640221 -CTNNB1 ZYG11A 0.6214105728656825 -CTNNB1 NFKBIA 0.621351418931243 -JAG1 TACR3 0.6211128291419477 -SMAD4 TAX1BP1 0.6209608361821788 -RELB MGAT4B 0.6209419815529321 -CHEK1 KCNJ8 0.6203913232362166 -SNX25 HEBP2 0.6203406047586469 -HIF1A AKT1 0.6202606107452967 -IKBKG ITGB5 0.619786528719936 -JAK2 MYC 0.6197597138110349 -CAB39L SUB1 0.619667439053968 -RELA SHARPIN 0.6195144865680382 -HIF1A SLC26A4 0.6194979951121937 -TYK2 LANCL2 0.6193617136945939 -AKT1 FNIP1 0.6193282114801393 -LIN28A SMAD4 0.6193015261672375 -MCM2 PTK7 0.6191706388783802 -RACK1 ANKRD54 0.6190362675827217 -ACTB RFX8 0.6190213050652222 -CDH2 CD55 0.6189447588388166 -SOX2 CHCHD4 0.6188546135219147 -JAG1 TRAF3 0.6185711478027355 -LRP6 PNMA8C 0.6179335453929583 -RAF1 UBAP2L 0.6178845811039346 -AXIN1 FOS 0.6177358716314149 -CDH1 SGCB 0.6175139111100344 -CCNB2 DVL2 0.6174722097505744 -FNDC7 ANKRD49 0.6171205471447195 -TCTN1 ZNF687 0.6170642411750429 -ATM MID2 0.6167876836088474 -ERBB2 B3GAT2 0.6166699024740936 -FNIP1 TMX3 0.6164804204720311 -ZBTB24 TCTN1 0.6164565301010214 -DLL1 TRAF6 0.6164111263692958 -MCM5 TRAF6 0.616362202771818 -SNX25 JMJD6 0.6161972035716863 -STAT1 ATP6V0D1 0.6161229843576541 -CDK1 MAP3K14 0.6156598603276074 -HES1 PRDM14 0.6154766366871669 -GADD45A HES1 0.6153477396512966 -STAU1 ANKRD54 0.615273500218192 -MCM5 CHEK2 0.615209917431119 -MTOR GDPD5 0.6151092636643088 -DVL2 LANCL2 0.6150765415499898 -ATR BAD 0.6150660814179634 -DVL2 ARHGEF28 0.6147979720253826 -HOMER1 ARHGEF4 0.6145278183079117 -TRMT44 GEMIN5 0.6143801666753264 -CCNB2 RAF1 0.6142338068256312 -UNC13D FLNB 0.6141589155839765 -CHEK1 RPTOR 0.6139673073676704 -DPPA4 ZBTB24 0.6139418039825875 -CASP8 RYR1 0.6138706276124689 -LANCL2 KLF11 0.6137601986363719 -FAS ATF6 0.6136469733511104 -CDK1 SLC25A38 0.6136142261931758 +CREB1 HSP90AB1 0.621618779990543 +GADD45A MAPK1 0.6215980599640211 +JAG1 TACR3 0.6211128291419437 +SMAD4 TAX1BP1 0.6209608361821789 +RELB MGAT4B 0.6209419815529318 +CHEK1 KCNJ8 0.6203913232362152 +SNX25 HEBP2 0.6203406047586454 +HIF1A AKT1 0.6202606107452971 +IKBKG ITGB5 0.6197865287199371 +CAB39L SUB1 0.6196674390539687 +RELA SHARPIN 0.6195144865680341 +HIF1A SLC26A4 0.6194979951121946 +TYK2 LANCL2 0.6193617136945946 +AKT1 FNIP1 0.6193282114801423 +LIN28A SMAD4 0.6193015261672381 +MCM2 PTK7 0.6191706388783779 +RACK1 ANKRD54 0.6190362675827171 +ACTB RFX8 0.6190213050652215 +CDH2 CD55 0.6189447588388172 +SOX2 CHCHD4 0.6188546135219156 +JAG1 TRAF3 0.6185711478027386 +LRP6 PNMA8C 0.6179335453929579 +RAF1 UBAP2L 0.6178845811039333 +AXIN1 FOS 0.617735871631416 +CDH1 SGCB 0.6175139111100366 +FNDC7 ANKRD49 0.617120547144721 +TCTN1 ZNF687 0.6170642411750432 +ATM MID2 0.6167876836088476 +ERBB2 B3GAT2 0.6166699024740928 +FNIP1 TMX3 0.6164804204720342 +ZBTB24 TCTN1 0.616456530101022 +DLL1 TRAF6 0.6164111263692944 +MCM5 TRAF6 0.6163622027718214 +SNX25 JMJD6 0.6161972035716861 +STAT1 ATP6V0D1 0.6161229843576563 +KRAS SGCB 0.6158257059525323 +CDK1 MAP3K14 0.6156598603276073 +HES1 PRDM14 0.615476636687166 +GADD45A HES1 0.6153477396512952 +STAU1 ANKRD54 0.6152735002181915 +MCM5 CHEK2 0.6152099174311167 +MTOR GDPD5 0.6151092636643097 +ATR BAD 0.615066081417962 +DVL2 ARHGEF28 0.614797972025383 +HOMER1 ARHGEF4 0.6145278183079091 +CHUK EVPL 0.614454605752834 +TRMT44 GEMIN5 0.6143801666753262 +CCNB2 RAF1 0.614233806825627 +UNC13D FLNB 0.6141589155839781 +DPPA4 ZBTB24 0.6139418039825874 +CASP8 RYR1 0.6138706276124675 +LANCL2 KLF11 0.613760198636374 +FAS ATF6 0.6136469733511098 +CDK1 SLC25A38 0.6136142261931763 CHEK2 MAP3K14 0.6136098653001736 -CTNNB1 VIM 0.6135945291088872 -TCF7L2 HEBP2 0.6134973575379686 -LRP6 DPPA4 0.6133464530747091 -MVK GUF1 0.61318951291293 -PIK3CA SOCS3 0.6131342421756913 -IKBKB CBX6 0.6131154188020538 -SOCS3 CD200R1L 0.6129838925580839 -ATM ZBBX 0.6129491013601968 -MAPK3 PRDM14 0.6127187037046636 -EVPL SHARPIN 0.6127046352121204 -GADD45A NME1 0.6123827109804125 -GADD45A TRAF2 0.6123281075364221 -MTOR PNMA8C 0.6121566493130304 -RBPJ ACTB 0.6121329543295174 -CDK2 JAK2 0.6120569360183422 -NFKBIA EGFR 0.6119962623515108 +CTNNB1 VIM 0.6135945291088888 +TCF7L2 HEBP2 0.6134973575379665 +LRP6 DPPA4 0.6133464530747095 +MVK GUF1 0.6131895129129331 +PIK3CA SOCS3 0.6131342421756949 +IKBKB CBX6 0.6131154188020548 +SOCS3 CD200R1L 0.6129838925580842 +ATM ZBBX 0.6129491013601958 +EVPL KCNJ8 0.612808532770796 +MAPK3 PRDM14 0.6127187037046654 +GADD45A NME1 0.6123827109804102 +GADD45A TRAF2 0.6123281075364188 +MTOR PNMA8C 0.6121566493130305 +RBPJ ACTB 0.6121329543295145 +NFKBIA EGFR 0.6119962623515106 BRAF PNMA8C 0.6116649185484326 -GSK3B UBAP2L 0.6114134014823286 -CDH2 ATF6 0.6113996819011457 -CASP3 SGCB 0.6113224924356314 +GSK3B UBAP2L 0.6114134014823308 +CDH2 ATF6 0.6113996819011435 +CASP3 SGCB 0.6113224924356307 MKI67 MAPK3 0.6110888625531891 -CDH1 TMCO4 0.6108734513023264 -RAF1 MST1R 0.610793663275556 -FOXO3 FNIP1 0.6105951217481806 -TRAF2 ANKRD49 0.6105208549935403 -AKT2 MVK 0.6102904830975897 -CCNB1 MAPK1 0.61021180036551 -MAPK3 CD55 0.6100423735076469 -TRMT44 MGA 0.609981691984537 -LANCL2 TCTN1 0.6099543090651047 -BCL2L11 FAS 0.6098411887011769 -BCL2 CXCL17 0.609803570320895 -GATA2 ZBTB24 0.6095488360858591 -BCL2L11 MARCKSL1 0.6095468992356271 -LRP6 PTK7 0.6094805149425504 -JAG1 ZNF687 0.609473210081141 -CDK2 IKBKB 0.6093861272842417 -MAP3K14 KLF4 0.609369508650475 -BCL2L11 PTPN7 0.6091526022496953 -ZNF774 ZBTB24 0.6089650666163854 -ADAM17 CBX6 0.6089171396190924 -UBQLN2 SASS6 0.6089006788766284 -JUN ANKRD49 0.6088619847555831 -MCM2 PRDM14 0.6086335451512545 -UBQLN2 FLNB 0.608314484765439 -TYK2 PRDM14 0.6082910409712825 -PRDM14 EN1 0.6079750145938068 -CASP3 ACY3 0.6079009940787107 -CCNB2 ZFP42 0.6076258051067731 -KIF9 CHMP4B 0.6075589011859401 -AXIN1 MGAT4B 0.6074196176867297 -CD200R1L FNIP1 0.6073888026885437 -CASP3 POU5F1 0.6073210526290506 -TRAF6 IDH3B 0.6070782487146633 -HES1 TAX1BP1 0.6069508625879223 -ATF6 TCTN1 0.606644617797801 -FNIP1 SUB1 0.6066112762571458 -ATF4 FOS 0.6065154359994183 -CCNA2 NANOG 0.606423607873779 -RELA HSP90AB1 0.6060766453268527 -PTEN SASS6 0.6060658448947721 +CDH1 TMCO4 0.6108734513023257 +RAF1 MST1R 0.6107936632755542 +FOXO3 FNIP1 0.6105951217481825 +TRAF2 ANKRD49 0.6105208549935377 +AKT2 MVK 0.61029048309759 +CCNB1 MAPK1 0.6102118003655096 +MAPK3 CD55 0.6100423735076462 +TRMT44 MGA 0.6099816919845389 +LANCL2 TCTN1 0.6099543090651031 +BCL2L11 FAS 0.6098411887011751 +BCL2 CXCL17 0.6098035703208948 +GATA2 ZBTB24 0.6095488360858592 +BCL2L11 MARCKSL1 0.6095468992356253 +LRP6 PTK7 0.609480514942552 +JAG1 ZNF687 0.6094732100811403 +CDK2 IKBKB 0.6093861272842419 +MAP3K14 KLF4 0.6093695086504749 +BCL2L11 PTPN7 0.6091526022496948 +ZNF774 ZBTB24 0.6089650666163829 +ADAM17 CBX6 0.6089171396190937 +UBQLN2 SASS6 0.6089006788766299 +JUN ANKRD49 0.6088619847555846 +MCM2 PRDM14 0.6086335451512539 +UBQLN2 FLNB 0.6083144847654384 +TYK2 PRDM14 0.6082910409712827 +PRDM14 EN1 0.6079750145938064 +CASP3 ACY3 0.607900994078709 +CCNB2 ZFP42 0.6076258051067701 +KIF9 CHMP4B 0.6075589011859415 +AXIN1 MGAT4B 0.6074196176867346 +CD200R1L FNIP1 0.607388802688544 +CASP3 POU5F1 0.607321052629053 +TRAF6 IDH3B 0.6070782487146624 +HES1 TAX1BP1 0.60695086258792 +ATF6 TCTN1 0.6066446177978035 +FNIP1 SUB1 0.60661127625715 +ATF4 FOS 0.6065154359994147 +CCNA2 NANOG 0.6064236078737788 +RELA HSP90AB1 0.606076645326852 +PTEN SASS6 0.6060658448947743 MAPK3 CREB1 0.6060058778418955 -NANOG SUB1 0.605731671652089 -TP53 ADAM17 0.605340679403311 -ERBB2 FNIP1 0.6052627195559626 -GSK3B CLCN3 0.6051924816936882 -EVPL KCNJ8 0.6050705434457416 -NFKBIA ZNF774 0.6045884180114323 -AXIN1 RHOC 0.6041948675794755 -LRP6 SP1 0.6041912639353644 -KRAS SGCB 0.6040658958604818 -PTPN7 HSP90AB1 0.6040393437508682 +NANOG SUB1 0.60573167165209 +DVL2 CDH2 0.6056950857309463 +TP53 ADAM17 0.6053406794033084 +ERBB2 FNIP1 0.6052627195559644 +GSK3B CLCN3 0.6051924816936897 +NFKBIA ZNF774 0.6045884180114312 +AXIN1 RHOC 0.6041948675794756 +LRP6 SP1 0.604191263935366 +PTPN7 HSP90AB1 0.6040393437508678 BCL2 HSP90AB1 0.6039724167276718 -CXCL17 ZNF687 0.6035400397291248 -RAF1 NFKBIA 0.6034000404892355 -TP53 SDSL 0.6033431143964532 -MCM2 TGFBRAP1 0.6030310409664614 +JAK2 LANCL2 0.603620840456124 +CXCL17 ZNF687 0.6035400397291245 +RAF1 NFKBIA 0.603400040489239 +TP53 SDSL 0.6033431143964549 +MCM2 TGFBRAP1 0.603031040966465 CDK1 RELA 0.6028377441493146 -PTEN SMAD4 0.6027726145332211 -MTOR RELA 0.6027478766086466 -BRAF SHB 0.6026588725017656 -AXIN1 SGCB 0.6026383417690494 -ATP6V0D1 JMJD6 0.6024738693204951 -CHUK EVPL 0.6023103663961701 +PTEN SMAD4 0.6027726145332183 +MTOR RELA 0.6027478766086467 +BRAF SHB 0.6026588725017668 +AXIN1 SGCB 0.6026383417690525 +ATP6V0D1 JMJD6 0.6024738693204936 +TRAF6 EVPL 0.6021985600654792 VIM CHMP4B 0.6012033488599308 -ATM ATP6V0D1 0.6010070185747718 -DVL2 CXCL17 0.6005674868809584 -JMJD6 B4GALNT3 0.6003115664893501 -STAT1 SAA4 0.6000913870116115 -PIK3CA SHARPIN 0.60006374110578 -DVL2 CDH2 0.5999590627624416 -KIF9 GUF1 0.5999462670748728 -EIF2AK3 PRDM14 0.5994936667479488 -IKBKB SMAD4 0.599377363812407 -SGCB B3GAT2 0.599278772345391 -RPTOR CD200R1L 0.599238439771066 -CASP8 HES1 0.5991237378835996 -NFKBIA RGL1 0.5990444186384168 -GADD45A TRAF3 0.5987915880123061 -MST1R SHB 0.5986014111644671 -AKT2 SHARPIN 0.5985507632589577 -RELA PRDM14 0.5984654643532045 -SOX2 MST1R 0.5981077535124965 -UNC13D PNMA8C 0.597769638091742 -ZNF652 TGFBRAP1 0.5977132537205291 -CCNB2 ATR 0.5975826686924375 -ACTB CLCN3 0.5973266891450846 -RAF1 B4GALNT3 0.5967913486152068 -ZBBX ZNF687 0.5967498595143047 -CDH1 CAB39L 0.5966692704699718 -MKI67 CS 0.5965057658740356 -PTPN7 FOS 0.5963696590698271 -NFKB1 ZBTB24 0.5958669554145106 -NME1 HSP90AB1 0.5958217451569953 -AKT2 RYR1 0.5957685712430716 -TCEA3 HSP90AB1 0.5957059348742327 -MDM2 ERBB2 0.5956576723922573 -NFKBIA HSP90AB1 0.5954181167475752 -LIN28A SHARPIN 0.5951825874369587 -CDK1 CASP8 0.5950068901049627 -ZNF774 FLNB 0.5948123117748829 -JAG1 MID2 0.5945581354812994 -RBPJ JUN 0.5942406299756745 -BAX MST1R 0.5941352126261007 +ATM ATP6V0D1 0.6010070185747733 +DVL2 CXCL17 0.6005674868809581 +POU5F1 TCTN1 0.6003726880335397 +JMJD6 B4GALNT3 0.6003115664893465 +STAT1 SAA4 0.6000913870116112 +PIK3CA SHARPIN 0.6000637411057759 +KIF9 GUF1 0.5999462670748752 +EIF2AK3 PRDM14 0.5994936667479446 +IKBKB SMAD4 0.5993773638124069 +SGCB B3GAT2 0.5992787723453903 +RPTOR CD200R1L 0.5992384397710662 +CASP8 HES1 0.5991237378836001 +NFKBIA RGL1 0.5990444186384163 +GADD45A TRAF3 0.5987915880123055 +MST1R SHB 0.5986014111644651 +AKT2 SHARPIN 0.5985507632589554 +RELA PRDM14 0.5984654643532038 +SOX2 MST1R 0.5981077535124946 +UNC13D PNMA8C 0.5977696380917432 +ZNF652 TGFBRAP1 0.5977132537205275 +CCNB2 ATR 0.5975826686924371 +ACTB CLCN3 0.5973266891450877 +KRAS MGA 0.597093887628021 +MKI67 RPTOR 0.597037343109966 +RAF1 B4GALNT3 0.596791348615206 +ZBBX ZNF687 0.5967498595143038 +CDH1 CAB39L 0.5966692704699722 +MKI67 CS 0.5965057658740366 +PTPN7 FOS 0.5963696590698266 +NFKB1 ZBTB24 0.5958669554145113 +NME1 HSP90AB1 0.5958217451569935 +AKT2 RYR1 0.5957685712430719 +TCEA3 HSP90AB1 0.5957059348742334 +MDM2 ERBB2 0.5956576723922589 +NFKBIA HSP90AB1 0.5954181167475743 +LIN28A SHARPIN 0.5951825874369541 +BAD DVL2 0.5951404493379355 +CDK1 CASP8 0.5950068901049611 +ZNF774 FLNB 0.5948123117748805 +JAG1 MID2 0.5945581354812982 +RBPJ JUN 0.5942406299756732 +BAX MST1R 0.5941352126260988 ATP6V0D1 GATA2 0.5941014834201742 LIN28A FOS 0.5939859592925508 -CLCN3 SGCB 0.5935016833603171 -POU5F1 TCTN1 0.5933282602592773 -LRP6 TBC1D10A 0.5933065562725253 -CASP8 AKT1 0.5930648412471783 -TCEA3 DPYSL3 0.5925859242760836 -ATF6 TBC1D10A 0.5925295889469663 -ITGB5 GDPD5 0.5925012798621905 -BRAF SUB1 0.5924191450975506 -AKT1 RELA 0.5924117749049285 -MVK ARHGEF4 0.5920281654976316 -GEMIN5 ANKRD54 0.5919124293405565 -TCEA3 CAB39L 0.5917975235822007 -GADD45A RELA 0.5916616596777973 -CCNB2 CXCL17 0.5913800775172312 -MAPK3 GATA2 0.5911103999762559 -JAK2 LANCL2 0.5907261714263536 -B4GALNT3 B3GAT2 0.590545121263747 -EGR1 CBX6 0.59033831917685 -CASP8 FOS 0.5899782117187282 -PIK3CB ARHGEF28 0.5898353894716245 +CLCN3 SGCB 0.5935016833603186 +LRP6 TBC1D10A 0.5933065562725282 +CASP8 AKT1 0.5930648412471811 +TCEA3 DPYSL3 0.5925859242760841 +ATF6 TBC1D10A 0.5925295889469668 +ITGB5 GDPD5 0.5925012798621916 +BRAF SUB1 0.5924191450975498 +AKT1 RELA 0.5924117749049291 +MVK ARHGEF4 0.5920281654976319 +GEMIN5 ANKRD54 0.5919124293405582 +TCEA3 CAB39L 0.5917975235822013 +GADD45A RELA 0.5916616596777953 +CCNB2 CXCL17 0.5913800775172309 +MAPK3 GATA2 0.5911103999762556 +B4GALNT3 B3GAT2 0.5905451212637464 +EGR1 CBX6 0.5903383191768499 +CASP8 FOS 0.5899782117187278 +PIK3CB ARHGEF28 0.5898353894716258 RAF1 MTOR 0.5895448537187694 -CHEK1 CASP3 0.5894921446882845 -DLL1 TRAF2 0.5894361401918481 -RELA GATA2 0.5894069324060704 -CAB39L ANKRD54 0.5893687950689962 -NOTCH1 MDH2 0.5893449265448993 -CHMP4B PAX5 0.5887758520256929 -TRAF6 EVPL 0.5887427302423702 -MCM2 ARHGEF28 0.5886526327552605 +CHEK1 CASP3 0.5894921446882841 +DLL1 TRAF2 0.5894361401918462 +RELA GATA2 0.5894069324060688 +CAB39L ANKRD54 0.589368795068997 +NOTCH1 MDH2 0.5893449265449031 +RPTOR CDH1 0.5891640014667556 +CHMP4B PAX5 0.588775852025692 +MCM2 ARHGEF28 0.5886526327552617 SOCS3 CEACAM19 0.5885808789848332 -CTNNB1 B3GAT2 0.5885724270845089 -TBC1D10A MID2 0.5884100339652109 -GSK3B TACR3 0.5882600311803633 -BAD DVL2 0.5882419874528949 -CHMP4B CAB39L 0.5881537307298522 -MKI67 RPTOR 0.5881025462060931 -CDK2 PAX5 0.5880337546623746 -CDK1 MST1R 0.5879199033505983 -MTOR ATP6V0D1 0.5877643234237522 -TRAF6 FAS 0.5875289597403245 -HSP90AB1 PRTFDC1 0.5875012539080576 -EIF2AK3 ADAM17 0.5873389266467668 +CTNNB1 B3GAT2 0.5885724270845082 +TBC1D10A MID2 0.5884100339652111 +GSK3B TACR3 0.5882600311803621 +CHMP4B CAB39L 0.588153730729853 +CDK2 PAX5 0.5880337546623725 +POU5F1 CALM3 0.587923324487719 +CDK1 MST1R 0.5879199033505965 +MTOR ATP6V0D1 0.5877643234237566 +RPTOR LRP6 0.5876165237542496 +TRAF6 FAS 0.5875289597403238 +HSP90AB1 PRTFDC1 0.5875012539080541 +RPTOR TAX1BP1 0.5873620530720906 +EIF2AK3 ADAM17 0.5873389266467647 BAX PRTFDC1 0.5871703288041349 -HES1 EGFR 0.586962609438285 -IRF9 GATA2 0.5867788251059938 -SLC25A38 B4GALNT3 0.5866246894583432 -BAD CHUK 0.5865892467943904 -JMJD6 TRMT44 0.5863936956469288 -ZBBX MVK 0.5863318739250167 -MCM2 IKBKG 0.5862697650182471 -POU5F1 CALM3 0.5861738325506648 -CASP3 GATA2 0.5860196451939604 -CASP3 CAB39L 0.5858643509674054 -KRAS MGA 0.5852822299965538 -MAP3K7 RGL1 0.5849276778110133 -B3GAT2 PRTFDC1 0.5848102942017396 -IKBKG SHARPIN 0.5846020593996395 -SP1 GEMIN5 0.5843620578743279 -TYK2 MDH2 0.5841958980506923 -BAD LANCL2 0.5838563971704464 -SHARPIN SLC25A38 0.5838052052428717 -BATF3 RGL1 0.5836280197922004 -REL TCEA3 0.5834169149021481 -TRAF6 CALM3 0.5832243774259082 -CREB1 DNAJC30 0.5829752073897052 -SP1 PAX5 0.5827128894259399 -MCM5 MSLN 0.5826962555423592 -CCNB2 JMJD6 0.5826552000225962 -NFKB1 RELB 0.5824991829737014 -MDM2 IDH3B 0.5822667154468987 -PIK3CA JAG1 0.5822339314805456 -HES1 EN1 0.581863779830931 -MAPK3 CDH2 0.5817110904308841 -MARCKSL1 GDPD5 0.5816704041934173 -RAF1 FNDC7 0.5816020185050869 -MTOR B4GALNT3 0.5815056912685479 -GADD45A LARGE1 0.581309177102417 -DUSP6 ANKRD54 0.5812928011938976 -IKBKG SDSL 0.5812924801894257 -PIK3CA GEMIN5 0.5811113968721912 -PTEN NFKBIA 0.5808899802592611 -PTEN SHB 0.580456328166887 -PIK3CB LANCL2 0.5802044627607954 -BRAF RELB 0.5801443189314649 -KLF11 TBC1D10A 0.5800368935493431 -MCM2 BCL2 0.5800269121407208 -CDH1 TAX1BP1 0.5797550378311301 +MAP3K7 RGL1 0.587123612207373 +HES1 EGFR 0.5869626094382846 +IRF9 GATA2 0.5867788251059939 +SLC25A38 B4GALNT3 0.5866246894583436 +BAD CHUK 0.5865892467943924 +JMJD6 TRMT44 0.5863936956469251 +ZBBX MVK 0.5863318739250158 +MCM2 IKBKG 0.5862697650182499 +CASP8 CTNNB1 0.5861860072735321 +CASP3 GATA2 0.5860196451939605 +CASP3 CAB39L 0.5858643509674075 +KRAS SDSL 0.5854769500767314 +B3GAT2 PRTFDC1 0.5848102942017389 +IKBKG SHARPIN 0.5846020593996357 +SP1 GEMIN5 0.5843620578743263 +APC JUN 0.5842760221916148 +TYK2 MDH2 0.5841958980506902 +BAD LANCL2 0.5838563971704468 +SHARPIN SLC25A38 0.5838052052428657 +KRAS LANCL2 0.5836497372534359 +BATF3 RGL1 0.5836280197921989 +PIK3CA POU5F1 0.5835578838107282 +REL TCEA3 0.5834169149021486 +TRAF6 CALM3 0.5832243774259119 +CREB1 DNAJC30 0.5829752073897055 +SP1 PAX5 0.5827128894259395 +MCM5 MSLN 0.5826962555423586 +CCNB2 JMJD6 0.582655200022593 +NFKB1 RELB 0.5824991829737054 +MDM2 IDH3B 0.5822667154468957 +PIK3CA JAG1 0.5822339314805441 +HES1 EN1 0.5818637798309306 +MAPK3 CDH2 0.58171109043088 +MARCKSL1 GDPD5 0.5816704041934163 +RAF1 FNDC7 0.5816020185050883 +MTOR B4GALNT3 0.5815056912685482 +GADD45A LARGE1 0.5813091771024154 +DUSP6 ANKRD54 0.5812928011938955 +IKBKG SDSL 0.5812924801894248 +PIK3CA GEMIN5 0.5811113968721913 +PTEN NFKBIA 0.5808899802592616 +PTEN SHB 0.5804563281668875 +MCM2 POU5F1 0.580432631273852 +PIK3CB LANCL2 0.580204462760798 +BRAF RELB 0.5801443189314639 +KLF11 TBC1D10A 0.580036893549344 +MCM2 BCL2 0.580026912140721 +CDH1 TAX1BP1 0.5797550378311297 SNX25 GATA2 0.5795202903041778 -ZBTB24 SHB 0.5792974885971829 -LANCL2 BATF3 0.5791753067451623 -RPTOR CDH1 0.5791421919935926 -NOTCH1 MMADHC 0.579132431814365 -CDC20 PAX5 0.5789239433756453 -RELA ACTB 0.578725553785126 -CASP8 CTNNB1 0.5782102294312772 -UBAP2L MSLN 0.5781984021003345 -LIN28A RYR1 0.5781051087869872 -RPTOR TAX1BP1 0.5779930381461967 -CCNB2 JAG1 0.5779139743332978 -MCM2 ACTB 0.5775824722279285 -RPTOR LRP6 0.5775751355138133 -STAU1 GUF1 0.5774862625238507 -PIK3CA POU5F1 0.577393777822815 -KRAS SDSL 0.5772675324223809 -FOXO3 TRMT44 0.5771879285500277 -ACOT6 MVK 0.5771166940345893 -SGCB FLNB 0.576808796300793 -BAX SNX25 0.576547640706095 -RAF1 RGL1 0.5762545540375102 -EN1 ZBTB24 0.5759644753535667 -TP53 CDKN1A 0.5758457405687798 -KLF4 MSLN 0.5752112216894784 -AKT1 HEBP2 0.5750747008552537 +ZBTB24 SHB 0.5792974885971819 +LANCL2 BATF3 0.5791753067451618 +NOTCH1 MMADHC 0.579132431814364 +CDC20 PAX5 0.5789239433756448 +RELA ACTB 0.5787255537851232 +MCM5 RPTOR 0.5784180358480604 +BRAF RMC1 0.5783635297303206 +UBAP2L MSLN 0.5781984021003339 +LIN28A RYR1 0.5781051087869876 +CCNB2 JAG1 0.5779139743332972 +CHEK1 CTNNB1 0.577735531069116 +MCM2 ACTB 0.5775824722279282 +CTNNB1 SHARPIN 0.5775564899833096 +STAU1 GUF1 0.5774862625238519 +FOXO3 TRMT44 0.5771879285500272 +ACOT6 MVK 0.5771166940345903 +SGCB FLNB 0.5768087963007937 +CDK1 POU5F1 0.5766462730875569 +BAX SNX25 0.5765476407060932 +MAP3K7 DNAJC30 0.5762886566946602 +RAF1 RGL1 0.5762545540375091 +EN1 ZBTB24 0.5759644753535663 +TP53 CDKN1A 0.5758457405687822 +KLF4 MSLN 0.5752112216894779 +AKT1 HEBP2 0.5750747008552503 MAP3K14 TRAF6 0.5750378788426629 -CASP8 NOTCH1 0.5746712348825959 -NME1 SHB 0.5745922836197139 -TP53 TRMT44 0.5744147326547578 -FOXO3 BATF3 0.5743466669554167 -REL ARHGEF4 0.5742199551711531 -CDK2 SHB 0.57407059537023 -TCEA3 CLCN3 0.5738602523569072 -BRAF KLF4 0.5734865185695458 -PCNA ATF6 0.5734171245390142 -APC JUN 0.5733110518460495 -MCM2 POU5F1 0.573243797285959 -FOS ZNF774 0.5729434632523444 -RACK1 B4GALNT3 0.5728613619640787 -MAPK3 EGR1 0.5727163926725837 -RAF1 SOX2 0.572671543827328 -CCNA2 CDH1 0.5726707997792102 +CASP8 NOTCH1 0.5746712348825956 +NME1 SHB 0.5745922836197143 +TP53 TRMT44 0.5744147326547608 +FOXO3 BATF3 0.5743466669554189 +REL ARHGEF4 0.5742199551711505 +CDK2 SHB 0.5740705953702274 +TCEA3 CLCN3 0.5738602523569079 +BRAF KLF4 0.5734865185695468 +PCNA ATF6 0.5734171245390128 +FOS ZNF774 0.572943463252342 +RACK1 B4GALNT3 0.5728613619640771 +MAPK3 EGR1 0.5727163926725836 +RAF1 SOX2 0.5726715438273273 +CCNA2 CDH1 0.5726707997792065 KLF4 PRDM14 0.5725017458277318 -PTEN ANKRD49 0.5722020849555829 -CTNNB1 SHARPIN 0.5719023913507824 -ACTB ARHGEF28 0.5716567021435748 -CAB39L MDH2 0.5712714591427854 -CCNB2 GEMIN5 0.5712627764077755 -KRAS LANCL2 0.5712475566436607 -JAK2 EN1 0.5712309840801505 -TRMT44 FLNB 0.5711975466027432 -ACTB KLF11 0.5711616610301481 -CASP8 CHMP4B 0.5710339900658769 -LIN28A FNIP1 0.5706998673927186 +PTEN ANKRD49 0.5722020849555849 +ACTB ARHGEF28 0.571656702143576 +CAB39L MDH2 0.5712714591427881 +CCNB2 GEMIN5 0.5712627764077786 +JAK2 EN1 0.5712309840801502 +TRMT44 FLNB 0.5711975466027426 +ACTB KLF11 0.571161661030148 +CASP8 CHMP4B 0.5710339900658762 +LIN28A FNIP1 0.570699867392723 TACR3 GATA2 0.5704340844838348 -CHEK1 CTNNB1 0.5703739332087593 DPPA4 VIM 0.5703229098191162 -LRP6 TCTN1 0.5702393996523132 -GADD45A RAF1 0.570193326031537 -CD55 LRRC36 0.5701213295878959 -MCM5 GADD45A 0.5699507515193234 -PIK3CA ATP6V0D1 0.5698804267799338 -CDH1 RGL1 0.5698415202630693 -B4GALNT3 MGA 0.5698052836230203 -CDK1 POU5F1 0.5692039882365019 -VIM UBQLN2 0.5690546697435686 -DUSP6 PAX5 0.5689109069469167 -TRAF6 SGCB 0.5687523256882634 +LRP6 TCTN1 0.5702393996523148 +GADD45A RAF1 0.5701933260315374 +CD55 LRRC36 0.5701213295878946 +MCM5 GADD45A 0.5699507515193222 +PIK3CA ATP6V0D1 0.5698804267799321 +CDH1 RGL1 0.5698415202630681 +B4GALNT3 MGA 0.5698052836230211 +LIN28A RMC1 0.569731991382054 +CTNNB1 DNAJC30 0.5691607532800919 +VIM UBQLN2 0.569054669743567 +DUSP6 PAX5 0.5689109069469162 +TRAF6 SGCB 0.5687523256882641 CHEK2 DPPA4 0.5687370974012725 -LANCL2 TRMT44 0.5684029016681625 -MCM5 RPTOR 0.5682032229094482 -BRAF RMC1 0.5681795607638243 -NME1 SDSL 0.5680535024329679 -NANOG GEMIN5 0.5679027041517366 -HEBP2 RGL1 0.5678411858203292 -BATF3 ZYG11A 0.5676598133499801 -GSK3B NFKBIA 0.5676193400796626 -TCF7L2 UBAP2L 0.5676189669809566 -BAX BRAF 0.5675626542136041 -CCNA2 BRAF 0.567551114285179 -STAT1 ZNF652 0.5672922796199694 -ATF6 FLNB 0.5671872696020414 -MAP3K7 DNAJC30 0.5671000217104488 -CDC20 ZNF652 0.5668485951738897 -MARCKSL1 ARHGEF4 0.5667023727547369 +LANCL2 TRMT44 0.568402901668162 +NME1 SDSL 0.5680535024329652 +NANOG GEMIN5 0.5679027041517316 +CCNA2 MAP3K7 0.567855056691285 +HEBP2 RGL1 0.5678411858203272 +BATF3 ZYG11A 0.5676598133499756 +GSK3B NFKBIA 0.5676193400796625 +TCF7L2 UBAP2L 0.5676189669809562 +BAX BRAF 0.567562654213603 +CCNA2 BRAF 0.5675511142851783 +STAT1 ZNF652 0.567292279619971 +ATF6 FLNB 0.5671872696020427 +CDC20 ZNF652 0.5668485951738862 +MARCKSL1 ARHGEF4 0.566702372754737 DPYSL3 PNMA8C 0.5664907267635684 -PIK3CB UBQLN2 0.5664766586299766 -MGAT4B B4GALNT3 0.5663135774087438 -ADAM17 UBQLN2 0.5658907258363195 -JUN MID2 0.5658749193347901 -FOXO3 MAP3K14 0.5657954452802625 -CDH1 MDH2 0.565731774679075 -ADAM17 FLNB 0.5657079318498731 -CASP3 DUSP6 0.5656725191873535 -BCL2L11 TRAF3 0.5652956459342865 +PIK3CB UBQLN2 0.5664766586299769 +MGAT4B B4GALNT3 0.566313577408742 +MTOR APC 0.5660102480212809 +ADAM17 UBQLN2 0.5658907258363155 +JUN MID2 0.5658749193347916 +FOXO3 MAP3K14 0.5657954452802624 +CDH1 MDH2 0.5657317746790747 +ADAM17 FLNB 0.5657079318498724 +CASP3 DUSP6 0.5656725191873543 +BCL2L11 TRAF3 0.5652956459342875 EGFR RHOC 0.5652813702054703 -ATF6 CHCHD4 0.564539304955321 -CHEK2 CASP8 0.5641561653560878 -MAP3K14 NANOG 0.5641242285418138 -AKT1 TACR3 0.564059649601794 -ZFP42 CHMP4B 0.5640293091735982 -TCF7L2 TYK2 0.563451268715482 -ZFP42 EN1 0.5634091373991312 +CTNNB1 SOCS3 0.5652374809601897 +ATF6 CHCHD4 0.56453930495532 +PIK3CA JAK2 0.5644803143028735 +CHEK2 CASP8 0.5641561653560879 +MAP3K14 NANOG 0.5641242285418137 +AKT1 TACR3 0.5640596496017948 +ZFP42 CHMP4B 0.5640293091735944 +TCF7L2 TYK2 0.5634512687154832 +ZFP42 EN1 0.5634091373991309 MARCKSL1 ANKRD49 0.5632871836679777 -SMAD4 NME1 0.5628128351595618 -CREB1 PPP1R13B 0.562793837386659 -STAT1 CDH1 0.5627144996570994 -EIF2AK3 CAB39L 0.5626793626652775 -EGFR PRTFDC1 0.5625516320612293 -BCL2 SMAD4 0.5623577897360217 -GADD45A SPAG6 0.562332867658579 -ACY3 STAU1 0.5621331877096146 -FOS BATF3 0.5621188541635174 -BCL2L11 B3GAT2 0.5621146566195679 +SMAD4 NME1 0.5628128351595606 +CREB1 PPP1R13B 0.5627938373866566 +STAT1 CDH1 0.5627144996571015 +EIF2AK3 CAB39L 0.5626793626652732 +EGFR PRTFDC1 0.5625516320612277 +BCL2 SMAD4 0.5623577897360212 +GADD45A SPAG6 0.5623328676585783 +ACY3 STAU1 0.562133187709614 +FOS BATF3 0.5621188541635118 +BCL2L11 B3GAT2 0.5621146566195673 JAG1 GATA2 0.5619626829857411 -HIF1A SDSL 0.5619603415036727 -GATA2 STAU1 0.5618571067726176 -KCNJ8 HSP90AB1 0.5617157244225179 -RAF1 GDPD5 0.561571341635337 -SRF B3GAT2 0.5611592860044307 -ACTB SLC26A4 0.5610257436692031 -MAPK3 ZFP42 0.56054658036935 -JAG1 ATF4 0.5604234199113836 -CTNNB1 DNAJC30 0.5602461696919177 -CHEK1 CHMP4B 0.5601529844489905 -GADD45A REL 0.5600451220542745 -MAP3K7 GATA2 0.55965719253085 -RBPJ CS 0.5595355827191606 -LIN28A RMC1 0.5595243952301535 -CHUK CAB39L 0.5593622213694891 -UBQLN2 LRRC36 0.5593544557129079 -CCNA2 MAP3K7 0.5592715270939149 -BAX JAG1 0.5592250454596877 -PTPN7 NFKBIA 0.559185890183008 -TRAF2 ZFP42 0.559146314297327 -SMAD4 FLNB 0.5591209854839064 -RELB RGL1 0.5588038339151117 -CASP3 ARHGEF28 0.5586838801974228 -ATR ARHGEF4 0.558282424847272 -GSK3B LARGE1 0.5581394804893919 -AXIN1 POU5F1 0.558107627272093 -MDM2 ACY3 0.5579066375995546 -VIM TGFBRAP1 0.5575831321363375 -LRP6 PRTFDC1 0.5573657980321711 -BAX TCF7L2 0.5573595597004705 -ATM SASS6 0.5572747784224275 -MAPK1 LRP6 0.5571362809806218 -EIF2AK3 MDH2 0.55702262092259 -TRAF3 CD200R1L 0.556988232690628 -ACY3 SASS6 0.5567227172874448 -CTNNB1 SOCS3 0.5566144528628567 -CCNB1 FNDC7 0.5563742889058585 -CHMP4B MDH2 0.5563487834483989 -APC SPAG6 0.556207121801974 -MMADHC CHMP4B 0.5561709897268126 -CDH2 SMAD4 0.5561207594193662 -CREB1 ATP6V0D1 0.5561087235618517 -CREB1 SHARPIN 0.5561040320888315 -MST1R GEMIN5 0.5559245747343673 -ITGB5 TCTN1 0.5558744046405933 -PCNA IKBKB 0.5557787312562354 -MCM2 CD200R1L 0.5557311149567555 -IDH3B ARHGEF28 0.5554710387227423 -TBC1D10A PTK7 0.5553838531623528 -PRDM14 TAX1BP1 0.5549543465373419 -NFKB1 TMX3 0.554911232134318 -PIK3CB FNIP1 0.5548196100414603 -CCNA2 ARHGEF28 0.554674079267412 -MTOR APC 0.5546515808993904 +HIF1A SDSL 0.5619603415036718 +GATA2 STAU1 0.5618571067726177 +KCNJ8 HSP90AB1 0.5617157244225198 +RAF1 GDPD5 0.5615713416353416 +SRF B3GAT2 0.56115928600443 +DVL2 MMADHC 0.5610709537143054 +ACTB SLC26A4 0.561025743669204 +MAPK3 ZFP42 0.560546580369348 +JAG1 ATF4 0.560423419911384 +CHEK1 CHMP4B 0.5601529844489904 +GADD45A REL 0.5600451220542759 +MAP3K7 GATA2 0.5596571925308524 +RBPJ CS 0.5595355827191617 +CHUK CAB39L 0.5593622213694897 +UBQLN2 LRRC36 0.5593544557129065 +BAX JAG1 0.5592250454596867 +PTPN7 NFKBIA 0.5591858901830076 +TRAF2 ZFP42 0.5591463142973234 +SMAD4 FLNB 0.5591209854839081 +RELB RGL1 0.558803833915109 +CASP3 ARHGEF28 0.5586838801974241 +ATR ARHGEF4 0.5582824248472702 +AXIN1 POU5F1 0.5582352861169056 +GSK3B LARGE1 0.558139480489391 +MDM2 ACY3 0.5579066375995538 +MAP3K7 TRAF6 0.5578021383532762 +VIM TGFBRAP1 0.5575831321363367 +LRP6 PRTFDC1 0.5573657980321672 +BAX TCF7L2 0.5573595597004714 +ATM SASS6 0.5572747784224272 +MAPK1 LRP6 0.5571362809806196 +EIF2AK3 MDH2 0.5570226209225885 +TRAF3 CD200R1L 0.5569882326906284 +PTEN DVL2 0.5567331326376439 +ACY3 SASS6 0.5567227172874442 +CCNB1 FNDC7 0.55637428890586 +CHMP4B MDH2 0.5563487834483992 +APC SPAG6 0.5562071218019733 +MMADHC CHMP4B 0.5561709897268136 +CDH2 SMAD4 0.556120759419363 +CREB1 ATP6V0D1 0.5561087235618528 +CREB1 SHARPIN 0.5561040320888277 +MST1R GEMIN5 0.5559245747343659 +ITGB5 TCTN1 0.5558744046405943 +PCNA IKBKB 0.5557787312562358 +MCM2 CD200R1L 0.5557311149567559 +IDH3B ARHGEF28 0.5554710387227426 +TBC1D10A PTK7 0.5553838531623532 +PRDM14 TAX1BP1 0.5549543465373414 +NFKB1 TMX3 0.554911232134319 +PIK3CB FNIP1 0.5548196100414657 +CCNA2 ARHGEF28 0.5546740792674125 BAD NFKBIA 0.5544705110606405 -CHMP4B SUB1 0.5544575095517607 -NOTCH1 SMAD4 0.55391843761834 -AKT2 SPATS1 0.5538529415189888 -VIM JMJD6 0.5538305458098773 -MYC ZNF652 0.5537611435301362 -DVL2 MMADHC 0.5535724469660552 -CASP9 GATA2 0.5533186291635481 -ACTB NR1I2 0.5532227526464252 -ATM LRP6 0.5532065406664346 -CEACAM19 TRMT44 0.5531377831304363 -TRAF6 PPP1R13B 0.5529467084653581 -RELA SUB1 0.5528574397793172 -RAF1 TRAF6 0.5527297335673437 -MKI67 RYR1 0.5526736377432765 -RAF1 JUN 0.5525107132083987 -SOX2 ACY3 0.5522588524925698 -PTEN DVL2 0.5521688365839763 -IRF9 KLF4 0.5518616114458383 -FLNB NME8 0.5516913548732639 -CTNNB1 ARHGEF4 0.5514601329091944 -SOX2 PPP1R13B 0.5514172515097151 -KLF11 ARHGEF28 0.5513625097742745 -PTK7 MDH2 0.5513387226760776 -EGFR ARHGEF4 0.5512856565766 -TRAF6 CD55 0.5511188913309025 -MYC JMJD6 0.5510767768504602 -LRP6 ERBB2 0.5510212444174206 -PIK3CA JAK2 0.5508350853190698 -TYK2 MVK 0.5507864880578497 -TCEA3 HOMER1 0.5506738330650058 -FNIP1 PRTFDC1 0.5505849568758061 -CHMP4B GEMIN5 0.5503972729748815 -FOXO3 GEMIN5 0.5500422844088901 -UBAP2L GUF1 0.5499172650809461 -TRAF3 ERBB2 0.5498124741286496 -MST1R MVK 0.5498028126277646 -CHEK1 CBX6 0.5495758144278254 -PIK3CB TRAF3 0.5495155561738575 -NFKB1 DNAJC30 0.5492340830430181 -PIK3CB HOMER1 0.5490776258355738 -GSK3B LIN28A 0.5490743132221345 -MAP3K7 TRAF6 0.5489682160136921 -MARCKSL1 HOMER1 0.5489653931769048 -JUN B3GAT2 0.548934543555086 -TP53 ATP6V0D1 0.5489305363902209 -ERBB2 HSP90AB1 0.5489285280912328 -PTPN7 HOMER1 0.5488207977633655 -SNX25 STAU1 0.5487199053146475 -PIK3CA ACY3 0.5486871339794124 -ATR SASS6 0.5486693733339523 -PIK3CB MGAT4B 0.5485743958499469 -CALM3 GUF1 0.5485347986515176 -RHOC SLC26A4 0.5484254814311298 -MYC MGAT4B 0.5482104090302795 -TRAF6 B3GAT2 0.5481675878317469 -SMAD4 RACK1 0.5480975037481072 -ZNF652 GUF1 0.5478924306958675 -EIF2AK3 JUN 0.5478861036404838 -CALM3 SUB1 0.5477080471934084 -SLC25A38 MDH2 0.5475055671550638 -NOTCH1 ERBB2 0.5475033840963701 +CHMP4B SUB1 0.5544575095517591 +NOTCH1 SMAD4 0.5539184376183408 +AKT2 SPATS1 0.5538529415189886 +VIM JMJD6 0.5538305458098742 +MYC ZNF652 0.5537611435301356 +CASP9 GATA2 0.5533186291635485 +ACTB NR1I2 0.5532227526464228 +ATM LRP6 0.5532065406664358 +CEACAM19 TRMT44 0.5531377831304375 +TRAF6 PPP1R13B 0.5529467084653596 +RELA SUB1 0.5528574397793173 +RAF1 TRAF6 0.5527297335673391 +MKI67 RYR1 0.5526736377432789 +RAF1 JUN 0.552510713208398 +SOX2 ACY3 0.552258852492569 +IRF9 KLF4 0.5518616114458393 +FLNB NME8 0.5516913548732649 +CTNNB1 ARHGEF4 0.5514601329091927 +SOX2 PPP1R13B 0.551417251509717 +KLF11 ARHGEF28 0.5513625097742757 +PTK7 MDH2 0.5513387226760805 +EGFR ARHGEF4 0.5512856565766003 +NFKBIA JAK2 0.5512626921338787 +TRAF6 CD55 0.5511188913309006 +MYC JMJD6 0.5510767768504583 +LRP6 ERBB2 0.551021244417424 +TYK2 MVK 0.5507864880578489 +TCEA3 HOMER1 0.5506738330650065 +FNIP1 PRTFDC1 0.550584956875807 +CHMP4B GEMIN5 0.5503972729748773 +CDK1 EVPL 0.5501050771182472 +FOXO3 GEMIN5 0.55004228440889 +UBAP2L GUF1 0.5499172650809483 +TRAF3 ERBB2 0.5498124741286492 +MST1R MVK 0.5498028126277634 +CHEK1 CBX6 0.5495758144278269 +PIK3CB TRAF3 0.5495155561738608 +NFKB1 DNAJC30 0.5492340830430199 +PIK3CB HOMER1 0.5490776258355762 +GSK3B LIN28A 0.5490743132221365 +MARCKSL1 HOMER1 0.5489653931769023 +JUN B3GAT2 0.5489345435550853 +TP53 ATP6V0D1 0.5489305363902224 +ERBB2 HSP90AB1 0.5489285280912297 +PTPN7 HOMER1 0.5488207977633651 +SNX25 STAU1 0.5487199053146488 +PIK3CA ACY3 0.548687133979412 +ATR SASS6 0.5486693733339518 +PIK3CB MGAT4B 0.5485743958499506 +CALM3 GUF1 0.5485347986515207 +RHOC SLC26A4 0.5484254814311307 +MYC MGAT4B 0.5482104090302788 +TRAF6 B3GAT2 0.5481675878317461 +SMAD4 RACK1 0.548097503748106 +ZNF652 GUF1 0.5478924306958682 +EIF2AK3 JUN 0.5478861036404811 +CALM3 SUB1 0.5477080471934098 +SLC25A38 MDH2 0.5475055671550642 +NOTCH1 ERBB2 0.5475033840963709 GATA2 B4GALNT3 0.5474447849512301 -HIF1A STAT3 0.5473814730108765 -CCNB1 EN1 0.5472258334887251 -MTOR ACY3 0.5472104190131832 +HIF1A STAT3 0.5473814730108795 +CCNB1 EN1 0.5472258334887248 +MTOR ACY3 0.5472104190131826 CEACAM19 B4GALNT3 0.5471808477098994 KLF11 TAX1BP1 0.5467389869048245 -IKBKB ZFP42 0.5466274931174403 -AXIN1 LARGE1 0.5465322799246031 +IKBKB ZFP42 0.5466274931174404 +AXIN1 LARGE1 0.5465322799246003 CREB1 NME1 0.5460891723310786 AKT2 PRTFDC1 0.5460692516420379 -MTOR NFKBIA 0.5460126422249987 -ATM CS 0.5459265062397386 -NFKBIA TMX3 0.5458176340893419 -BCL2L11 TGFBRAP1 0.5457430275495123 -MGAT4B FLNB 0.5457231336689246 -CDK2 LIN28A 0.5452868233946668 -B3GAT2 ZNF687 0.545252183481723 -ZBBX CBX6 0.545215012825105 -GADD45A SGCB 0.544984822198777 -DUSP6 TMX3 0.5446307477768331 -UBAP2L SUB1 0.5443949737307933 -RGL1 PRTFDC1 0.5442490031357684 -EN1 CLCN3 0.5441874605775652 -CDK1 BATF3 0.5440009939790181 -EIF2AK3 HEBP2 0.5436212450271095 -LIN28A KCNJ8 0.5434698572965913 -ATM SLC25A38 0.5431839169384257 -NFKB1 LANCL2 0.5427831612833411 -PRDM14 CD55 0.5427510160535731 -AKT1 IKBKG 0.5422069605009602 -SLC25A38 SUB1 0.5418385702336529 -TP53 GUF1 0.541809957557021 +MTOR NFKBIA 0.5460126422250022 +ATM CS 0.545926506239737 +NFKBIA TMX3 0.5458176340893397 +BCL2L11 TGFBRAP1 0.5457430275495134 +MGAT4B FLNB 0.5457231336689257 +CDK2 LIN28A 0.5452868233946697 +B3GAT2 ZNF687 0.5452521834817223 +ZBBX CBX6 0.545215012825104 +CASP3 MAP3K7 0.5450870506322629 +GADD45A SGCB 0.5449848221987775 +DUSP6 TMX3 0.5446307477768324 +UBAP2L SUB1 0.544394973730793 +RGL1 PRTFDC1 0.5442490031357672 +EN1 CLCN3 0.5441874605775648 +CDK1 BATF3 0.5440009939790142 +EIF2AK3 HEBP2 0.5436212450271065 +LIN28A KCNJ8 0.5434698572965899 +RPTOR ARHGEF4 0.5432868646113372 +ATM SLC25A38 0.5431839169384263 +NFKB1 LANCL2 0.5427831612833427 +PRDM14 CD55 0.5427510160535717 +AKT1 IKBKG 0.5422069605009618 +SLC25A38 SUB1 0.5418385702336532 +TP53 GUF1 0.5418099575570272 KIF9 FNIP1 0.5417639714795414 -ATR EN1 0.5414783720063114 -MCM2 PRTFDC1 0.541350882468281 -ATR REL 0.5411898778072628 -ATF4 RFX8 0.5411807387752293 -TMX3 B3GAT2 0.5411610952856571 -MAPK1 JMJD6 0.5409637688355687 -MGAT4B SPAG6 0.5408548907235223 +ATR EN1 0.5414783720063111 +MCM2 PRTFDC1 0.5413508824682773 +ATR REL 0.5411898778072644 +ATF4 RFX8 0.5411807387752284 +TMX3 B3GAT2 0.5411610952856565 +MAPK1 JMJD6 0.5409637688355642 +MGAT4B SPAG6 0.5408548907235216 CCNA2 CDH2 0.5404937622748682 -CEACAM19 UBAP2L 0.5404549328855554 -CCNB1 HSP90AB1 0.5402720496897011 -CASP3 MAP3K7 0.5400782459526242 -RPTOR ARHGEF4 0.5397356756088636 -ACY3 TMX3 0.5395515250030704 -CASP8 MAP3K14 0.5393069131717039 -CCNA2 TAX1BP1 0.5390835280808678 -CCNB2 CALM3 0.5390780393364016 -CDKN1A TGFBRAP1 0.5389934194085064 -BCL2L11 SMAD4 0.5389830402323599 -SRF ATP6V0D1 0.5383181298253007 -GADD45A TACR3 0.5382640769590206 -LANCL2 ZNF687 0.5379290157523245 -KLF11 RYR1 0.5377716609062457 -PTEN B3GAT2 0.5377407943208627 -NFKBIA JAK2 0.5374273450266919 -TRAF6 GATA2 0.5374251414037513 -EN1 STAU1 0.5371310315055016 -AXIN1 TMX3 0.5370865131654654 -TCF7L2 MYC 0.5367098889384467 -NFKBIA ANKRD49 0.5365916666919731 -SAA4 UBAP2L 0.5364098627115265 -CDK1 EVPL 0.5359911385109893 -TYK2 ZYG11A 0.5359713979373261 -AKT1 SHARPIN 0.5359463040081908 -BAX SPAG6 0.5358768098434662 -MST1R TMX3 0.5355017499910556 -BAX VIM 0.5354175724373413 -FOXO3 ATF6 0.535208262328144 -DPPA4 SP1 0.5351445304528678 -HEBP2 B4GALNT3 0.5350319826592754 -CD200R1L DNAJC30 0.5349909620883324 -MAPK1 EGFR 0.5346126132162949 -RELB SAA4 0.5345516489578066 -RAF1 TGFBRAP1 0.5345398108034133 -SRF AKT2 0.5344079726280482 -TCF7L2 UNC13D 0.5343111965911695 -TYK2 MST1R 0.5341796042326741 -SLC25A38 TMCO4 0.5341219055952611 -BAD TCF7L2 0.5340125336383453 -HES1 SASS6 0.5336192653296156 -RELA IKBKG 0.5334851813485512 -MAPK1 NANOG 0.5334816040021206 +CEACAM19 UBAP2L 0.5404549328855572 +CCNB1 HSP90AB1 0.5402720496896992 +ACY3 TMX3 0.5395515250030696 +CASP8 MAP3K14 0.5393069131717038 +CCNA2 TAX1BP1 0.5390835280808682 +CCNB2 CALM3 0.539078039336403 +CDKN1A TGFBRAP1 0.538993419408508 +BCL2L11 SMAD4 0.5389830402323625 +SRF ATP6V0D1 0.5383181298252967 +GADD45A TACR3 0.5382640769590225 +JAK2 KCNJ8 0.5380328288688686 +LANCL2 ZNF687 0.5379290157523273 +KLF11 RYR1 0.5377716609062501 +PTEN B3GAT2 0.5377407943208621 +TRAF6 GATA2 0.5374251414037504 +EN1 STAU1 0.5371310315055012 +AXIN1 TMX3 0.5370865131654665 +RPTOR RHOC 0.5370454659366292 +CTNNB1 CHUK 0.5368353935238579 +TCF7L2 MYC 0.5367098889384466 +NFKBIA ANKRD49 0.5365916666919764 +SAA4 UBAP2L 0.5364098627115264 +TYK2 ZYG11A 0.535971397937325 +AKT1 SHARPIN 0.5359463040081888 +BAX SPAG6 0.5358768098434661 +MST1R TMX3 0.5355017499910559 +BAX VIM 0.5354175724373432 +FOXO3 ATF6 0.5352082623281433 +DPPA4 SP1 0.5351445304528674 +HEBP2 B4GALNT3 0.5350319826592728 +CD200R1L DNAJC30 0.5349909620883326 +MAPK1 EGFR 0.5346126132162957 +RELB SAA4 0.5345516489578064 +RAF1 TGFBRAP1 0.5345398108034136 +SRF AKT2 0.5344079726280453 +TCF7L2 UNC13D 0.5343111965911707 +TYK2 MST1R 0.5341796042326733 +SLC25A38 TMCO4 0.5341219055952643 +BAD TCF7L2 0.5340125336383507 +HES1 SASS6 0.5336192653296146 +POU5F1 TGFBRAP1 0.5334873062357124 +RELA IKBKG 0.5334851813485524 +MAPK1 NANOG 0.5334816040021217 BCL2L11 GATA2 0.5332868468244755 -MDM2 BCL2L11 0.5331781129975306 -AXIN1 NANOG 0.5331453961767842 -FAS DPYSL3 0.5329560276938404 -MAP3K2 SOCS3 0.5328923884969373 -CCNB2 MST1R 0.532871323691579 -CDKN1A CHMP4B 0.5328664445052687 -KLF4 UBAP2L 0.5327651541330982 -ZNF652 RYR1 0.5326826030819428 -CDK2 REL 0.5326109049805021 -CCNA2 SOCS3 0.5320519573858137 -IKBKG FNDC7 0.5318370398090645 -MMADHC CLCN3 0.5318190276092997 -AXIN1 MSLN 0.5317624621694268 -CHEK1 CHCHD4 0.5316985869772685 -GADD45A CHMP4B 0.5316346232575319 -CDC20 ACY3 0.5315239230525293 -LIN28A ATF4 0.5314935237905558 -LIN28A TMX3 0.5313782367555089 -JAK2 KCNJ8 0.531370263392352 -SLC26A4 CAB39L 0.5308942696233726 -EGFR PAX5 0.5307437318621875 -TP53 ZYG11A 0.5306096195630339 -NFKBIA MDH2 0.5305567555219437 -ITGB5 FLNB 0.5305490095055124 -CDH1 SASS6 0.5305209510925476 -FNDC7 TRMT44 0.5305170493430919 -ATF6 ANKRD49 0.5303225047486564 -PIK3CA DPYSL3 0.5301584335915346 -SNX25 ARHGEF4 0.5300155087085793 -FNIP1 ZBTB24 0.5299575563434477 -CDC20 SPAG6 0.5298914760325691 -ITGB5 MDH2 0.5293327709619507 -ATR NANOG 0.5292582099545807 -BAD MID2 0.5291601940291056 -KCNJ8 TMX3 0.5290959600203938 -CTNNB1 CHUK 0.5290237829929684 -SHARPIN NME8 0.5289840458180541 -EGR1 FLNB 0.5289526013852216 -CDKN1A CHEK1 0.5286925985551313 -CDK1 ADAM17 0.5286212672279127 -DVL2 NOTCH1 0.5285413180044509 -POU5F1 TGFBRAP1 0.5285143703954228 +MDM2 BCL2L11 0.5331781129975324 +AXIN1 NANOG 0.5331453961767868 +FAS DPYSL3 0.53295602769384 +MAP3K2 SOCS3 0.5328923884969393 +CCNB2 MST1R 0.5328713236915771 +CDKN1A CHMP4B 0.5328664445052694 +KLF4 UBAP2L 0.5327651541330969 +ZNF652 RYR1 0.5326826030819395 +CDK2 REL 0.5326109049805031 +CCNA2 SOCS3 0.5320519573858126 +MDM2 RPTOR 0.531882745532641 +IKBKG FNDC7 0.5318370398090659 +MMADHC CLCN3 0.5318190276093012 +AXIN1 MSLN 0.5317624621694262 +CHEK1 CHCHD4 0.5316985869772672 +GADD45A CHMP4B 0.5316346232575317 +CDC20 ACY3 0.5315239230525285 +LIN28A ATF4 0.5314935237905555 +LIN28A TMX3 0.5313782367555102 +SLC26A4 CAB39L 0.5308942696233736 +EGFR PAX5 0.530743731862187 +DVL2 NOTCH1 0.53063312884725 +TP53 ZYG11A 0.5306096195630349 +NFKBIA MDH2 0.5305567555219439 +ITGB5 FLNB 0.5305490095055135 +CDH1 SASS6 0.5305209510925477 +FNDC7 TRMT44 0.5305170493430933 +ATF6 ANKRD49 0.5303225047486596 +PIK3CA DPYSL3 0.5301584335915354 +SNX25 ARHGEF4 0.5300155087085808 +FNIP1 ZBTB24 0.5299575563434484 +CDC20 SPAG6 0.5298914760325684 +MAP3K7 CDH2 0.5295984248166059 +ITGB5 MDH2 0.5293327709619564 +ATR NANOG 0.5292582099545808 +BAD MID2 0.5291601940291062 +KCNJ8 TMX3 0.5290959600203926 +SHARPIN NME8 0.528984045818055 +EGR1 FLNB 0.5289526013852199 +CDKN1A CHEK1 0.528692598555132 +CDK1 ADAM17 0.5286212672279149 FOS CEACAM19 0.5284179459867419 -TMX3 SHB 0.5283493982308112 -BRAF ZNF687 0.5281185827181072 -SMAD4 NME8 0.5280418696158405 -IKBKB ARHGEF4 0.5278080672900304 -TRAF2 SLC26A4 0.5273982332594045 -CCNA2 SOX2 0.5273606010922726 -CCNB1 DPYSL3 0.5272321676295595 -GSK3B JMJD6 0.5269617782742977 -TYK2 CBX6 0.5269356790188957 -CASP3 CBX6 0.5268062213586042 -TBC1D10A TRMT44 0.5267213416956298 -ANKRD49 RGL1 0.5266440395896276 -TCF7L2 STAU1 0.5263386270164039 -JUN MST1R 0.5261333646781982 -RPTOR RHOC 0.5260928939010618 -MTOR CBX6 0.5259715924542203 -MAP3K2 ZNF687 0.5257067349108265 -NANOG ATF4 0.5254970672749616 -CHEK2 ITGB5 0.5250830018627693 -IRF1 CHCHD4 0.5248017480115951 -MCM2 CHEK1 0.5245233098187997 -CHEK1 EGR1 0.5244926725481625 -MCM5 CHUK 0.5242741537210922 -DPYSL3 SPATS1 0.5240530101608805 -CCNB1 RYR1 0.5239742858692 -BATF3 GEMIN5 0.5235016471788683 -CHEK1 NR1I2 0.523488939843681 -KCNJ8 ZYG11A 0.5233662230438867 -ATR SDSL 0.5232988379578719 -SMAD4 HSP90AB1 0.5232483410718943 -RBPJ SUB1 0.5232287535733269 -EIF2AK3 ATF6 0.5232143122334799 -FAS BATF3 0.52300108239129 -MTOR MYC 0.5228746887760795 -MMADHC RGL1 0.5228567779383237 -SOX2 NANOG 0.5228496581429013 -CD55 NME8 0.5226965187601257 -POU5F1 MSLN 0.5224950605984054 +TMX3 SHB 0.5283493982308102 +BRAF ZNF687 0.5281185827181067 +SMAD4 NME8 0.5280418696158415 +EVPL TACR3 0.5278965428627296 +IKBKB ARHGEF4 0.5278080672900334 +EVPL HOMER1 0.527752518339473 +TRAF2 SLC26A4 0.5273982332594055 +CCNA2 SOX2 0.5273606010922716 +CCNB1 DPYSL3 0.5272321676295623 +APC SOCS3 0.5271397842974893 +GSK3B JMJD6 0.5269617782742978 +TYK2 CBX6 0.5269356790188976 +CASP3 CBX6 0.5268062213586083 +TBC1D10A TRMT44 0.5267213416956328 +ANKRD49 RGL1 0.5266440395896239 +TCF7L2 STAU1 0.5263386270164047 +JUN MST1R 0.5261333646781975 +MTOR CBX6 0.5259715924542225 +MAP3K2 ZNF687 0.5257067349108295 +NANOG ATF4 0.5254970672749635 +APC ATF4 0.5252573189385421 +CHEK2 ITGB5 0.5250830018627685 +IRF1 CHCHD4 0.5248017480115958 +MCM2 CHEK1 0.524523309818799 +CHEK1 EGR1 0.5244926725481619 +MCM5 CHUK 0.5242741537210927 +DPYSL3 SPATS1 0.5240530101608804 +CCNB1 RYR1 0.5239742858691977 +BATF3 GEMIN5 0.523501647178866 +CHEK1 NR1I2 0.52348893984368 +KCNJ8 ZYG11A 0.5233662230438847 +ATR SDSL 0.5232988379578709 +SMAD4 HSP90AB1 0.5232483410718926 +RBPJ SUB1 0.5232287535733248 +EIF2AK3 ATF6 0.5232143122334779 +KRAS DPYSL3 0.523150507188016 +FAS BATF3 0.5230010823912882 +MTOR MYC 0.5228746887760778 +MMADHC RGL1 0.5228567779383247 +SOX2 NANOG 0.5228496581429011 +CD55 NME8 0.5226965187601266 +POU5F1 MSLN 0.5224950605984067 CCNB1 GDPD5 0.5224769578827367 -TACR3 RYR1 0.5223368329062514 -CREB1 CLCN3 0.5223084197267382 -FOS FAS 0.5222364504886818 -FOXO3 STAT1 0.5221465107406353 -PCNA HIF1A 0.5221307031265853 -NANOG ZNF774 0.5221116125530806 -ANKRD54 GDPD5 0.5218859194330726 -CDK1 CHUK 0.5217550810974078 -MYC MDH2 0.5216462412572236 -CDKN1A TMX3 0.5212072958721289 -MVK TMX3 0.5209609891939666 -MTOR CAB39L 0.5208317665818383 -CASP9 IRF1 0.5207965858084466 -MDM2 RPTOR 0.5207876621317495 -IKBKB RHOC 0.5206820074833681 -MAP3K7 CDH2 0.5206337829352778 -CCNA2 PCNA 0.5206278719433242 -RELA TYK2 0.5206131043344402 -RPTOR RMC1 0.5206129625334835 -IRF1 TACR3 0.5204681078438048 -ATF6 SAA4 0.5203303999833505 -CDK1 LRP6 0.5203172933740992 -STAT3 CD55 0.5202928843962221 -CASP9 MVK 0.51987136459958 -PTK7 DNAJC30 0.5196415837855659 -TP53 MDH2 0.5194566708621124 +TACR3 RYR1 0.5223368329062539 +CREB1 CLCN3 0.5223084197267394 +FOS FAS 0.5222364504886825 +FOXO3 STAT1 0.5221465107406343 +PCNA HIF1A 0.5221307031265936 +NANOG ZNF774 0.5221116125530781 +ANKRD54 GDPD5 0.5218859194330744 +CDK1 CHUK 0.5217550810974049 +MYC MDH2 0.5216462412572263 +MAP3K7 NOTCH1 0.5212312482936595 +CDKN1A TMX3 0.5212072958721293 +MVK TMX3 0.5209609891939635 +MTOR CAB39L 0.5208317665818389 +POU5F1 LANCL2 0.5208185750806178 +CASP9 IRF1 0.5207965858084432 +IKBKB RHOC 0.520682007483368 +CCNA2 PCNA 0.5206278719433229 +RELA TYK2 0.5206131043344395 +IRF1 TACR3 0.5204681078438047 +ATF6 SAA4 0.5203303999833508 +CDK1 LRP6 0.5203172933740977 +STAT3 CD55 0.5202928843962179 +JAK2 SNX25 0.5200841183787671 +CASP9 MVK 0.5198713645995796 +PTK7 DNAJC30 0.5196415837855691 +TP53 MDH2 0.5194566708621137 GATA2 HOMER1 0.5193467881095976 -RAF1 UBQLN2 0.5192752343137705 -PTPN7 IKBKB 0.5192409245505396 -TRAF3 PTK7 0.5191212662741932 -GSK3B SPATS1 0.5190842887424506 -ACTB ZBTB24 0.5190181023149464 -BCL2 TRAF6 0.5187578912487316 -CLCN3 SUB1 0.5186225366143178 -NME1 NR1I2 0.5186102215521232 -NOTCH1 STAT3 0.5185188177325938 -BAX BCL2L11 0.5183376529415344 -PIK3CA TMCO4 0.5182398936595822 -ATF4 RGL1 0.5179509146356487 -CDH1 JMJD6 0.5178756910347546 -DPYSL3 SLC25A38 0.5177807899316316 -ATM PRTFDC1 0.5177384315277013 -ATM IRF1 0.5175931033141307 -MCM2 DUSP6 0.5174291671603913 -CREB1 ZNF774 0.5173507914032902 -ZFP42 JUN 0.5170465039010683 -ATR UBQLN2 0.5168418751787796 -IRF9 SOX2 0.5167194207601556 -JMJD6 ARHGEF28 0.5165455876253002 -HIF1A ADAM17 0.5162849266940809 -PTPN7 DPYSL3 0.516261805640659 -BAD CAB39L 0.516108776648984 -STAT1 CAB39L 0.5158321898790081 -RBPJ LARGE1 0.5154035175655057 -JMJD6 MGA 0.5153327213770013 -CDK1 CREB1 0.5151610710055132 -ZFP42 MGAT4B 0.5151607254823958 -VIM SGCB 0.5149382651389254 -APC SOCS3 0.5148273109303634 -ACY3 MGAT4B 0.5146112586727389 -IDH3B CAB39L 0.514609846594137 -ATR TMX3 0.5144406975388218 -TCTN1 GDPD5 0.5144283540726651 -EVPL HOMER1 0.5142204163847699 -TCF7L2 TRAF3 0.5140111295716917 -JAK2 UNC13D 0.5138496731679397 -EVPL TACR3 0.5137045590039423 -MAP3K7 NOTCH1 0.5136312210826859 -POU5F1 LANCL2 0.5134677848828301 -APC ATF4 0.5134504272512848 -AKT2 SNX25 0.513250574802994 -MTOR CEACAM19 0.5131252964446201 +RAF1 UBQLN2 0.5192752343137701 +EVPL SHB 0.5192671390698022 +PTPN7 IKBKB 0.5192409245505392 +TRAF3 PTK7 0.5191212662741934 +CHEK1 APC 0.5191155384516435 +GSK3B SPATS1 0.5190842887424504 +ACTB ZBTB24 0.5190181023149453 +BCL2 TRAF6 0.5187578912487304 +APC EGR1 0.5187223577744141 +CLCN3 SUB1 0.5186225366143189 +APC DPPA4 0.5186145039323905 +NME1 NR1I2 0.5186102215521211 +NOTCH1 STAT3 0.5185188177325892 +BAX BCL2L11 0.5183376529415372 +PIK3CA TMCO4 0.5182398936595823 +KIF9 RMC1 0.5180389551557721 +ATF4 RGL1 0.517950914635648 +CDH1 JMJD6 0.5178756910347523 +DPYSL3 SLC25A38 0.5177807899316325 +ATM PRTFDC1 0.5177384315277006 +ATM IRF1 0.5175931033141319 +MCM2 DUSP6 0.5174291671603904 +CREB1 ZNF774 0.5173507914032878 +ZFP42 JUN 0.5170465039010684 +ATR UBQLN2 0.5168418751787797 +IRF9 SOX2 0.5167194207601549 +JMJD6 ARHGEF28 0.5165455876253013 +HIF1A ADAM17 0.5162849266940808 +PTPN7 DPYSL3 0.5162618056406587 +BAD CAB39L 0.5161087766489847 +STAT1 CAB39L 0.51583218987901 +RBPJ LARGE1 0.5154035175655045 +JMJD6 MGA 0.5153327213770029 +CDK1 CREB1 0.515161071005511 +ZFP42 MGAT4B 0.5151607254823976 +VIM SGCB 0.5149382651389269 +ACY3 MGAT4B 0.5146112586727383 +IDH3B CAB39L 0.5146098465941358 +ATR TMX3 0.5144406975388213 +TCTN1 GDPD5 0.5144283540726677 +TCF7L2 TRAF3 0.5140111295716934 +JAK2 UNC13D 0.5138496731679408 +AKT2 SNX25 0.513250574802997 +MTOR CEACAM19 0.5131252964446178 DPPA4 CEACAM19 0.5130898849773452 -MGAT4B TCTN1 0.5130525779655948 -ATM CDH1 0.5128769464150298 -MAPK1 HES1 0.5126774398215957 -UBQLN2 UBAP2L 0.5123950160158307 -MKI67 JUN 0.5120951992070801 -HES1 RACK1 0.5120246056243231 -SOCS3 RELB 0.5118927140010063 -LIN28A RHOC 0.5118649320128466 -KLF4 STAU1 0.5114804472009574 -STAT3 TYK2 0.5111489327160466 -PIK3CA RELB 0.5110331780643905 -DPPA4 LRRC36 0.5109976950792062 -GADD45A GUF1 0.5109888281583244 -CHMP4B STAU1 0.5108595895227204 -FOXO3 DVL2 0.5105503108288284 -CCNB2 MAP3K2 0.5100395402406129 -CCNB2 SP1 0.5099677902289631 -TRAF3 PRDM14 0.5091861934244584 -KRAS DPYSL3 0.5091206530233279 -KLF4 CEACAM19 0.5087613011442794 -CREB1 SAA4 0.5086539778287272 -CDKN1A ATF6 0.5086525646478876 -CCNB1 IKBKB 0.5085256517932112 -TRAF3 ATP6V0D1 0.5081471545784257 -UNC13D HEBP2 0.5079842680068687 -KIF9 RMC1 0.5079627593457771 -LIN28A MVK 0.5078823882358663 -APC EGR1 0.5078702649114603 -CLCN3 CD55 0.5076479969529486 -CDK2 DNAJC30 0.5075031237780527 -CHEK1 APC 0.5073144197533075 -LRP6 B4GALNT3 0.5071831299028803 -CD200R1L CAB39L 0.5071642546971663 -JAK2 SNX25 0.5071539748844918 -CDC20 MAPK3 0.5070236217064659 -ATF6 SPATS1 0.5069113042521449 -CASP9 SDSL 0.5068859389220463 -APC DPPA4 0.506777735997871 -NOTCH1 ITGB5 0.5067252689132116 -RELB CDH1 0.5067134777078897 -EVPL SHB 0.5063687441012131 -TRAF6 RGL1 0.5062900131317829 -AKT2 NFKBIA 0.5059393550911506 -KLF11 ANKRD49 0.5057562534925166 -CCNB1 SGCB 0.5055491898527285 -CLCN3 CAB39L 0.5054982378386479 -SRF RGL1 0.5054081055350217 -MKI67 ZNF652 0.5052365738163183 -TRAF3 NR1I2 0.505210253027433 -RELB CD200R1L 0.5051524588444274 +MGAT4B TCTN1 0.5130525779655906 +ATM CDH1 0.5128769464150317 +MAPK1 HES1 0.5126774398215932 +UBQLN2 UBAP2L 0.5123950160158289 +FOXO3 DVL2 0.5121312112906644 +KRAS LARGE1 0.5121043343336271 +MKI67 JUN 0.51209519920708 +HES1 RACK1 0.5120246056243216 +SOCS3 RELB 0.5118927140010116 +LIN28A RHOC 0.5118649320128471 +KLF4 STAU1 0.5114804472009605 +STAT3 TYK2 0.511148932716045 +PIK3CA RELB 0.5110331780643883 +DPPA4 LRRC36 0.5109976950792049 +GADD45A GUF1 0.5109888281583272 +CHMP4B STAU1 0.510859589522723 +KRAS UBQLN2 0.5104958097482655 +CCNB2 MAP3K2 0.5100395402406142 +CCNB2 SP1 0.5099677902289597 +TRAF3 PRDM14 0.5091861934244578 +KLF4 CEACAM19 0.5087613011442803 +CREB1 SAA4 0.508653977828727 +CDKN1A ATF6 0.5086525646478891 +CCNB1 IKBKB 0.50852565179321 +TRAF3 ATP6V0D1 0.5081471545784259 +UNC13D HEBP2 0.5079842680068698 +LIN28A MVK 0.507882388235865 +CLCN3 CD55 0.5076479969529485 +CDK2 DNAJC30 0.5075031237780535 +LRP6 B4GALNT3 0.5071831299028797 +CD200R1L CAB39L 0.5071642546971665 +CDC20 MAPK3 0.5070236217064649 +ATF6 SPATS1 0.5069113042521448 +CASP9 SDSL 0.506885938922043 +NOTCH1 ITGB5 0.5067252689132128 +RELB CDH1 0.5067134777078888 +TRAF6 RGL1 0.5062900131317823 +AKT2 NFKBIA 0.5059393550911502 +KLF11 ANKRD49 0.5057562534925217 +CCNB1 SGCB 0.505549189852729 +CLCN3 CAB39L 0.5054982378386481 +SRF RGL1 0.5054081055350205 +MKI67 ZNF652 0.5052365738163166 +TRAF3 NR1I2 0.505210253027431 +RELB CD200R1L 0.5051524588444277 BAX TRAF6 0.5050818674454058 -KCNJ8 PNMA8C 0.5048454655165401 -MAPK1 ACTB 0.5048075227798928 -STAU1 ZNF774 0.5047917285245231 -RELB UBAP2L 0.5046221124984425 -SLC26A4 ITGB5 0.5044974413923936 -MARCKSL1 TRMT44 0.5043749061722503 -FOS CXCL17 0.504367251510602 -GUF1 TCTN1 0.5041946001336431 -CDKN1A ADAM17 0.504115656919959 -HEBP2 NR1I2 0.5041082162714731 -ITGB5 PAX5 0.5036546063944956 -VIM RMC1 0.503528163073302 -NFKB1 KLF11 0.5034909100085384 -MCM5 SLC26A4 0.5030601981572809 -BCL2L11 PRDM14 0.5030067959447025 -PNMA8C ZNF687 0.5030043657233912 -FAS TRMT44 0.5027168192240227 -PTK7 SASS6 0.5027004937261651 -BAX LRP6 0.502699638531335 -MKI67 PIK3CA 0.5025309271571003 -IDH3B SLC26A4 0.502414099777855 +KCNJ8 PNMA8C 0.5048454655165392 +MAPK1 ACTB 0.5048075227798917 +STAU1 ZNF774 0.5047917285245195 +RELB UBAP2L 0.504622112498442 +SLC26A4 ITGB5 0.5044974413923946 +MARCKSL1 TRMT44 0.5043749061722524 +FOS CXCL17 0.5043672515106018 +GUF1 TCTN1 0.5041946001336476 +MAP3K7 JMJD6 0.5041273642258598 +CDKN1A ADAM17 0.5041156569199591 +HEBP2 NR1I2 0.504108216271472 +ITGB5 PAX5 0.5036546063944951 +VIM RMC1 0.5035281630733055 +NFKB1 KLF11 0.5034909100085421 +CHEK2 RMC1 0.5032586634428118 +MCM5 SLC26A4 0.5030601981572819 +BCL2L11 PRDM14 0.5030067959446994 +PNMA8C ZNF687 0.5030043657233905 +FAS TRMT44 0.5027168192240206 +PTK7 SASS6 0.5027004937261682 +BAX LRP6 0.5026996385313346 +MKI67 PIK3CA 0.5025309271571016 +IDH3B SLC26A4 0.502414099777856 RBPJ CEACAM19 0.5023650659110626 -TRAF2 RELB 0.5023078681065842 -MAPK1 EN1 0.5022123528027158 -BATF3 CLCN3 0.502047100571 -CDKN1A RELA 0.5018611354820874 -LRP6 NANOG 0.5016512353471233 -CDC20 ANKRD49 0.5014695512616589 -CHEK2 VIM 0.5012293775393079 -MDM2 PAX5 0.5011193598396774 -NFKBIA ACOT6 0.5009813068297311 -TCF7L2 RGL1 0.5009396295696171 -CCNB1 GSK3B 0.5009395694315114 -PIK3CA SDSL 0.5008931374690252 -KLF11 SASS6 0.500875398504404 +TRAF2 RELB 0.5023078681065826 +MAPK1 EN1 0.5022123528027151 +BATF3 CLCN3 0.5020471005710001 +CDKN1A RELA 0.5018611354820908 +LRP6 NANOG 0.501651235347125 +CDC20 ANKRD49 0.5014695512616614 +CHEK2 VIM 0.5012293775393052 +MDM2 PAX5 0.5011193598396775 +NFKBIA ACOT6 0.5009813068297322 +TCF7L2 RGL1 0.5009396295696147 +CCNB1 GSK3B 0.5009395694315116 +PIK3CA SDSL 0.5008931374690243 +KLF11 SASS6 0.5008753985044049 CEACAM19 ANKRD54 0.5007727121794676 -TP53 SMAD4 0.5007348836174979 -GSK3B MMADHC 0.5003597595324665 -NFKB1 RELA 0.5003324664924084 -TRAF3 ZYG11A 0.5001177267616784 -ATF6 MVK 0.5000109695833326 -ATF4 TAX1BP1 0.49997861903314283 -BAX PRDM14 0.4999708172943379 -ZNF652 TMCO4 0.4999295593204828 -FOS MDH2 0.49976366065395417 -ATF4 GEMIN5 0.49974280712991986 -ZNF652 CD55 0.49970383825073406 -LRP6 ADAM17 0.4996776406792761 -AKT1 ZNF687 0.4995448505763563 -SMAD4 TRMT44 0.49946284162528065 -DLL1 ZNF652 0.49937959424182504 -KCNJ8 ZNF687 0.49927589537722566 -CASP3 ACTB 0.4992212552919629 -RBPJ HES1 0.4991612089705154 -KRAS LARGE1 0.49914612376232415 -BCL2 STAT3 0.499050201648549 -PTPN7 FLNB 0.49882299305448213 -MAPK3 BATF3 0.49857196941409976 -CDK2 TRAF3 0.4982030920935981 +TP53 SMAD4 0.5007348836174971 +APC CHUK 0.5006973828983752 +GSK3B MMADHC 0.5003597595324675 +NFKB1 RELA 0.50033246649241 +TRAF3 ZYG11A 0.5001177267616778 +ATF6 MVK 0.5000109695833311 +ATF4 TAX1BP1 0.49997861903314095 +BAX PRDM14 0.49997081729433734 +ZNF652 TMCO4 0.4999295593204827 +FOS MDH2 0.4997636606539556 +ATF4 GEMIN5 0.49974280712991737 +ZNF652 CD55 0.499703838250733 +LRP6 ADAM17 0.4996776406792754 +AKT1 ZNF687 0.49954485057635784 +SMAD4 TRMT44 0.49946284162528276 +DVL2 RBPJ 0.49944702392840795 +DLL1 ZNF652 0.4993795942418249 +KCNJ8 ZNF687 0.4992758953772244 +CASP3 ACTB 0.49922125529196454 +RBPJ HES1 0.49916120897051397 +BCL2 STAT3 0.4990502016485512 +PTPN7 FLNB 0.4988229930544821 +MAPK3 BATF3 0.49857196941409815 +JAK2 IDH3B 0.49822967495004267 +CDK2 TRAF3 0.49820309209359515 +EVPL ATP6V0D1 0.49796098907401 +KRAS MVK 0.497598694258225 CHUK VIM 0.49758122678971667 -RELA ZNF687 0.4975107753336928 -UBAP2L PRTFDC1 0.49724218326358177 -CASP9 MTOR 0.4970412601662349 -GSK3B CHMP4B 0.4969261212889176 -TRAF2 SLC25A38 0.49671088053837803 -KRAS UBQLN2 0.49653730217044245 -IRF1 NFKBIA 0.49641192886612956 -CASP8 MAP3K2 0.4959671645663781 -SOX2 RHOC 0.4959645379403663 -DPYSL3 CAB39L 0.49573145438823596 -CEACAM19 LANCL2 0.4956555535215548 -NFKBIA CEACAM19 0.495562089880895 -ADAM17 FOS 0.49541234746407703 -DPPA4 DNAJC30 0.4953812808812337 -FOXO3 ITGB5 0.4952601069351523 -DPPA4 CS 0.4951366211613143 -CCNA2 SASS6 0.49463512784217817 -NANOG FNDC7 0.4943676023099086 -CHEK2 RMC1 0.4942766504751626 -MAP3K7 JMJD6 0.4941805839526337 -DVL2 RBPJ 0.4941103993883385 -MMADHC PAX5 0.49402772582676435 -FOS B4GALNT3 0.4937019114875335 -PTEN GATA2 0.49361689028577815 -PTPN7 SNX25 0.4933548338162521 -SMAD4 ITGB5 0.4933196769926342 -DUSP6 ATF4 0.4932694071689456 -JAG1 LANCL2 0.4931426381003643 -RAF1 DUSP6 0.4930551083468622 -CEACAM19 PRTFDC1 0.49303540770579646 -GADD45A MGA 0.49269151025678615 -IKBKG SASS6 0.4926561192815432 -FOXO3 NFKB1 0.4925806820792683 -JAG1 REL 0.4924845616526372 -BCL2L11 SOX2 0.49244223809595594 -PNMA8C FLNB 0.49240506541018153 -CDC20 UBAP2L 0.49231996022559177 -NANOG TMX3 0.4920499841169759 -TRAF2 MST1R 0.49183527200589766 -DLL1 ADAM17 0.4916407259586444 -BCL2L11 TMCO4 0.49162301053033525 -DUSP6 ACY3 0.4916200951220572 -DVL2 SAA4 0.4916134594423469 -EN1 GDPD5 0.49145619515067224 -SLC26A4 PTK7 0.4914099862027293 -SHARPIN MVK 0.49125997537701055 -CDH2 FNDC7 0.49123058433821204 -EIF2AK3 B4GALNT3 0.490962896530244 -PNMA8C NR1I2 0.49090167265108225 -POU5F1 ZFP42 0.4906306536564874 -BCL2L11 MAPK3 0.4902881431468202 -POU5F1 SAA4 0.490145366338906 -LIN28A DPYSL3 0.4897084928111062 +RELA ZNF687 0.49751077533369276 +UBAP2L PRTFDC1 0.4972421832635797 +CASP9 MTOR 0.49704126016623124 +GSK3B CHMP4B 0.4969261212889198 +TRAF2 SLC25A38 0.496710880538379 +IRF1 NFKBIA 0.4964119288661308 +CASP8 MAP3K2 0.4959671645663803 +SOX2 RHOC 0.49596453794036555 +DPYSL3 CAB39L 0.49573145438823674 +CEACAM19 LANCL2 0.49565555352155666 +NFKBIA CEACAM19 0.4955620898808944 +ADAM17 FOS 0.49541234746407403 +DPPA4 DNAJC30 0.49538128088122996 +FOXO3 ITGB5 0.4952601069351537 +DPPA4 CS 0.49513662116131535 +CCNA2 SASS6 0.4946351278421787 +NANOG FNDC7 0.4943676023099101 +IKBKG JAK2 0.4943114116843742 +MMADHC PAX5 0.49402772582676385 +FOS B4GALNT3 0.4937019114875301 +PTEN GATA2 0.4936168902857782 +PTPN7 SNX25 0.4933548338162517 +SMAD4 ITGB5 0.4933196769926352 +DUSP6 ATF4 0.493269407168946 +JAG1 LANCL2 0.4931426381003637 +RAF1 DUSP6 0.4930551083468616 +CEACAM19 PRTFDC1 0.4930354077057949 +GADD45A MGA 0.4926915102567863 +IKBKG SASS6 0.492656119281549 +FOXO3 NFKB1 0.4925806820792714 +JAG1 REL 0.4924845616526366 +BCL2L11 SOX2 0.49244223809595583 +PNMA8C FLNB 0.4924050654101816 +CDC20 UBAP2L 0.49231996022558894 +NANOG TMX3 0.49204998411697465 +TRAF2 MST1R 0.4918352720058954 +DLL1 ADAM17 0.49164072595864067 +BCL2L11 TMCO4 0.4916230105303341 +DUSP6 ACY3 0.4916200951220564 +DVL2 SAA4 0.4916134594423467 +EN1 GDPD5 0.4914561951506719 +SLC26A4 PTK7 0.49140998620273024 +SHARPIN MVK 0.4912599753770034 +CDH2 FNDC7 0.49123058433821354 +EIF2AK3 B4GALNT3 0.49096289653023834 +PNMA8C NR1I2 0.4909016726510822 +POU5F1 ZFP42 0.4906306536564859 +BCL2L11 MAPK3 0.49028814314681657 +POU5F1 SAA4 0.49014536633890576 +LIN28A DPYSL3 0.48970849281110773 +DVL2 KLF11 0.48952540520534826 BAX CREB1 0.4894899743354995 -DPYSL3 CALM3 0.48939916196026784 -ATR FNDC7 0.48936572068909323 -LIN28A CHCHD4 0.48930161075130707 -DUSP6 LARGE1 0.4889402869416374 -STAT1 MID2 0.48861115877080014 -CHEK1 RELB 0.4885599374724581 -MCM5 UBQLN2 0.4885344971296518 -NANOG LRRC36 0.4885200218589407 -KIF9 TRMT44 0.48835439622448473 -TRAF6 ANKRD54 0.48835077763963425 -APC CHUK 0.48831838662557847 -DLL1 TMX3 0.48804635719268463 -IKBKB SLC25A38 0.48792872804356374 -SP1 RHOC 0.48774688547786915 -MKI67 TCTN1 0.4877210118407987 -IRF9 SHB 0.4875014966076762 -SGCB TRMT44 0.4874673656766824 -BAX IRF9 0.48739127517849495 +DPYSL3 CALM3 0.4893991619602699 +ATR FNDC7 0.48936572068909473 +LIN28A CHCHD4 0.48930161075130923 +DUSP6 LARGE1 0.48894028694163877 +STAT1 MID2 0.488611158770801 +CHEK1 RELB 0.4885599374724575 +MCM5 UBQLN2 0.4885344971296517 +NANOG LRRC36 0.48852002185893945 +KIF9 TRMT44 0.4883543962244842 +TRAF6 ANKRD54 0.488350777639631 +DLL1 TMX3 0.48804635719268324 +IKBKB SLC25A38 0.48792872804356296 +SP1 RHOC 0.4877468854778694 +MKI67 TCTN1 0.48772101184079897 +IRF9 SHB 0.4875014966076752 +SGCB TRMT44 0.4874673656766833 +BAX IRF9 0.487391275178495 RPTOR GATA2 0.48737913687047363 -ZBBX TGFBRAP1 0.48736072056599283 -EIF2AK3 SLC26A4 0.48727816442695554 -CASP8 CREB1 0.4869549350821599 -ATF6 TRMT44 0.48669481176252327 -MCM5 ACY3 0.4866761478884354 -SNX25 RGL1 0.48658730112009013 -ANKRD54 MID2 0.48650327132527393 -JAG1 FNDC7 0.486439702055832 -IRF9 ZNF774 0.4861015597475819 -PPP1R13B PRTFDC1 0.48603253813708813 -CCNB2 EGFR 0.4857971235487562 -GADD45A LRP6 0.48558458948246563 -BAD EGFR 0.48543160173822575 -BCL2L11 KIF9 0.48521937805306237 -SDSL MVK 0.4851362439579284 -SMAD4 MST1R 0.48462584705355144 -GADD45A SOCS3 0.48456957473435636 +ZBBX TGFBRAP1 0.4873607205659897 +EIF2AK3 SLC26A4 0.48727816442695654 +CASP8 CREB1 0.4869549350821588 +ATF6 TRMT44 0.48669481176252544 +MCM5 ACY3 0.486676147888434 +SNX25 RGL1 0.4865873011200893 +ANKRD54 MID2 0.48650327132527144 +JAG1 FNDC7 0.4864397020558335 +IRF9 ZNF774 0.48610155974757885 +PPP1R13B PRTFDC1 0.4860325381370891 +CCNB2 EGFR 0.4857971235487553 +GADD45A LRP6 0.48558458948246735 +BAD EGFR 0.4854316017382248 +BCL2L11 KIF9 0.4852193780530627 +SDSL MVK 0.4851362439579275 +FOXO3 MAP3K7 0.4847507669298592 +RPTOR FLNB 0.4847144372968553 +SMAD4 MST1R 0.48462584705355105 +GADD45A SOCS3 0.48456957473435497 +APC RELA 0.48454807467652583 CASP8 CEACAM19 0.4844773404607335 -POU5F1 NR1I2 0.4842947926005854 -GSK3B ZNF687 0.48413800789837075 -JAK2 IDH3B 0.4840833591577082 -BCL2 CTNNB1 0.4840326584577284 -EVPL ATP6V0D1 0.48400809439286807 -ZFP42 IDH3B 0.483960694969416 -ZNF774 PRTFDC1 0.48394759535022003 -LIN28A TAX1BP1 0.4837514600523041 -EIF2AK3 IRF9 0.4836162368034444 -BAX NME1 0.48324424916178904 -MAP3K14 RELA 0.4832329786853777 -KRAS MVK 0.4829010312318146 -TBC1D10A SASS6 0.4828872328972174 -FNIP1 SASS6 0.48252410241821003 -SRF ATF6 0.4820547569244156 -HEBP2 SPAG6 0.48191111800045844 -TACR3 CHMP4B 0.48126186275218646 -JAG1 HEBP2 0.4809680711102034 -EGFR SMAD4 0.4809297746456691 -SOCS3 SAA4 0.4809091348649699 -DLL1 DNAJC30 0.48079202034336094 -BAX ATF6 0.48053239411828336 -BRAF CD55 0.4803902086451291 -DVL2 KLF11 0.48032901593194455 -BATF3 SPATS1 0.4802258996657714 +POU5F1 NR1I2 0.4842995194619303 +MAP3K7 SUB1 0.4841603107952445 +GSK3B ZNF687 0.48413800789837313 +BCL2 CTNNB1 0.48403265845772664 +ZFP42 IDH3B 0.48396069496941585 +ZNF774 PRTFDC1 0.48394759535021825 +LIN28A TAX1BP1 0.48375146005230457 +EIF2AK3 IRF9 0.4836162368034416 +BAX NME1 0.48324424916178815 +MAP3K14 RELA 0.4832329786853792 +TBC1D10A SASS6 0.4828872328972216 +FNIP1 SASS6 0.48252410241821253 +SRF ATF6 0.4820547569244148 +HEBP2 SPAG6 0.48191111800045766 +TACR3 CHMP4B 0.48126186275218713 +JAG1 HEBP2 0.4809680711102008 +EGFR SMAD4 0.48092977464566894 +SOCS3 SAA4 0.48090913486496967 +DLL1 DNAJC30 0.48079202034335955 +MAP3K7 ATF6 0.480581426550926 +BAX ATF6 0.48053239411828114 +BRAF CD55 0.48039020864512527 +BATF3 SPATS1 0.4802258996657712 ERBB2 TACR3 0.4800796591444397 -IDH3B SGCB 0.47990998810110597 -IKBKG JAK2 0.4798252774989419 -ATP6V0D1 CALM3 0.4795528016746087 -ZNF652 TMX3 0.47953668774433633 -ATP6V0D1 FNIP1 0.47942959582842604 -LRP6 JUN 0.4792199187815955 -CREB1 EGFR 0.47906136052370585 -NME8 LARGE1 0.47886751263904187 -ZYG11A RYR1 0.478698512822706 -TCTN1 HOMER1 0.47867732525629386 -CASP3 TAX1BP1 0.47861044854914236 -GADD45A FOXO3 0.4784642242139997 -GADD45A PTK7 0.4784640773366311 -NOTCH1 STAU1 0.47830744358164395 +IDH3B SGCB 0.4799099881011065 +ATP6V0D1 CALM3 0.47955280167460995 +ZNF652 TMX3 0.4795366877443373 +ATP6V0D1 FNIP1 0.4794295958284268 +LRP6 JUN 0.47921991878160086 +CREB1 EGFR 0.4790613605237058 +NME8 LARGE1 0.4788675126390428 +ZYG11A RYR1 0.4786985128227069 +TCTN1 HOMER1 0.4786773252562936 +CASP3 TAX1BP1 0.4786104485491456 +GADD45A FOXO3 0.478464224214001 +GADD45A PTK7 0.47846407733663016 +NOTCH1 STAU1 0.4783074435816446 CEACAM19 SHARPIN 0.4779753399939309 -JUN CD55 0.47792544262634673 -TP53 BCL2 0.4778541009136635 -ZFP42 KLF11 0.477848420442415 -ATR HES1 0.47777229908623287 -TRMT44 ANKRD54 0.4777418742841058 -MDM2 FNIP1 0.4776177420635628 -FOXO3 MAP3K7 0.47750449771742914 -CDKN1A HEBP2 0.4772702074460829 -PTPN7 JUN 0.4771550840647165 -ATF6 ZNF687 0.47713549278393225 -CDH2 SNX25 0.4770236197588281 -ATM BRAF 0.4769286969553092 -MTOR FNIP1 0.4768942284505591 -JMJD6 LARGE1 0.47688122593140075 -AXIN1 ZBTB24 0.47669145275679253 -AKT2 MDH2 0.4766223198092091 -ATM DPPA4 0.4764998776192001 -MKI67 CHEK1 0.47611221444200613 -RELA NFKBIA 0.47610833623709464 -ATR CHUK 0.475978594999388 -KCNJ8 SUB1 0.4758459769665195 -JUN HEBP2 0.47553794256121673 -LRP6 FAS 0.47539771824782107 -IKBKG PAX5 0.47514469690212074 -LRP6 EGR1 0.4747064208794093 -LRP6 RELA 0.4745402799422109 -PIK3CB GDPD5 0.47434939571740486 -BAD IRF1 0.47428479925280503 -RELB SNX25 0.47426682412298493 -RELA DPYSL3 0.4737680398766798 -PCNA SASS6 0.4737374643327308 -MAP3K7 SUB1 0.47365265555509817 -POU5F1 CDH2 0.47356568424063283 -MAP3K2 STAT3 0.473498029505957 -CCNB2 CDH2 0.47318699898494987 -PTEN SLC26A4 0.4731603691750523 -MKI67 DPYSL3 0.47301788723389165 -RPTOR FLNB 0.4725156726200782 -ANKRD54 PAX5 0.47246178314803616 -RAF1 BRAF 0.47243334265067 -FAS UNC13D 0.47240320737012886 -CASP3 ZNF774 0.4722676313638461 -POU5F1 ARHGEF4 0.47218124617245366 -CHEK2 CD55 0.4720569534731336 -CBX6 MSLN 0.47202919266723453 -GADD45A ATF4 0.4719652069129278 -SOCS3 DPYSL3 0.4713815581342172 -RELA MDH2 0.47124186435480475 -CCNA2 MTOR 0.4711028852680455 -CASP3 SLC25A38 0.4710881773713204 -APC RELA 0.4709109586253248 -DUSP6 SLC25A38 0.4708499989527432 -LRP6 MGAT4B 0.4706723648664691 -CASP9 MAP3K14 0.470392764529294 -CTNNB1 SPAG6 0.4702876430259609 -CCNA2 SDSL 0.47028330290433423 -SOCS3 TMX3 0.47016947898539235 -MAP3K7 ATF6 0.4700980156991756 -BCL2L11 CHCHD4 0.46995041797081066 -SHARPIN CS 0.46976412536205603 -POU5F1 FNDC7 0.4696987742260654 -CHEK1 ZNF774 0.4696531999958068 -CDH1 CBX6 0.46957243975606616 -IKBKB PTK7 0.46956931623336 -MDM2 CREB1 0.46935366738377116 -POU5F1 DNAJC30 0.46923062723122094 -RHOC CLCN3 0.46915300899295975 -SAA4 SASS6 0.4690995237638491 -ATM ATF4 0.4688671864355821 -DLL1 FAS 0.4688658270908305 -IRF9 STAT3 0.46870266531117183 -CDC20 ATF6 0.4686571570887348 -SRF LARGE1 0.4686546724673943 -KLF4 GUF1 0.46863626059290303 -ATR TBC1D10A 0.4684781230561148 -DPPA4 SHB 0.4684061368499213 -LRP6 GDPD5 0.46833883423169986 -TP53 TCEA3 0.4682491762571909 -PIK3CB SGCB 0.46800500195677286 -CCNA2 ATP6V0D1 0.467969133592054 -AKT1 CDH1 0.4679687765716443 -MDM2 CDH2 0.4679501169270244 -EGR1 MYC 0.467939332080292 -IDH3B ZNF687 0.46790165437164283 -CD200R1L NME1 0.467853809002857 -SOCS3 MGA 0.46775415064808984 -PCNA FOXO3 0.46763597384358746 -ATR TRMT44 0.46762869049181766 -DPPA4 EN1 0.46741352609539183 -SRF PIK3CB 0.4671588674616693 -NME1 ZBTB24 0.4670109511967056 -PTEN RBPJ 0.46686525337833695 -RAF1 RACK1 0.466839660856346 -REL EN1 0.46673951432058164 -ITGB5 ANKRD49 0.46644749780309913 -RHOC SPAG6 0.46639848784257865 +JUN CD55 0.4779254426263453 +TP53 BCL2 0.47785410091366376 +ZFP42 KLF11 0.47784842044241277 +ATR HES1 0.47777229908623015 +TRMT44 ANKRD54 0.47774187428410797 +MDM2 FNIP1 0.47761774206356566 +CDKN1A HEBP2 0.47727020744608567 +PTPN7 JUN 0.4771550840647161 +ATF6 ZNF687 0.4771354927839344 +CDH2 SNX25 0.47702361975882435 +ATM BRAF 0.47692869695530515 +MTOR FNIP1 0.47689422845055984 +JMJD6 LARGE1 0.4768812259313987 +EVPL LANCL2 0.4767219773330062 +AXIN1 ZBTB24 0.4766914527567972 +AKT2 MDH2 0.47662231980920944 +ATM DPPA4 0.4764998776192003 +MKI67 CHEK1 0.4761122144420086 +RELA NFKBIA 0.4761083362370939 +ATR CHUK 0.4759785949993875 +KCNJ8 SUB1 0.4758459769665182 +JUN HEBP2 0.4755379425612162 +MAP3K7 BATF3 0.4754765391274493 +LRP6 FAS 0.4753977182478181 +IKBKG PAX5 0.47514469690212024 +POU5F1 DNAJC30 0.4750010800377843 +LRP6 EGR1 0.4747064208794094 +LRP6 RELA 0.47454027994221015 +TYK2 POU5F1 0.47440360905064455 +PIK3CB GDPD5 0.47434939571740914 +BAD IRF1 0.4742847992528062 +RELB SNX25 0.4742668241229881 +RELA DPYSL3 0.4737680398766774 +PCNA SASS6 0.473737464332733 +POU5F1 CDH2 0.47360535791054365 +MAP3K2 STAT3 0.47349802950595715 +CCNB2 CDH2 0.4731869989849483 +PTEN SLC26A4 0.4731603691750533 +MKI67 DPYSL3 0.47301788723389226 +RPTOR TMCO4 0.47300888724559725 +GADD45A RPTOR 0.47288276061079537 +ANKRD54 PAX5 0.4724617831480357 +RAF1 BRAF 0.47243334265067033 +FAS UNC13D 0.4724032073701299 +CASP3 ZNF774 0.47226763136384514 +POU5F1 ARHGEF4 0.47218124617245405 +CHEK2 CD55 0.47205695347313253 +CBX6 MSLN 0.472029192667234 +GADD45A ATF4 0.4719652069129262 +RPTOR ATF6 0.4714565649398879 +SOCS3 DPYSL3 0.47138155813421934 +RELA MDH2 0.47124186435480486 +CCNA2 MTOR 0.4711028852680494 +CASP3 SLC25A38 0.4710881773713247 +DUSP6 SLC25A38 0.47084999895274315 +LRP6 MGAT4B 0.47067236486647096 +CASP9 MAP3K14 0.4703927645292939 +CTNNB1 SPAG6 0.47028764302596016 +CCNA2 SDSL 0.47028330290433334 +SOCS3 TMX3 0.4701694789853956 +BCL2L11 CHCHD4 0.4699504179708073 +SHARPIN CS 0.4697641253620564 +POU5F1 FNDC7 0.4696987742260668 +CHEK1 ZNF774 0.46965319999580435 +CDH1 CBX6 0.4695724397560605 +IKBKB PTK7 0.46956931623336184 +MDM2 CREB1 0.4693536673837736 +JAK2 RHOC 0.4691599134736456 +RHOC CLCN3 0.4691530089929648 +SAA4 SASS6 0.4690995237638489 +ATM ATF4 0.4688671864355819 +DLL1 FAS 0.4688658270908291 +IRF9 STAT3 0.46870266531117455 +CDC20 ATF6 0.4686571570887341 +SRF LARGE1 0.4686546724673907 +KLF4 GUF1 0.4686362605929023 +ATR TBC1D10A 0.4684781230561145 +DPPA4 SHB 0.4684061368499205 +LRP6 GDPD5 0.4683388342317009 +TP53 TCEA3 0.4682491762571916 +PIK3CB SGCB 0.46800500195677686 +CCNA2 ATP6V0D1 0.46796913359204884 +AKT1 CDH1 0.4679687765716434 +MDM2 CDH2 0.46795011692702293 +EGR1 MYC 0.4679393320802946 +IDH3B ZNF687 0.46790165437164255 +CD200R1L NME1 0.4678538090028573 +SOCS3 MGA 0.4677541506480912 +PCNA FOXO3 0.46763597384358807 +ATR TRMT44 0.4676286904918166 +DPPA4 EN1 0.4674135260953915 +SRF PIK3CB 0.46715886746167185 +NME1 ZBTB24 0.46701095119670477 +PTEN RBPJ 0.4668652533783395 +RAF1 RACK1 0.46683966085634077 +REL EN1 0.4667395143205813 +ITGB5 ANKRD49 0.4664474978031008 +RHOC SPAG6 0.46639848784257787 CHEK2 TMCO4 0.46637203235596086 -TRAF3 HSP90AB1 0.46632064299881204 -MST1R ZNF652 0.465785259767838 -CDC20 SRF 0.4655591598825956 -TYK2 POU5F1 0.4654167231015422 -BAD TGFBRAP1 0.46523030081609373 -CD200R1L TCTN1 0.4648555392392449 -TACR3 TBC1D10A 0.46468869115281375 -CDKN1A STAT3 0.46456655859908086 -KCNJ8 TMCO4 0.4643152044752727 -MAP3K7 BATF3 0.4643032252015699 -HIF1A ANKRD49 0.46414520041728285 -SMAD4 SHB 0.4638161426486928 -FNDC7 FLNB 0.4635866637760393 -EIF2AK3 MARCKSL1 0.46350121162792296 -ATM JUN 0.4632395378670887 -MAP3K14 ACTB 0.4630982176237982 -DVL2 CD200R1L 0.46290577150808515 -CDKN1A NME8 0.4627869257486662 -DLL1 LARGE1 0.4627588091369231 -CCNB2 ZBBX 0.4626305266471974 -EIF2AK3 IKBKB 0.4625153901215319 -EGR1 MGA 0.4624356179082742 -AKT2 HEBP2 0.4622793332951553 -CALM3 LRRC36 0.4622782199846533 -BCL2L11 TYK2 0.46218238426419705 -STAT1 RHOC 0.4620802647678251 -STAT1 PAX5 0.46184586571779923 -EVPL LANCL2 0.46173135955166433 -LRP6 LRRC36 0.46170274544198314 -CASP9 CD200R1L 0.4617009456144277 -TCF7L2 TRAF2 0.4615595019716949 -RPTOR TMCO4 0.46144532954254147 -SRF ZBBX 0.46138342073303407 -FOXO3 GATA2 0.4612662330412677 -TYK2 NANOG 0.46102841680922824 -GADD45A RPTOR 0.46058404411131515 -SLC25A38 TMX3 0.4604575792856012 -MDM2 IKBKB 0.4603479343915685 -PIK3CB IRF1 0.46031413732301946 -CDK2 PTK7 0.46018547157618017 -CDKN1A ANKRD54 0.45992509088161276 -TYK2 CDH1 0.45989072917417306 -NFKBIA FAS 0.4597614593466382 -KIF9 ARHGEF4 0.4596208518936779 -NANOG PPP1R13B 0.4596189086056943 -ACTB TCEA3 0.45959623356435353 -MCM2 FNIP1 0.45955216197375937 -CASP9 CTNNB1 0.45935063914714425 -MARCKSL1 CS 0.4592643157345446 -PNMA8C PTK7 0.4591316943936363 -EIF2AK3 HOMER1 0.4590768568075376 -ADAM17 SNX25 0.45900899230766334 -RPTOR ATF6 0.45889663627305466 -MAPK1 ZFP42 0.4587614422984801 -SGCB CXCL17 0.4587229138710135 -CLCN3 NR1I2 0.4586369103807576 -TRAF6 SLC25A38 0.45861151491481167 -MCM5 PNMA8C 0.4585612868449827 +TRAF3 HSP90AB1 0.46632064299881054 +MST1R ZNF652 0.46578525976783614 +CASP9 CTNNB1 0.4657649568307533 +CDC20 SRF 0.4655591598825946 +BAD TGFBRAP1 0.46523030081609323 +CD200R1L TCTN1 0.46485553923924516 +TACR3 TBC1D10A 0.46468869115281425 +CDKN1A STAT3 0.464566558599081 +EVPL RMC1 0.4645035809084533 +KCNJ8 TMCO4 0.4643152044752707 +HIF1A ANKRD49 0.4641452004172856 +SMAD4 SHB 0.4638161426486947 +FNDC7 FLNB 0.4635866637760408 +EIF2AK3 MARCKSL1 0.4635012116279212 +ATM JUN 0.46323953786708943 +MAP3K14 ACTB 0.4630982176237961 +DVL2 CD200R1L 0.46290577150808543 +CDKN1A NME8 0.4627869257486671 +DLL1 LARGE1 0.46275880913692163 +CCNB2 ZBBX 0.46263052664719645 +EIF2AK3 IKBKB 0.46251539012152987 +EGR1 MGA 0.46243561790827487 +AKT2 HEBP2 0.46227933329515547 +CALM3 LRRC36 0.46227821998465196 +BCL2L11 TYK2 0.4621823842641979 +STAT1 RHOC 0.46208026476782876 +STAT1 PAX5 0.4618458657177988 +LRP6 LRRC36 0.46170274544198114 +CASP9 CD200R1L 0.461700945614428 +TCF7L2 TRAF2 0.46155950197169243 +SRF ZBBX 0.4613834207330331 +FOXO3 GATA2 0.46126623304126774 +TYK2 NANOG 0.46102841680923157 +RPTOR ZFP42 0.4606300033963533 +SLC25A38 TMX3 0.46045757928560416 +MDM2 IKBKB 0.46034793439157 +PIK3CB IRF1 0.46031413732302195 +CDK2 PTK7 0.4601854715761805 +CDKN1A ANKRD54 0.45992509088161443 +TYK2 CDH1 0.4598907291741737 +NFKBIA FAS 0.45976145934663876 +KIF9 ARHGEF4 0.45962085189367785 +NANOG PPP1R13B 0.45961890860569266 +ACTB TCEA3 0.4595962335643541 +MCM2 FNIP1 0.45955216197375626 +MARCKSL1 CS 0.4592643157345457 +PNMA8C PTK7 0.45913169439363516 +EIF2AK3 HOMER1 0.4590768568075347 +ADAM17 SNX25 0.4590089923076682 +DVL2 NR1I2 0.4588200790120744 +MAPK1 ZFP42 0.45876144229847937 +SGCB CXCL17 0.45872291387101327 +CLCN3 NR1I2 0.458636910380758 +TRAF6 SLC25A38 0.4586115149148106 +MCM5 PNMA8C 0.45856128684498276 +DPYSL3 RMC1 0.4584636581491048 VIM IDH3B 0.45838766952334725 -TYK2 FOS 0.4583471213368165 -CCNA2 STAT1 0.45823997611287687 -GADD45A ACTB 0.458009455529798 -CASP8 CHUK 0.45800738285047476 -BAX CEACAM19 0.4579831671806117 -SRF CHMP4B 0.4578368361148175 -DUSP6 SDSL 0.4577635930614283 -CD200R1L SHARPIN 0.4569611270277725 +TYK2 FOS 0.45834712133681255 +APC JMJD6 0.4582584504774882 +CCNA2 STAT1 0.4582399761128774 +GADD45A ACTB 0.4580094555297978 +CASP8 CHUK 0.45800738285047377 +BAX CEACAM19 0.4579831671806107 +SRF CHMP4B 0.4578368361148195 +DUSP6 SDSL 0.4577635930614273 +JAK2 BATF3 0.45749932863280945 +CD200R1L SHARPIN 0.4569611270277727 VIM SMAD4 0.45681099092896177 -ZFP42 ARHGEF28 0.4566325630634476 -DVL2 NR1I2 0.45657894949227157 -SHB DNAJC30 0.45653876532692667 -IKBKG STAT3 0.4564958314239428 -SOCS3 PNMA8C 0.4564438082187352 -TRAF3 KLF11 0.45629582456753903 -SAA4 ZNF652 0.45613663368301444 -HES1 MDH2 0.45604822203076956 -TYK2 MGA 0.455950289307563 -CEACAM19 TGFBRAP1 0.4556684667138073 -BAX REL 0.45553420871589 -ATF6 SDSL 0.45531819704559073 -CD200R1L TRMT44 0.45518958817897887 -HOMER1 MDH2 0.4551799620404941 -BAD SOX2 0.45507692530397154 -SPATS1 FLNB 0.45507320378393906 -FAS KLF11 0.4547934804951339 -TP53 VIM 0.45475184394463913 -STAT1 HSP90AB1 0.4547472644596678 -SGCB B4GALNT3 0.4547406687715359 -ADAM17 SASS6 0.4545918791232702 -SDSL SASS6 0.4545889934508288 -STAT3 SP1 0.45451265060317253 -MDM2 MSLN 0.4543419820075756 -HEBP2 TGFBRAP1 0.4543257922746462 -CASP9 JUN 0.45431618302888777 -BRAF SHARPIN 0.45431196966030996 -AKT1 SASS6 0.45419854930258 -JAK2 RHOC 0.4541590583806703 -MGAT4B NME8 0.4541328276096816 -SHARPIN ARHGEF28 0.4540235771231655 -MCM5 TCEA3 0.4540204503875117 -HOMER1 PAX5 0.4539169867361364 -CASP9 SUB1 0.4538152160226206 -AKT2 RHOC 0.453784419624587 -EGR1 ZBTB24 0.4537314379714659 -CHEK2 LARGE1 0.45342925540810475 -ZNF652 CHCHD4 0.4533950179447781 -DVL2 DPPA4 0.45324665303492984 -BRAF IDH3B 0.45317775359887186 -PTEN CDH2 0.45304303803197077 -FAS GEMIN5 0.45289629336131804 -AKT2 TCF7L2 0.45282362343303145 -REL RACK1 0.45278968931691027 -MGAT4B PAX5 0.45271935782549416 -EGFR FOS 0.45252247888692676 -MDM2 GDPD5 0.4524174591795381 -RELA LRRC36 0.45235367465966025 -TP53 RFX8 0.4521188944180991 -RBPJ ARHGEF28 0.4520282346478458 -RPTOR ZFP42 0.4519560105745643 -JUN SUB1 0.45194391961647074 -MKI67 CXCL17 0.4519213618863167 -KIF9 ZNF687 0.4516884611793461 -IRF1 LARGE1 0.4515794482365277 -MCM2 GUF1 0.45152745188758986 -LRP6 VIM 0.4514469429180786 -FOXO3 IKBKB 0.4513703708326585 -LIN28A SGCB 0.451246453607637 -MAPK1 SRF 0.45114338663999126 -DLL1 IDH3B 0.4511359296250227 -TRAF3 ZFP42 0.4510804810126871 -BATF3 FLNB 0.45101902654029924 -ACTB RHOC 0.4509953946543294 -MKI67 TCF7L2 0.45089742682386946 -ATF6 MDH2 0.4507941340716656 -DVL2 SNX25 0.450568152092172 -MAPK1 VIM 0.45007770175622325 -BAX CS 0.44996849449312915 -EGFR FLNB 0.44974936902654833 -MAP3K14 ANKRD49 0.4496244962392177 -STAT3 UBQLN2 0.44949645741499994 -AXIN1 RELA 0.44890052847618267 +ZFP42 ARHGEF28 0.4566325630634492 +SHB DNAJC30 0.45653876532692855 +IKBKG STAT3 0.4564958314239417 +SOCS3 PNMA8C 0.45644380821873526 +TRAF3 KLF11 0.4562958245675394 +CTNNB1 LIN28A 0.4562446751142107 +SAA4 ZNF652 0.4561366336830139 +HES1 MDH2 0.45604822203076856 +TYK2 MGA 0.4559502893075652 +CEACAM19 TGFBRAP1 0.4556684667138079 +BAX REL 0.4555342087158885 +ATF6 SDSL 0.45531819704558985 +CD200R1L TRMT44 0.45518958817897914 +HOMER1 MDH2 0.4551799620404958 +BAD SOX2 0.4550769253039709 +SPATS1 FLNB 0.4550732037839386 +DVL2 DPPA4 0.45494812927589057 +FAS KLF11 0.45479348049513274 +TP53 VIM 0.4547518439446376 +STAT1 HSP90AB1 0.4547472644596693 +SGCB B4GALNT3 0.45474066877153296 +ADAM17 SASS6 0.45459187912327104 +SDSL SASS6 0.45458899345083076 +STAT3 SP1 0.454512650603172 +MDM2 MSLN 0.45434198200757503 +HEBP2 TGFBRAP1 0.45432579227464615 +CASP9 JUN 0.45431618302888854 +BRAF SHARPIN 0.4543119696603055 +DVL2 SNX25 0.4543040636913398 +AKT1 SASS6 0.45419854930257897 +MGAT4B NME8 0.4541328276096825 +SHARPIN ARHGEF28 0.4540235771231667 +MCM5 TCEA3 0.4540204503875123 +HOMER1 PAX5 0.45391698673613595 +CASP9 SUB1 0.45381521602262015 +AKT2 RHOC 0.4537844196245873 +EGR1 ZBTB24 0.4537314379714658 +CHEK2 LARGE1 0.4534292554081036 +ZNF652 CHCHD4 0.45339501794477766 +BRAF IDH3B 0.4531777535988672 +PTEN CDH2 0.4530430380319728 +FAS GEMIN5 0.4528962933613195 +AKT2 TCF7L2 0.4528236234330303 +REL RACK1 0.4527896893169084 +MGAT4B PAX5 0.4527193578254937 +CTNNB1 MYC 0.45265433434063684 +EGFR FOS 0.4525224788869302 +MDM2 GDPD5 0.4524174591795397 +RELA LRRC36 0.45235367465965765 +TP53 RFX8 0.45211889441809827 +RBPJ ARHGEF28 0.4520282346478479 +JUN SUB1 0.451943919616468 +MKI67 CXCL17 0.45192136188631654 +KIF9 ZNF687 0.45168846117934736 +IRF1 LARGE1 0.4515794482365263 +MCM2 GUF1 0.4515274518875928 +LRP6 VIM 0.4514469429180793 +FOXO3 IKBKB 0.45137037083265563 +LIN28A SGCB 0.45124645360763616 +MAPK1 SRF 0.4511433866399935 +DLL1 IDH3B 0.4511359296250225 +TRAF3 ZFP42 0.4510804810126872 +BATF3 FLNB 0.45101902654029646 +ACTB RHOC 0.4509953946543282 +MKI67 TCF7L2 0.4508974268238698 +ATF6 MDH2 0.4507941340716642 +MAPK1 VIM 0.45007770175622247 +BAX CS 0.4499684944931302 +EGFR FLNB 0.4497493690265476 +MAP3K14 ANKRD49 0.4496244962392196 +STAT3 UBQLN2 0.4494964574149984 +AXIN1 RELA 0.4489005284761841 ATF6 PNMA8C 0.4486901447966859 -ZBBX ZNF652 0.44800900834244173 -NOTCH1 UBAP2L 0.4478500704478046 -PPP1R13B CBX6 0.44784449310382346 -PRDM14 TACR3 0.4478030932391573 -RELA EN1 0.4475569291934778 -FOS CALM3 0.4472498879983446 -CASP8 RHOC 0.44716879340893667 -PTEN ZYG11A 0.4471450319033998 -HIF1A CD55 0.4471331015937178 -PPP1R13B DNAJC30 0.44713001060393903 -CDH1 ZNF687 0.44710820387051337 -SHARPIN B4GALNT3 0.4470832278170676 -DPYSL3 RMC1 0.4468398341379259 -MDM2 PRDM14 0.4465535654638713 -MARCKSL1 SHB 0.4462952841618189 -BRAF FOS 0.4461874083381784 -ATM UNC13D 0.4460999071300302 -CTNNB1 LIN28A 0.44588386708039246 -ATR AXIN1 0.44581428254401845 -VIM JUN 0.44571330935734405 -RAF1 SLC26A4 0.4456493056034915 -PCNA POU5F1 0.4456039428789545 -CREB1 RACK1 0.44544666609917094 -BRAF SMAD4 0.4450991730150767 -CTNNB1 MYC 0.44501194490122203 -CCNB2 PIK3CA 0.44494290080375215 -CASP3 JMJD6 0.444917190172555 -UNC13D ZBTB24 0.4448074007917826 -APC JMJD6 0.44480242198720904 -RELB UBQLN2 0.44477973684879146 -FOS EN1 0.4447267767686534 -EGR1 LRRC36 0.4444080516143597 -GSK3B ATF4 0.4443044320618605 -PTEN SDSL 0.44415706889257695 -CHEK1 PPP1R13B 0.44325493566914637 -SRF LANCL2 0.44317621482273767 -PCNA SP1 0.4428582836354999 -RBPJ DNAJC30 0.44272199488300806 -JAK2 BATF3 0.44245473922249334 -RELA PNMA8C 0.44236255657365653 -GADD45A ATR 0.4422028356357035 -ZNF774 HEBP2 0.44205534581256994 -MVK B3GAT2 0.4420161940029436 -RPTOR ZNF774 0.44167924306734874 -CEACAM19 PTK7 0.4416404090370545 -POU5F1 RACK1 0.44161185306453377 -DLL1 ARHGEF4 0.4415369744849303 -AKT2 NFKB1 0.44153600874906374 -MST1R SUB1 0.4414853082823152 -MAP3K2 CTNNB1 0.4413777645188051 -TCEA3 SLC25A38 0.4413384864193844 -CDK2 RELA 0.44127906136169487 -NFKB1 MSLN 0.4411522428941791 -UBAP2L B4GALNT3 0.4410128081698922 -EGFR JMJD6 0.4407538219020465 -DUSP6 MTOR 0.44056716272342256 -SNX25 SUB1 0.4405222494670441 -KRAS GATA2 0.44048120448579264 -ERBB2 SLC25A38 0.4403660878522795 -CCNA2 TCF7L2 0.4402916112915546 -ATM IDH3B 0.44006838020547473 -IKBKG MGAT4B 0.44001030044258765 -MCM2 CHCHD4 0.4394455315107328 -EGFR GUF1 0.43941107801957136 -CHEK2 TAX1BP1 0.4393079768203719 -HES1 RGL1 0.4392907235782637 -SHARPIN GUF1 0.43914803845282535 -CREB1 SLC25A38 0.4390133194111707 -MYC EN1 0.43889368130414474 -CDK1 MTOR 0.4388761347391843 -EGFR KCNJ8 0.43881814678159886 +ZBBX ZNF652 0.4480090083424408 +NOTCH1 UBAP2L 0.44785007044780534 +PPP1R13B CBX6 0.447844493103823 +PRDM14 TACR3 0.4478030932391567 +RELA EN1 0.44755692919347745 +MAP3K7 MVK 0.4472904110898491 +FOS CALM3 0.44724988799834553 +CASP8 RHOC 0.44716879340893545 +PTEN ZYG11A 0.44714503190339994 +HIF1A CD55 0.44713310159371633 +PPP1R13B DNAJC30 0.44713001060393803 +CDH1 ZNF687 0.44710820387051303 +SHARPIN B4GALNT3 0.4470832278170608 +APC SP1 0.4468822827600574 +MAP3K2 CTNNB1 0.4468208210963497 +MDM2 PRDM14 0.4465535654638717 +MARCKSL1 SHB 0.4462952841618165 +BRAF FOS 0.4461874083381757 +ATM UNC13D 0.4460999071300306 +IKBKB EVPL 0.44587546098981473 +ATR AXIN1 0.4458142825440196 +VIM JUN 0.4457133093573429 +RAF1 SLC26A4 0.4456493056034925 +PCNA POU5F1 0.44560394287895516 +CREB1 RACK1 0.4454466660991717 +BRAF SMAD4 0.44509917301507423 +CCNB2 PIK3CA 0.4449429008037524 +CASP3 JMJD6 0.4449171901725566 +UNC13D ZBTB24 0.44480740079178366 +RELB UBQLN2 0.44477973684879096 +FOS EN1 0.44472677676865313 +RPTOR TYK2 0.44451096995177597 +EGR1 LRRC36 0.44440805161435837 +GSK3B ATF4 0.44430443206186193 +PTEN SDSL 0.4441570688925761 +CHEK1 PPP1R13B 0.44325493566914237 +SRF LANCL2 0.4431762148227372 +PCNA SP1 0.4428582836355008 +RBPJ DNAJC30 0.4427219948830144 +RELA PNMA8C 0.442362556573656 +APC NME1 0.4422616101004683 +GADD45A ATR 0.44220283563570273 +ZNF774 HEBP2 0.4420553458125636 +MVK B3GAT2 0.442016194002943 +RPTOR ZNF774 0.44167924306734635 +CEACAM19 PTK7 0.4416404090370551 +POU5F1 RACK1 0.44161185306453254 +DLL1 ARHGEF4 0.4415369744849284 +AKT2 NFKB1 0.44153600874906523 +MST1R SUB1 0.44148530828231325 +TCEA3 SLC25A38 0.441338486419385 +CDK2 RELA 0.4412790613616953 +NFKB1 MSLN 0.4411522428941785 +UBAP2L B4GALNT3 0.441012808169887 +EGFR JMJD6 0.44075382190204526 +IKBKG POU5F1 0.44066144093324994 +DUSP6 MTOR 0.4405671627234179 +SNX25 SUB1 0.4405222494670474 +KRAS GATA2 0.440481204485791 +ERBB2 SLC25A38 0.44036608785228276 +CCNA2 TCF7L2 0.44029161129155187 +ATM IDH3B 0.4400683802054747 +IKBKG MGAT4B 0.4400103004425872 +MAP3K7 SMAD4 0.4398529305288383 +FOXO3 APC 0.439519217937761 +MCM2 CHCHD4 0.4394455315107319 +EGFR GUF1 0.43941107801956863 +CHEK2 TAX1BP1 0.439307976820372 +HES1 RGL1 0.4392907235782625 +SHARPIN GUF1 0.4391480384528251 +CREB1 SLC25A38 0.4390133194111711 +KRAS GDPD5 0.4389317851035472 +MYC EN1 0.4388936813041444 +CDK1 MTOR 0.4388761347391868 +EGFR KCNJ8 0.4388181467815962 TP53 KCNJ8 0.4386749681215274 -CDK2 PIK3CA 0.43829686846706944 -EN1 PTK7 0.43804178744852723 -UBAP2L ARHGEF28 0.43770292850908626 -MAPK3 HEBP2 0.43752616843269737 -CDC20 FOS 0.43751815696333324 -CDC20 TMCO4 0.4373721911933678 -BCL2 PPP1R13B 0.4373345205191577 -KIF9 MGA 0.437275354983334 -PIK3CA CLCN3 0.4369846553020543 -CDKN1A RYR1 0.4369412468151793 -CDK2 ATF4 0.43687901838290366 -LIN28A CALM3 0.43665436199153235 -PIK3CA LARGE1 0.43640011062333384 -KRAS ZNF774 0.43635575368278096 -PRDM14 SHB 0.4363394492997562 -RYR1 SPAG6 0.4362201175520312 -ADAM17 LANCL2 0.4361896043005868 -MAP3K7 MVK 0.4358243211766623 -ACTB LANCL2 0.4356744970801983 -RELA TGFBRAP1 0.43563927028498417 -FOXO3 REL 0.4356259918979966 -MARCKSL1 LARGE1 0.43556844086936963 -KLF11 LRRC36 0.43545784257703407 -HSP90AB1 CAB39L 0.43544070632395315 -NOTCH1 SHARPIN 0.43518293940341685 -UBQLN2 CLCN3 0.43515766380716847 -CALM3 B3GAT2 0.4346094043326459 -RGL1 DNAJC30 0.43453646193147677 -ITGB5 CS 0.4338387117953982 -APC SP1 0.43366638338157915 -CDC20 SASS6 0.43358699900810777 -SLC25A38 KCNJ8 0.43353299150424646 -IKBKG POU5F1 0.43343976393070804 -CDK1 TRAF2 0.43335616451592435 -AKT2 ADAM17 0.4331340327673022 -BAD HOMER1 0.43309820538117344 -NFKBIA TRMT44 0.43276380973012596 -KLF4 RFX8 0.4326157511798936 -PPP1R13B MDH2 0.4324984698569958 -NME1 BATF3 0.43235405936894744 -RELB MMADHC 0.4322672449156644 -UBQLN2 TAX1BP1 0.43225437571697056 -ATM SAA4 0.4320395592170518 -IKBKB EVPL 0.4319124271756172 -TCF7L2 CS 0.43186579595106017 -RACK1 GEMIN5 0.4314963987757426 -PIK3CB STAT1 0.4314949533607728 -CDK1 TRMT44 0.4314481887166298 -RPTOR TYK2 0.4313393410096936 -ZFP42 TBC1D10A 0.4311758952155825 -POU5F1 ITGB5 0.4311487825728878 -MST1R SHARPIN 0.4311438095724802 -HES1 NANOG 0.43105258950196423 -DUSP6 TGFBRAP1 0.4308359025183881 -BRAF ANKRD49 0.43050205959556465 -DVL2 SOCS3 0.4304347245424315 +CDK2 PIK3CA 0.4382968684670701 +EN1 PTK7 0.4380417874485269 +RMC1 PTK7 0.437995635629275 +UBAP2L ARHGEF28 0.43770292850908776 +MAPK3 HEBP2 0.4375261684326951 +CDC20 FOS 0.4375181569633314 +CDC20 TMCO4 0.4373721911933674 +BCL2 PPP1R13B 0.4373345205191566 +KIF9 MGA 0.4372753549833358 +PIK3CA CLCN3 0.43698465530205566 +CDKN1A RYR1 0.4369412468151784 +CDK2 ATF4 0.43687901838290266 +DVL2 SOCS3 0.4368300624762956 +LIN28A CALM3 0.4366543619915361 +PIK3CA LARGE1 0.4364001106233339 +KRAS ZNF774 0.43635575368277885 +PRDM14 SHB 0.43633944929975493 +RYR1 SPAG6 0.43622011755203044 +ADAM17 LANCL2 0.4361896043005845 +ACTB LANCL2 0.4356744970801974 +RELA TGFBRAP1 0.4356392702849868 +FOXO3 REL 0.4356259918979974 +MARCKSL1 LARGE1 0.43556844086936675 +KLF11 LRRC36 0.43545784257703274 +HSP90AB1 CAB39L 0.4354407063239536 +NOTCH1 SHARPIN 0.43518293940341085 +UBQLN2 CLCN3 0.43515766380716897 +CALM3 B3GAT2 0.4346094043326453 +RGL1 DNAJC30 0.43453646193147555 +ITGB5 CS 0.4338387117953993 +CDC20 SASS6 0.4335869990081071 +SLC25A38 KCNJ8 0.4335329915042476 +CDK1 TRAF2 0.43335616451592035 +RPTOR BATF3 0.4331779820657486 +AKT2 ADAM17 0.4331340327673019 +BAD HOMER1 0.4330982053811739 +NFKBIA TRMT44 0.4327638097301282 +KLF4 RFX8 0.43261575117989276 +PPP1R13B MDH2 0.4324984698569962 +NME1 BATF3 0.432354059368944 +RELB MMADHC 0.4322672449156648 +UBQLN2 TAX1BP1 0.43225437571697434 +ATM SAA4 0.43203955921705095 +TCF7L2 CS 0.43186579595105995 +RACK1 GEMIN5 0.43149639877574053 +PIK3CB STAT1 0.43149495336077714 +CDK1 TRMT44 0.4314481887166319 +ZFP42 TBC1D10A 0.4311758952155828 +POU5F1 ITGB5 0.43114878257288664 +MST1R SHARPIN 0.43114380957247833 +HES1 NANOG 0.43105258950196673 +DUSP6 TGFBRAP1 0.430835902518387 +BRAF ANKRD49 0.43050205959557086 VIM TAX1BP1 0.43038399398595906 -BRAF UBAP2L 0.43028279061453706 -ZBBX HOMER1 0.43026882554340146 -STAU1 ARHGEF4 0.43012095418098434 -BRAF EIF2AK3 0.4300594632612966 -SMAD4 MGAT4B 0.4298677593947037 -DVL2 EN1 0.4296959092223519 -HIF1A TCEA3 0.42941137140508046 -BATF3 PNMA8C 0.4292012834113292 -HIF1A MST1R 0.42908156241039497 -DLL1 CDH2 0.4290279186319665 -RELA SGCB 0.42881624141594793 +BRAF CTNNB1 0.4303718571174565 +BRAF UBAP2L 0.43028279061453223 +ZBBX HOMER1 0.4302688255434005 +STAU1 ARHGEF4 0.43012095418098606 +BRAF EIF2AK3 0.43005946326129496 +SMAD4 MGAT4B 0.4298677593947048 +DVL2 EN1 0.4296959092223516 +HIF1A TCEA3 0.4294113714050811 +BATF3 PNMA8C 0.42920128341132924 +HIF1A MST1R 0.42908156241039136 +DLL1 CDH2 0.4290279186319643 +RELA SGCB 0.42881624141594954 TYK2 SOX2 0.42861795562138966 -CHUK PNMA8C 0.42860273579065883 -STAU1 PRTFDC1 0.4284490451465752 -UBAP2L RYR1 0.4284172969900434 -ITGB5 TMCO4 0.4283102832822201 -MKI67 CASP9 0.42818370794423904 -ZNF652 HOMER1 0.42814318746066005 -MAP3K7 SMAD4 0.4277186212659935 -FOXO3 APC 0.42762561523769027 -APC NME1 0.42749145564289265 -PCNA ZBBX 0.4272442448111502 -CHEK2 RHOC 0.42722398719735105 -MAP3K14 NFKBIA 0.4269302220721197 -HSP90AB1 PNMA8C 0.42690158620510543 -VIM CD55 0.42651970707642306 -RELB ZNF774 0.4261668403611984 -RMC1 PTK7 0.4261461767326223 -NANOG CD55 0.4260474939697844 -PIK3CA CALM3 0.4257706161230057 -IRF1 HEBP2 0.4256396868727533 -MKI67 RACK1 0.4256040303464929 -CDC20 TRAF3 0.4254102591011051 -UBQLN2 B4GALNT3 0.4253947613409329 -TRAF2 PRDM14 0.42529504101714377 -PIK3CA TAX1BP1 0.4252268000172166 -ATR TGFBRAP1 0.4252157268833208 -CREB1 IKBKG 0.425207769967186 -MST1R ZBTB24 0.42507263885654 -CDK1 SLC26A4 0.42497605638631597 -CCNA2 MAPK3 0.42478664705414826 -MAPK3 SRF 0.42469557322517393 -CEACAM19 RFX8 0.42467928690589596 -TP53 CHUK 0.42427193069480734 -CCNB1 SPAG6 0.42386711334208105 -MKI67 KLF4 0.4238527859290565 -ATR BCL2L11 0.42372186192320627 -CASP9 DPPA4 0.4233571226667804 -GADD45A ITGB5 0.4231914096029324 -MAP3K2 TRAF3 0.4231843752224454 -CHEK2 MAPK3 0.4229160058974368 -GUF1 HOMER1 0.42289124483249324 -ZFP42 UBQLN2 0.4228280635019277 -POU5F1 SHARPIN 0.42269249965585176 -KRAS GDPD5 0.4225390158657953 -FOS ACOT6 0.4225275484104087 -SRF VIM 0.4224145371691821 -NR1I2 PRTFDC1 0.4222927645619414 -RAF1 KIF9 0.4222547442527083 -KLF4 ITGB5 0.4222485130541903 -ZFP42 B4GALNT3 0.4219498893960074 -PCNA TMX3 0.4218919019943329 -PRDM14 ARHGEF4 0.42176412745189495 -SMAD4 SAA4 0.421496959306134 -EGR1 ZYG11A 0.42146821855425415 -TRMT44 PRTFDC1 0.42138719671982355 +CHUK PNMA8C 0.4286027357906589 +STAU1 PRTFDC1 0.4284490451465764 +UBAP2L RYR1 0.4284172969900387 +ITGB5 TMCO4 0.42831028328221893 +MKI67 CASP9 0.42818370794423954 +ZNF652 HOMER1 0.42814318746065616 +PCNA ZBBX 0.42724424481114925 +CHEK2 RHOC 0.42722398719735366 +MAP3K14 NFKBIA 0.4269302220721193 +HSP90AB1 PNMA8C 0.4269015862051055 +VIM CD55 0.4265197070764177 +RELB ZNF774 0.42616684036119695 +NANOG CD55 0.4260474939697835 +PIK3CA CALM3 0.42577061612300726 +MAP3K7 TRAF3 0.4256549886261277 +IRF1 HEBP2 0.4256396868727545 +MKI67 RACK1 0.42560403034649197 +CDC20 TRAF3 0.4254102591011047 +UBQLN2 B4GALNT3 0.4253947613409321 +TRAF2 PRDM14 0.42529504101714094 +PIK3CA TAX1BP1 0.4252268000172159 +ATR TGFBRAP1 0.4252157268833216 +CREB1 IKBKG 0.4252077699671894 +MST1R ZBTB24 0.4250726388565381 +CDK1 SLC26A4 0.4249760563863169 +CCNA2 MAPK3 0.4247866470541495 +MAPK3 SRF 0.4246955732251739 +CEACAM19 RFX8 0.4246792869058951 +TP53 CHUK 0.42427193069480873 +CCNB1 SPAG6 0.42386711334208027 +MKI67 KLF4 0.423852785929056 +ATR BCL2L11 0.4237218619232063 +CASP9 DPPA4 0.4233571226667799 +GADD45A ITGB5 0.4231914096029334 +MAP3K2 TRAF3 0.42318437522244545 +AXIN1 EVPL 0.4229177626658378 +CHEK2 MAPK3 0.4229160058974387 +GUF1 HOMER1 0.4228912448324963 +ZFP42 UBQLN2 0.42282806350192637 +POU5F1 SHARPIN 0.42269249965584843 +FOS ACOT6 0.42252754841040974 +SRF VIM 0.4224145371691836 +NR1I2 PRTFDC1 0.4222927645619407 +RAF1 KIF9 0.42225474425271103 +KLF4 ITGB5 0.4222485130541912 +JAK2 RYR1 0.4221190399015084 +ZFP42 B4GALNT3 0.4219498893960099 +PCNA TMX3 0.4218919019943335 +PRDM14 ARHGEF4 0.421764127451896 +SMAD4 SAA4 0.4214969593061332 +EGR1 ZYG11A 0.42146821855425287 +TRMT44 PRTFDC1 0.42138719671982905 KCNJ8 LARGE1 0.4212585281591749 -BAX SMAD4 0.4210111344590366 -PPP1R13B NME8 0.42091237881399535 -CCNA2 UNC13D 0.42059093178432966 -ZBTB24 TAX1BP1 0.42050231262248805 -MAP3K2 PTK7 0.4204633717584162 -RPTOR BATF3 0.4203844831589502 -ZFP42 ZBTB24 0.4203447038432168 -TRAF2 HSP90AB1 0.42018299387208763 -CREB1 AKT2 0.4201311741008422 -AXIN1 STAT1 0.4199013371897319 -MAP3K14 SNX25 0.4198713948032996 -BCL2 GSK3B 0.41984980658241733 -EIF2AK3 RFX8 0.4196678016057366 -TRAF3 UBQLN2 0.4195226603489277 -TACR3 ARHGEF4 0.41947948807694924 -BRAF CTNNB1 0.419398200944331 -ATM CEACAM19 0.4193829133697987 -MCM5 HOMER1 0.4193332126499263 -CHEK2 ANKRD54 0.41933256379526224 -PIK3CA MST1R 0.41932706344754384 -CREB1 TRAF3 0.41925753239344077 -BAX PTPN7 0.4190066345676934 -IDH3B BATF3 0.4187943200287235 -CHEK2 NANOG 0.4187258697768635 -NFKBIA PTK7 0.4186677692145783 -SP1 MYC 0.4186484452668243 -CCNB1 GEMIN5 0.4186165203911314 -ADAM17 SGCB 0.41843486997209745 -STAT3 PRDM14 0.4184221057226558 -SRF SAA4 0.4182805644349044 -FOXO3 MGA 0.41824753797716757 -MAPK1 MAP3K14 0.41810201763370414 -SLC26A4 ANKRD49 0.41796643820456775 -MAP3K14 HEBP2 0.41791689244658015 -CS MID2 0.4178928698805251 -ZNF774 DNAJC30 0.417873498207292 -CDK2 IKBKG 0.4176370524393783 -CHEK1 ATP6V0D1 0.4175745258068167 -MVK ZNF687 0.4173389598719982 -KLF4 UNC13D 0.41704921961434 -TCF7L2 RHOC 0.4169546849104955 -AKT1 VIM 0.41684688530781344 -SHARPIN GEMIN5 0.41652916382605165 -HIF1A HOMER1 0.41563745354434484 +CASP9 EVPL 0.4210948737425489 +BAX SMAD4 0.42101113445903554 +PPP1R13B NME8 0.42091237881399624 +CCNA2 UNC13D 0.4205909317843307 +RPTOR UBAP2L 0.4205178573246137 +ZBTB24 TAX1BP1 0.42050231262248994 +MAP3K2 PTK7 0.42046337175841575 +ZFP42 ZBTB24 0.4203447038432158 +TRAF2 HSP90AB1 0.4201829938720806 +CREB1 AKT2 0.42013117410084255 +AXIN1 STAT1 0.4199013371897354 +MAP3K14 SNX25 0.4198713948032995 +BCL2 GSK3B 0.4198498065824162 +EIF2AK3 RFX8 0.41966780160573575 +PTEN RMC1 0.419636499722803 +TRAF3 UBQLN2 0.4195226603489256 +TACR3 ARHGEF4 0.4194794880769496 +ATM CEACAM19 0.4193829133697971 +MCM5 HOMER1 0.41933321264992596 +CHEK2 ANKRD54 0.41933256379526246 +PIK3CA MST1R 0.4193270634475416 +CREB1 TRAF3 0.41925753239344 +BAX PTPN7 0.419006634567693 +IDH3B BATF3 0.4187943200287213 +CHEK2 NANOG 0.418725869776863 +NFKBIA PTK7 0.4186677692145782 +SP1 MYC 0.41864844526682327 +CCNB1 GEMIN5 0.41861652039112984 +ADAM17 SGCB 0.4184348699720973 +STAT3 PRDM14 0.4184221057226523 +SRF SAA4 0.4182805644349042 +FOXO3 MGA 0.41824753797716735 +MAPK1 MAP3K14 0.4181020176337041 +SLC26A4 ANKRD49 0.4179664382045687 +MAP3K14 HEBP2 0.41791689244658003 +CS MID2 0.4178928698805261 +ZNF774 DNAJC30 0.41787349820729025 +ZYG11A RMC1 0.41785239324780954 +CDK2 IKBKG 0.4176370524393773 +CHEK1 ATP6V0D1 0.4175745258068161 +MVK ZNF687 0.4173389598719964 +KLF4 UNC13D 0.41704921961434105 +TCF7L2 RHOC 0.41695468491049653 +AKT1 VIM 0.41684688530781266 +SHARPIN GEMIN5 0.41652916382604427 +POU5F1 EVPL 0.41621002255816225 +HIF1A HOMER1 0.41563745354434517 CDK2 ZNF687 0.4156008298316184 -CDH2 PNMA8C 0.4153230752359615 -EGFR GEMIN5 0.4151844577383915 -CASP8 TBC1D10A 0.41491654846615694 -PIK3CA NANOG 0.41486103757068743 -CASP3 JUN 0.4147221972298655 -EIF2AK3 MST1R 0.4146482165879342 -NANOG MYC 0.41440792511123437 -CDC20 GADD45A 0.4143329292317821 -LIN28A PPP1R13B 0.41412322002559177 -PCNA TGFBRAP1 0.4140955563446162 -RAF1 LRRC36 0.4140075118411385 -JUN ATP6V0D1 0.4138733497937981 -ZFP42 B3GAT2 0.4138706383547798 -KLF4 FNDC7 0.41360937594524294 -PRDM14 DNAJC30 0.413562571666407 -B4GALNT3 SPAG6 0.413551921396174 -MAP3K7 TRAF3 0.4131033203201112 -NOTCH1 SNX25 0.4127973657206845 -TP53 SPAG6 0.41279213177705437 -ATM RBPJ 0.41273494935524296 -RACK1 HEBP2 0.41260678778455495 -PTPN7 CHMP4B 0.41210361213048863 -BATF3 CS 0.4116627261717427 -FAS TAX1BP1 0.4113515353571125 -SASS6 GDPD5 0.41132185207001204 -TCF7L2 ARHGEF4 0.41099592314250855 -CDH2 FNIP1 0.4109118382658616 -STAT3 DPPA4 0.4108848299178815 -PTEN RMC1 0.41077342674737727 +CDH2 PNMA8C 0.4153230752359622 +EGFR GEMIN5 0.41518445773839024 +PIK3CB EVPL 0.4151563058185334 +EVPL ZNF687 0.4150602058426639 +CASP8 TBC1D10A 0.4149165484661553 +APC ANKRD54 0.414883398960893 +PIK3CA NANOG 0.41486103757068726 +CASP3 JUN 0.41472219722986653 +EIF2AK3 MST1R 0.4146482165879337 +NANOG MYC 0.4144079251112342 +CDC20 GADD45A 0.41433292923177895 +LIN28A PPP1R13B 0.41412322002559165 +PCNA TGFBRAP1 0.41409555634461803 +RAF1 LRRC36 0.4140075118411372 +JUN ATP6V0D1 0.4138733497937949 +ZFP42 B3GAT2 0.4138706383547791 +APC CALM3 0.4138568053037812 +KLF4 FNDC7 0.4136093759452444 +PRDM14 DNAJC30 0.41356257166640664 +B4GALNT3 SPAG6 0.41355192139617336 +NOTCH1 SNX25 0.4127973657206839 +TP53 SPAG6 0.41279213177705365 +ATM RBPJ 0.41273494935524324 +RACK1 HEBP2 0.4126067877845535 +PTPN7 CHMP4B 0.41210361213048824 +BATF3 CS 0.4116627261717454 +FAS TAX1BP1 0.4113515353571105 +SASS6 GDPD5 0.41132185207001437 +TCF7L2 ARHGEF4 0.41099592314250893 +CDH2 FNIP1 0.41091183826586314 +STAT3 DPPA4 0.4108848299178827 ADAM17 PRDM14 0.41059372280577217 -CDK2 RHOC 0.41059337772151766 -CASP3 RFX8 0.41036021653617 -ZBBX TMX3 0.4103520862066922 -MCM5 HIF1A 0.4101003093949537 -CDK2 PPP1R13B 0.4100978556236279 -CREB1 PRDM14 0.4100462123477433 -BCL2 AXIN1 0.40996097330170206 -NR1I2 RGL1 0.4099158563814102 -CDK1 ACY3 0.4098778079302983 -FNDC7 STAU1 0.40975812269485623 -SLC25A38 HOMER1 0.4094900814384669 -ZYG11A SDSL 0.4094614386950404 -ATM STAT3 0.4094085618866444 -ATP6V0D1 ARHGEF28 0.4094022338020153 -ADAM17 CXCL17 0.4093214914156686 -AXIN1 EVPL 0.4092827915534835 -RELA KIF9 0.4091558856692583 -VIM CDH1 0.40910443746022385 +CDK2 RHOC 0.41059337772151816 +CASP3 RFX8 0.41036021653616916 +ZBBX TMX3 0.4103520862066913 +MCM5 HIF1A 0.41010030939495545 +CDK2 PPP1R13B 0.4100978556236286 +CREB1 PRDM14 0.41004621234774274 +BCL2 AXIN1 0.40996097330170256 +NR1I2 RGL1 0.4099158563814089 +MAP3K7 ZNF687 0.4099107839603252 +CDK1 ACY3 0.4098778079302976 +CTNNB1 TMCO4 0.40981399201054824 +FNDC7 STAU1 0.40975812269485773 +SLC25A38 HOMER1 0.409490081438467 +ZYG11A SDSL 0.4094614386950383 +ATM STAT3 0.4094085618866471 +ATP6V0D1 ARHGEF28 0.4094022338020165 +ADAM17 CXCL17 0.4093214914156684 +RELA KIF9 0.40915588566926087 +VIM CDH1 0.40910443746022307 CHEK2 JUN 0.40891543282457227 -GSK3B AXIN1 0.4085237053785423 -CHEK2 MTOR 0.4084056242320132 -CEACAM19 UBQLN2 0.40818470651912303 -MCM2 TMCO4 0.40780422811553085 -CHMP4B CBX6 0.4076436366954999 -BATF3 TGFBRAP1 0.40763426668832514 -CAB39L GUF1 0.4074723502392166 -CASP9 EVPL 0.40719413226224727 -NME1 CHCHD4 0.4071902501060931 -RPTOR UBAP2L 0.4070280769087286 -KIF9 CBX6 0.4069517360232204 -ANKRD49 CS 0.40687722043994823 +GSK3B AXIN1 0.4085237053785416 +CHEK2 MTOR 0.40840562423201326 +CEACAM19 UBQLN2 0.408184706519124 +MCM2 TMCO4 0.40780422811553285 +CHMP4B CBX6 0.40764363669550163 +BATF3 TGFBRAP1 0.4076342666883243 +CAB39L GUF1 0.407472350239218 +NME1 CHCHD4 0.40719025010609217 +KIF9 CBX6 0.4069517360232205 +ANKRD49 CS 0.4068772204399492 ADAM17 TRMT44 0.4066676724502814 -JAK2 RYR1 0.4064261310865312 -RELA MST1R 0.40639562604110774 -ZYG11A RMC1 0.40569196307034977 -ZFP42 JMJD6 0.40562364492069186 -MAP3K7 ZNF687 0.4055841804578298 -PIK3CA NFKB1 0.4054829676552093 -SLC25A38 FNIP1 0.40513261977736514 -MAPK3 ARHGEF28 0.4050927379991762 -MTOR TMCO4 0.4050895604726444 -CDK2 FOXO3 0.40506420685394384 -CASP8 KLF11 0.4049271865985037 -NME1 PNMA8C 0.4049230027628784 +RELA MST1R 0.40639562604110585 +ZFP42 JMJD6 0.4056236449206909 +PIK3CA NFKB1 0.4054829676552116 +SLC25A38 FNIP1 0.4051326197773666 +MAPK3 ARHGEF28 0.4050927379991775 +MTOR TMCO4 0.40508956047264444 +CDK2 FOXO3 0.4050642068539453 +CASP8 KLF11 0.4049271865985023 +NME1 PNMA8C 0.4049230027628797 SOX2 HEBP2 0.40489920456462875 -NFKBIA TMCO4 0.40486837073880355 -ZFP42 PRTFDC1 0.40356357794247116 -CHUK STAU1 0.4034959561622318 -ZBBX TBC1D10A 0.40335698863560854 -CCNB2 TBC1D10A 0.40310270635446305 -RPTOR FAS 0.4029742020789674 -DUSP6 PPP1R13B 0.40283674884682363 -BAD ERBB2 0.4027746143090074 -NFKBIA SHB 0.4027731227398136 -RAF1 TRAF2 0.40241698625607 +NFKBIA TMCO4 0.4048683707388037 +ZFP42 PRTFDC1 0.4035635779424709 +CHUK STAU1 0.40349595616222966 +CTNNB1 TYK2 0.4034874152459183 +ZBBX TBC1D10A 0.4033569886356076 +CCNB2 TBC1D10A 0.4031027063544634 +RPTOR FAS 0.4029744193800195 +DUSP6 PPP1R13B 0.4028367488468263 +BAD ERBB2 0.40277461430900835 +NFKBIA SHB 0.4027731227398144 +RAF1 TRAF2 0.4024169862560683 +KRAS TAX1BP1 0.4023598300256446 ATR FNIP1 0.4023252557655102 -SRF HEBP2 0.4022475574081866 -PIK3CB EVPL 0.4019460604325289 -EVPL ZNF687 0.4017859895596202 -CDC20 BRAF 0.40164279130668246 -CCNA2 RFX8 0.40160638744189553 -IDH3B FNIP1 0.4011144917892028 -POU5F1 CD55 0.4008140222024679 -BRAF HES1 0.40074753933318363 -APC CALM3 0.40073860519109444 -JAG1 CHUK 0.4002513716233503 -TAX1BP1 PRTFDC1 0.4001732748237551 -PIK3CA CHMP4B 0.40013422026969253 -MAP3K14 SRF 0.3999266245387882 -MDM2 EGR1 0.3998383821753512 -RAF1 TACR3 0.3998011084993092 -APC ANKRD54 0.3997517764606193 -AKT1 EGR1 0.39972144957232236 -FOXO3 PTK7 0.39966294888555265 -CHEK1 LRP6 0.39960858046541403 -CASP8 MST1R 0.39949867417963364 -CTNNB1 TMCO4 0.39948666103311403 -MAP3K2 TRAF6 0.3993363466281241 -TBC1D10A MGA 0.39917178412145554 -JAG1 SUB1 0.39916591696596265 -MDM2 ATP6V0D1 0.39912779484904104 -CHUK TCTN1 0.39911539128291107 -NANOG MSLN 0.3990884530809701 -REL PRTFDC1 0.39891909026233086 -ATF6 PAX5 0.3988490170856976 -MAP3K14 ZNF652 0.39824691870013673 -NFKBIA DPYSL3 0.3981077086821576 -FAS ZBTB24 0.39795818922778436 -HEBP2 PRTFDC1 0.39792309922244246 -MTOR CALM3 0.39772997777785307 -SMAD4 PRTFDC1 0.39738184186689296 +SRF HEBP2 0.4022475574081854 +CDC20 BRAF 0.401642791306678 +CCNA2 RFX8 0.4016063874418947 +IDH3B FNIP1 0.40111449178920316 +POU5F1 CD55 0.4008140222024665 +BRAF HES1 0.4007475393331863 +JAG1 CHUK 0.4002513716233496 +TAX1BP1 PRTFDC1 0.40017327482375603 +PIK3CA CHMP4B 0.40013422026969336 +MAP3K14 SRF 0.399926624538788 +MDM2 EGR1 0.39983838217535117 +RAF1 TACR3 0.3998011084993053 +AKT1 EGR1 0.3997214495723229 +FOXO3 PTK7 0.399662948885554 +CHEK1 LRP6 0.399608580465411 +CASP8 MST1R 0.39949867417963114 +MAP3K2 TRAF6 0.39933634662812556 +TBC1D10A MGA 0.39917178412145654 +JAG1 SUB1 0.39916591696596193 +MDM2 ATP6V0D1 0.399127794849041 +CHUK TCTN1 0.3991153912829086 +NANOG MSLN 0.39908845308096946 +REL PRTFDC1 0.39891909026232714 +ATF6 PAX5 0.3988490170856965 +MAP3K14 ZNF652 0.39824691870013595 +NFKBIA DPYSL3 0.3981077086821591 +FAS ZBTB24 0.3979581892277838 +HEBP2 PRTFDC1 0.39792309922244 +MTOR CALM3 0.39772997777785435 +SMAD4 PRTFDC1 0.3973818418668923 CEACAM19 TMX3 0.3973754200366503 -AKT2 RACK1 0.39732815688310535 -DLL1 NFKB1 0.3972101131126419 -MAP3K2 TRAF2 0.3970160605171526 -NFKBIA PNMA8C 0.3969724078505032 -CD55 SDSL 0.396801252916949 -ATF6 CALM3 0.3965917073944047 -FOXO3 IKBKG 0.3964858450833584 -TACR3 RFX8 0.3963134856050751 -MTOR LARGE1 0.39628922326692095 -KIF9 RGL1 0.3961567901748656 -MMADHC SASS6 0.3958995817263574 -MDM2 BCL2 0.39576673594482115 -DUSP6 RBPJ 0.3957373206168319 -BATF3 ZNF687 0.3956017266629408 -CALM3 SPAG6 0.3953418998114375 -CDH1 TCEA3 0.39485413962804927 -CHUK RYR1 0.3948034040367472 -TCF7L2 RELB 0.39478759839135047 -KIF9 MID2 0.3947833792959067 -TP53 CEACAM19 0.3947722917855511 +AKT2 RACK1 0.3973281568831049 +DLL1 NFKB1 0.3972101131126411 +MAP3K2 TRAF2 0.3970160605171547 +NFKBIA PNMA8C 0.39697240785050325 +CD55 SDSL 0.39680125291694807 +APC TMX3 0.39669534077848095 +ATF6 CALM3 0.39659170739440297 +FOXO3 IKBKG 0.39648584508335677 +RPTOR ADAM17 0.3963704846012462 +TACR3 RFX8 0.3963134856050743 +MTOR LARGE1 0.39628922326691773 +KIF9 RGL1 0.39615679017486444 +MMADHC SASS6 0.39589958172635803 +MDM2 BCL2 0.3957667359448214 +DUSP6 RBPJ 0.39573732061683137 +MAP3K7 RELB 0.3956276048698144 +BATF3 ZNF687 0.395601726662938 +CALM3 SPAG6 0.39534189981143675 +CDH1 TCEA3 0.3948541396280499 +CHUK RYR1 0.39480340403674635 +TCF7L2 RELB 0.39478759839135125 +KIF9 MID2 0.394783379295908 +TP53 CEACAM19 0.39477229178555207 +DVL2 MARCKSL1 0.3944643642536313 VIM BATF3 0.39445319703515147 -MCM2 SDSL 0.39443998669622526 -HIF1A HSP90AB1 0.39442990895408087 -ERBB2 SASS6 0.39440355668412397 -ACTB HOMER1 0.39439470745060423 -RACK1 TGFBRAP1 0.3941421773898527 -APC GATA2 0.39410739662500793 -ADAM17 B4GALNT3 0.3939540661696562 -PTEN PTK7 0.39383370663265865 -ATF4 HEBP2 0.3935614600700633 +MCM2 SDSL 0.3944399866962244 +HIF1A HSP90AB1 0.39442990895408075 +ERBB2 SASS6 0.3944035566841261 +ACTB HOMER1 0.3943947074506006 +RACK1 TGFBRAP1 0.39414217738985186 +APC GATA2 0.394107396625008 +ADAM17 B4GALNT3 0.3939540661696547 +PTEN PTK7 0.3938337066326558 +ATF4 HEBP2 0.3935614600700612 TYK2 ERBB2 0.39352221864169046 -TACR3 SASS6 0.39336920127407593 -SMAD4 LRRC36 0.3932743777184008 -SOX2 PNMA8C 0.3932437052132136 -SMAD4 MARCKSL1 0.39307317360931554 -IRF1 PRTFDC1 0.3930586703641777 -NANOG HOMER1 0.39302155279379114 -ACOT6 ANKRD49 0.3929133427378528 -IKBKG B3GAT2 0.39290175434392643 -MAP3K14 MAP3K7 0.3928937036720787 -MCM5 AXIN1 0.3928829846456261 -CDK1 RBPJ 0.3928471418499216 -MAP3K2 SOX2 0.3928204408161153 -PTEN NANOG 0.3925719187804654 -RPTOR ADAM17 0.39254511870082104 -MCM2 DNAJC30 0.39245137610758607 -SOCS3 REL 0.39236820208688605 -CDK1 ANKRD54 0.3920490617974318 -TRAF6 CDH1 0.39193618729766044 -CREB1 SNX25 0.39181347533492417 -BRAF ATF6 0.39168794485022973 -LRP6 SASS6 0.39132423834923874 -JAG1 NME8 0.39126128032196467 -FNDC7 CHCHD4 0.3912440703875755 -ANKRD49 CBX6 0.3911438395589969 -CDK2 EGR1 0.3909897641186304 -RACK1 LANCL2 0.3909573237106463 -KLF11 GEMIN5 0.3909452879522852 -REL ACY3 0.390903550312733 -CTNNB1 TYK2 0.39080156200965177 -FOS ARHGEF4 0.39031715320043486 -CASP9 KCNJ8 0.3903042229713346 -RELA SLC26A4 0.39018221725121227 -IKBKB LRRC36 0.3901337162704659 -JUN JMJD6 0.3900744945542469 -CDC20 CHMP4B 0.389703741250652 -SGCB KLF11 0.38946441841619717 +TACR3 SASS6 0.39336920127407826 +SMAD4 LRRC36 0.39327437771839985 +SOX2 PNMA8C 0.3932437052132118 +SMAD4 MARCKSL1 0.39307317360931276 +IRF1 PRTFDC1 0.3930586703641789 +NANOG HOMER1 0.3930215527937867 +ACOT6 ANKRD49 0.3929133427378538 +IKBKG B3GAT2 0.39290175434392577 +MAP3K14 MAP3K7 0.39289370367207727 +MCM5 AXIN1 0.39288298464562593 +CDK1 RBPJ 0.39284714184992153 +MAP3K2 SOX2 0.39282044081611583 +PTEN NANOG 0.3925719187804655 +EVPL GDPD5 0.39250893972629336 +MCM2 DNAJC30 0.39245137610758657 +DVL2 TMX3 0.39239520568201736 +SOCS3 REL 0.3923682020868886 +CDK1 ANKRD54 0.392049061797432 +APC MYC 0.3920419973444059 +TRAF6 CDH1 0.3919361872976573 +CREB1 SNX25 0.3918134753349274 +BRAF ATF6 0.3916879448502289 +LRP6 SASS6 0.3913242383492419 +JAG1 NME8 0.3912612803219656 +FNDC7 CHCHD4 0.39124407038757697 +MDM2 EVPL 0.3912201141001943 +ANKRD49 CBX6 0.39114383955899884 +CDK2 EGR1 0.3909897641186327 +RACK1 LANCL2 0.390957323710645 +KLF11 GEMIN5 0.3909452879522837 +BRAF RPTOR 0.39093246620763233 +REL ACY3 0.39090355031273327 +CTNNB1 RHOC 0.39077048263714315 +FOS ARHGEF4 0.3903171532004352 +CASP9 KCNJ8 0.39030422297133194 +RELA SLC26A4 0.39018221725121327 +IKBKB LRRC36 0.39013371627046456 +KRAS STAU1 0.3901266572634472 +JUN JMJD6 0.39007449455424564 +CDC20 CHMP4B 0.3897037412506521 +SGCB KLF11 0.38946441841619733 TCEA3 IDH3B 0.38933676800926376 -AKT1 ZFP42 0.3893105561622193 -UBAP2L MVK 0.3891244029206723 -CDKN1A NANOG 0.38892285381603936 -SRF KLF11 0.3885539516893786 -EGR1 SGCB 0.3882791419316725 -IRF1 IKBKG 0.38813998185111304 -ZYG11A TGFBRAP1 0.3881024229829779 -TBC1D10A FLNB 0.38799926126599443 -AXIN1 NR1I2 0.38789027416028654 -ATF6 ANKRD54 0.38757985528010513 -SOX2 SHARPIN 0.3875695059846147 -ADAM17 ARHGEF28 0.38726719370431895 -HES1 LRRC36 0.38693210359105484 -TP53 AKT1 0.3868291694649331 -SP1 FNIP1 0.3865012767562734 -CCNB2 ARHGEF28 0.3863035736562396 -CEACAM19 IDH3B 0.38606812494680864 -BCL2 PRTFDC1 0.38599109463464754 -GADD45A HIF1A 0.3859507205758988 -MAP3K2 SMAD4 0.3859436568513952 -KRAS TAX1BP1 0.3858972074637546 -STAT1 STAT3 0.38571533286883175 -DVL2 MARCKSL1 0.385493143551701 -CDK2 MAPK1 0.3854921646032408 -TBC1D10A UBAP2L 0.38530420572858826 -AKT2 HOMER1 0.3851251709738736 -MST1R LANCL2 0.38461844348037333 -MCM2 TMX3 0.38460056038685486 -PIK3CA HES1 0.3845229552072154 -MARCKSL1 MDH2 0.38438297070567395 -CHEK1 CHUK 0.38422038232493105 -DPPA4 RYR1 0.38369111088070934 -MAP3K7 RELB 0.38368241961918054 -MARCKSL1 RYR1 0.3836795553896137 -DVL2 TMX3 0.3835671092677465 -CTNNB1 MSLN 0.38343862124645456 -KLF11 CS 0.38317303154948895 -RELB ITGB5 0.3831697004774679 -BRAF TBC1D10A 0.38311525527055285 -MCM5 NANOG 0.38297051358593853 -LIN28A ZNF652 0.38286558795648895 -JUN EN1 0.38268748401128927 -LANCL2 ZBBX 0.3826360291478459 -PTK7 ARHGEF28 0.38215891745678277 -AKT2 MSLN 0.38214696106147134 -ATP6V0D1 B3GAT2 0.38198476493239214 -POU5F1 KIF9 0.381897187660579 -CASP8 JAG1 0.3816924333976652 -TYK2 DPYSL3 0.3816718991390552 -APC DLL1 0.38153024675087843 -CDH2 SUB1 0.3815184761155972 -TRAF6 RELB 0.3812968470073201 -SRF TMCO4 0.381271080078193 -SMAD4 CHMP4B 0.3812685891328788 -EN1 PPP1R13B 0.38107006845745856 -TYK2 MMADHC 0.3810621327099995 -APC TMX3 0.3809691817872735 -TCF7L2 LARGE1 0.3807710593937768 -DPYSL3 FNDC7 0.38010392804213494 -BRAF CLCN3 0.38005481013712644 -DUSP6 ZBBX 0.38003635155994064 -MCM2 RGL1 0.37996694201245046 -DUSP6 RELA 0.3799265225696631 -UNC13D CALM3 0.3798509240893496 -SHARPIN MID2 0.37967831842027616 -TRAF2 POU5F1 0.3795883982650103 -IRF9 EN1 0.37956745201957964 -SGCB CAB39L 0.37943887630860273 -PIK3CA EGR1 0.3794210493238107 -SOX2 SP1 0.3792064845175055 -CALM3 NR1I2 0.3790997619888504 -CCNB2 SDSL 0.3790770428226481 -REL MID2 0.3790053745333036 -SNX25 PNMA8C 0.37888223934867016 -GUF1 CBX6 0.3787797441185044 -CTNNB1 RHOC 0.3787020180690354 -SRF AKT1 0.3784438684685045 -MAPK1 TCTN1 0.37834117546211293 -APC MYC 0.3780469205305361 -CXCL17 SUB1 0.3780281655650034 -RFX8 CBX6 0.3777832019957554 -MCM2 MARCKSL1 0.37758848178801374 -FOXO3 LANCL2 0.3775848892855578 -CDK2 MDM2 0.37740727017545933 -BRAF RPTOR 0.37733812637595215 -BAX SP1 0.3771520528050579 -MYC SHARPIN 0.3769199260420117 -STAT3 MSLN 0.37676819428037384 -TACR3 HEBP2 0.37669459829903146 -EVPL GDPD5 0.3765114792892481 -BAX HEBP2 0.3764831339621366 -BCL2 B4GALNT3 0.3762910153252649 -MTOR TRAF2 0.37623663102476657 -REL TGFBRAP1 0.3761952734891083 -MKI67 RHOC 0.3760876958659518 -GSK3B MST1R 0.37600712842354855 -ATM PNMA8C 0.37590531841757685 -PIK3CA ARHGEF4 0.3757675771580071 -SP1 DPYSL3 0.3755842439693958 -SLC26A4 TMX3 0.37552044310204286 -MDM2 EVPL 0.3752072501688635 -MVK LARGE1 0.37518106409621055 -GADD45A TMX3 0.37513363231754776 +AKT1 ZFP42 0.389310556162222 +UBAP2L MVK 0.389124402920672 +CDKN1A NANOG 0.3889228538160412 +SRF KLF11 0.3885539516893787 +EGR1 SGCB 0.3882791419316719 +IRF1 IKBKG 0.3881399818511142 +ZYG11A TGFBRAP1 0.38810242298297865 +TBC1D10A FLNB 0.3879992612659964 +AXIN1 NR1I2 0.38789027416028765 +ATF6 ANKRD54 0.3875798552801058 +SOX2 SHARPIN 0.38756950598461326 +ADAM17 ARHGEF28 0.38726719370432044 +HES1 LRRC36 0.38693210359105357 +TP53 AKT1 0.38682916946493456 +SP1 FNIP1 0.38650127675627327 +CDH1 RMC1 0.38639898093476793 +CCNB2 ARHGEF28 0.3863035736562432 +CEACAM19 IDH3B 0.38606812494680776 +BCL2 PRTFDC1 0.38599109463464776 +GADD45A HIF1A 0.3859507205759017 +MAP3K2 SMAD4 0.38594365685139664 +JAK2 HSP90AB1 0.3858707073698889 +STAT1 STAT3 0.385715332868833 +CDK2 MAPK1 0.38549216460324137 +TBC1D10A UBAP2L 0.38530420572859014 +AKT2 HOMER1 0.38512517097387816 +MST1R LANCL2 0.38461844348037144 +MCM2 TMX3 0.38460056038685553 +PIK3CA HES1 0.3845229552072162 +MARCKSL1 MDH2 0.38438297070567357 +CHEK1 CHUK 0.3842203823249284 +APC B4GALNT3 0.38418571794018214 +DPPA4 RYR1 0.3836911108807117 +MARCKSL1 RYR1 0.3836795553896105 +CTNNB1 MSLN 0.383438621246454 +KLF11 CS 0.38317303154949 +RELB ITGB5 0.3831697004774674 +BRAF TBC1D10A 0.38311525527055224 +MCM5 NANOG 0.38297051358594253 +LIN28A ZNF652 0.38286558795648923 +JUN EN1 0.38268748401128866 +LANCL2 ZBBX 0.3826360291478449 +PTK7 ARHGEF28 0.382158917456784 +AKT2 MSLN 0.3821469610614707 +ATP6V0D1 B3GAT2 0.3819847649323915 +POU5F1 KIF9 0.38189718766058295 +CASP8 JAG1 0.3816924333976634 +TYK2 DPYSL3 0.3816718991390567 +APC DLL1 0.3815302467508786 +CDH2 SUB1 0.3815184761155953 +TRAF6 RELB 0.38129684700731936 +SRF TMCO4 0.3812710800781924 +SMAD4 CHMP4B 0.3812685891328806 +EN1 PPP1R13B 0.38107006845745817 +TYK2 MMADHC 0.3810621327100017 +TCF7L2 LARGE1 0.3807710593937747 +DPYSL3 FNDC7 0.3801039280421364 +BRAF CLCN3 0.3800548101371282 +DUSP6 ZBBX 0.3800363515599387 +MCM2 RGL1 0.3799669420124468 +DUSP6 RELA 0.3799265225696623 +UNC13D CALM3 0.3798509240893507 +RPTOR MVK 0.37982728975294666 +SHARPIN MID2 0.37967831842027594 +TRAF2 POU5F1 0.3795883982650085 +IRF9 EN1 0.3795674520195793 +SGCB CAB39L 0.37943887630860373 +PIK3CA EGR1 0.379421049323813 +SOX2 SP1 0.37920648451750333 +CALM3 NR1I2 0.3790997619888489 +CCNB2 SDSL 0.3790770428226484 +REL MID2 0.3790053745333058 +SNX25 PNMA8C 0.3788822393486702 +GUF1 CBX6 0.3787797441185049 +SRF AKT1 0.37844386846850675 +MAPK1 TCTN1 0.37834117546211515 +CXCL17 SUB1 0.37802816556500324 +RFX8 CBX6 0.3777832019957545 +MCM2 MARCKSL1 0.37758848178800986 +FOXO3 LANCL2 0.3775848892855592 +CDK2 MDM2 0.3774072701754619 +BAX SP1 0.37715205280505726 +MYC SHARPIN 0.376919926042011 +STAT3 MSLN 0.3767681942803732 +TACR3 HEBP2 0.3766945982990308 +BAX HEBP2 0.37648313396213484 +BCL2 B4GALNT3 0.3762910153252651 +MTOR TRAF2 0.3762366310247649 +REL TGFBRAP1 0.37619527348911014 +MKI67 RHOC 0.37608769586595314 +GSK3B MST1R 0.3760071284235466 +ATM PNMA8C 0.3759053184175769 +PIK3CA ARHGEF4 0.37576757715800746 +SP1 DPYSL3 0.3755842439693957 +SLC26A4 TMX3 0.3755204431020438 +MVK LARGE1 0.3751810640962052 +GADD45A TMX3 0.3751336323175469 ATM MAPK3 0.3747011269000516 -AKT1 NME1 0.37452296318929135 -RELA CDH1 0.3744650812363505 -SPAG6 CS 0.37406147472445417 -CHCHD4 FLNB 0.3740192638311215 -CASP9 STAT1 0.37385879366456415 -HES1 ADAM17 0.3737964143754085 -CDKN1A NFKBIA 0.3736489772756866 +AKT1 NME1 0.37452296318928924 +RELA CDH1 0.37446508123634986 +SPAG6 CS 0.37406147472445345 +CHCHD4 FLNB 0.37401926383112133 +CASP9 STAT1 0.37385879366456365 +HES1 ADAM17 0.3737964143754077 +APC TRAF6 0.37373420892545434 +CDKN1A NFKBIA 0.37364897727568747 UBAP2L ZNF687 0.373441512338904 -CDH1 RMC1 0.3731458517794441 -ANKRD54 CS 0.37314151366346393 -MAP3K2 CLCN3 0.3729089006190222 -HIF1A VIM 0.372749071395311 -NME1 PAX5 0.3727057010332956 -SOCS3 ATP6V0D1 0.37269039167042217 -NFKBIA MGA 0.37264373537365447 -KRAS STAU1 0.3724058812799765 -MAPK3 PIK3CB 0.3723779781348457 -FOXO3 PNMA8C 0.3723263284301409 -DPYSL3 ACOT6 0.37232199551243494 -ERBB2 MMADHC 0.3721479489360625 -RBPJ ITGB5 0.3720718434795317 -MCM2 TAX1BP1 0.37200862217083785 -BAX SOX2 0.37193621988867726 -TRAF2 LARGE1 0.3717517074158202 -EGFR SLC25A38 0.37166118263304915 -PIK3CA CDH2 0.37164392423038417 -CHEK1 STAT3 0.37159697826694554 -HIF1A PAX5 0.3715531626987312 -KCNJ8 RMC1 0.37152976237746255 -MCM2 MGA 0.3713188002524839 -CHEK1 FOXO3 0.37102276248099547 -MAP3K2 DPPA4 0.3709556783657865 -NME1 MVK 0.3707746135102936 -SLC25A38 GEMIN5 0.37063753592964455 -CDKN1A IRF1 0.3704203142987048 -CDK1 TP53 0.3702530239649878 +ANKRD54 CS 0.373141513663465 +MAP3K2 CLCN3 0.3729089006190242 +HIF1A VIM 0.37274907139531216 +NME1 PAX5 0.37270570103329514 +SOCS3 ATP6V0D1 0.37269039167042306 +NFKBIA MGA 0.37264373537365547 +MAPK3 PIK3CB 0.3723779781348473 +FOXO3 PNMA8C 0.37232632843014307 +DPYSL3 ACOT6 0.37232199551243594 +ERBB2 MMADHC 0.37214794893606207 +RBPJ ITGB5 0.37207184347953476 +MCM2 TAX1BP1 0.37200862217083797 +BAX SOX2 0.3719362198886765 +TRAF2 LARGE1 0.37175170741581587 +EGFR SLC25A38 0.3716611826330485 +PIK3CA CDH2 0.3716439242303819 +CHEK1 STAT3 0.37159697826694404 +HIF1A PAX5 0.3715531626987308 +KCNJ8 RMC1 0.3715297623774622 +MCM2 MGA 0.3713188002524862 +CHEK1 FOXO3 0.3710227624809912 +MAP3K2 DPPA4 0.37095567836578663 +NME1 MVK 0.3707746135102937 +SLC25A38 GEMIN5 0.37063753592964377 +CDKN1A IRF1 0.37042031429870637 +JAG1 POU5F1 0.3704060545715902 +CDK1 TP53 0.37025302396498916 CHEK1 GATA2 0.37017006911913297 -CLCN3 TCTN1 0.37011331754186433 -FOXO3 BRAF 0.3696716776862681 -CREB1 AKT1 0.3696290668785796 -ZBBX ZYG11A 0.36958003962371955 -DUSP6 MMADHC 0.36943293121882415 -CASP8 ACY3 0.36927559935366955 -IDH3B GUF1 0.3690102307122366 -IRF9 PRDM14 0.368960796076218 -MARCKSL1 SASS6 0.3689004655684586 -ANKRD49 FLNB 0.36873442685923136 -SHARPIN SGCB 0.36865851723527004 -SHB ARHGEF4 0.3686070056575562 -ATF4 KCNJ8 0.36850972277576305 -NANOG FNIP1 0.36814183892762514 -TACR3 GUF1 0.3679988434259358 -TACR3 EN1 0.36786218192962516 -APC B4GALNT3 0.3678594575995121 -MCM5 KIF9 0.3678474589778332 -KCNJ8 ZBTB24 0.36767217782484307 -CALM3 PAX5 0.3676299650272744 -MCM2 FNDC7 0.36762360403769084 -SP1 CHCHD4 0.3676211896745076 -DPYSL3 ARHGEF28 0.36749278386225087 -STAT1 TACR3 0.3674426383829194 -ATR MVK 0.3673992362784523 -HIF1A TBC1D10A 0.3669170529595782 -CDC20 LIN28A 0.36678784358858557 -CHEK2 REL 0.3666313717747671 -RPTOR MVK 0.3664797145822648 -MCM2 MAPK3 0.36636214576011034 -ATR JUN 0.36633602184699016 -AKT1 MST1R 0.3663272725050928 -AKT2 SMAD4 0.3662193487632581 -CCNB1 RGL1 0.3658975129748513 -ITGB5 SPAG6 0.36570313846618413 -RELB DPPA4 0.36562941028919116 -CCNB2 NFKBIA 0.3656199197111527 -UBAP2L B3GAT2 0.3654978529316322 -JAG1 POU5F1 0.36544718450458574 +CLCN3 TCTN1 0.3701133175418635 +FOXO3 BRAF 0.36967167768626935 +CREB1 AKT1 0.3696290668785818 +ZBBX ZYG11A 0.36958003962371855 +DUSP6 MMADHC 0.3694329312188238 +CASP8 ACY3 0.3692755993536688 +IDH3B GUF1 0.3690102307122396 +IRF9 PRDM14 0.3689607960762174 +MARCKSL1 SASS6 0.3689004655684605 +ANKRD49 FLNB 0.36873442685923613 +SHARPIN SGCB 0.3686585172352676 +SHB ARHGEF4 0.36860700565755716 +ATF4 KCNJ8 0.3685097227757623 +NANOG FNIP1 0.36814183892763047 +TACR3 GUF1 0.36799884342593875 +TACR3 EN1 0.36786218192962483 +MCM5 KIF9 0.36784745897783694 +KRAS LIN28A 0.36772047733001256 +KCNJ8 ZBTB24 0.3676721778248418 +CALM3 PAX5 0.36762996502727396 +MCM2 FNDC7 0.36762360403769234 +SP1 CHCHD4 0.3676211896745064 +DPYSL3 ARHGEF28 0.3674927838622512 +JAK2 HEBP2 0.3674832389059722 +STAT1 TACR3 0.36744263838292224 +ATR MVK 0.3673992362784553 +HIF1A TBC1D10A 0.3669170529595768 +CDC20 LIN28A 0.36678784358858735 +CHEK2 REL 0.36663137177477273 +MCM2 MAPK3 0.3663621457601126 +ATR JUN 0.3663360218469896 +AKT1 MST1R 0.3663272725050909 +AKT2 SMAD4 0.36621934876325923 +CCNB1 RGL1 0.36589751297484946 +ITGB5 SPAG6 0.36570313846618335 +RELB DPPA4 0.36562941028919327 +CCNB2 NFKBIA 0.36561991971115215 +UBAP2L B3GAT2 0.3654978529316315 RELB VIM 0.36515344789501136 -KRAS EVPL 0.3650519007633095 -NOTCH1 MVK 0.3649734217058565 -MTOR SLC26A4 0.36436550493560377 -RPTOR DLL1 0.36425321419223466 -CHEK2 NME8 0.36422566620252483 -ERBB2 LARGE1 0.3640316011361012 -SRF ANKRD49 0.36392377910175355 -MAP3K2 ATP6V0D1 0.363892317603311 -JUN MARCKSL1 0.36385893310863104 -LANCL2 GEMIN5 0.3637636443699301 -MCM2 BAD 0.3634123640454029 -MTOR CHCHD4 0.3631982386701414 -JUN ZNF774 0.36316551438326633 -DVL2 CEACAM19 0.3628762667094226 -CHEK2 IKBKG 0.36278582260057707 -BAX TRAF3 0.3626413594077615 -RAF1 EGFR 0.36259389297025374 -POU5F1 ACOT6 0.362541863656046 -SNX25 CBX6 0.3624534278503641 -TRAF2 GDPD5 0.3624242749645554 -RELB MST1R 0.3619427260671346 -AKT2 CS 0.36152336573277777 -STAT1 ZYG11A 0.36121210759385486 -PRDM14 B4GALNT3 0.36069409040660944 -CASP8 STAU1 0.3606228804925955 -JUN UBAP2L 0.36017477356701705 -ADAM17 STAT3 0.3595748712497439 -KLF4 UBQLN2 0.3594172204471286 -EN1 B4GALNT3 0.3593441010072863 -ATR MTOR 0.3592296913010511 -RAF1 ACY3 0.3588019790550611 -DUSP6 ANKRD49 0.3587805711062522 -CDC20 MMADHC 0.3586400062702336 -EGFR B4GALNT3 0.3586143028652359 -MTOR TAX1BP1 0.35858897508019505 -STAT3 IDH3B 0.35825994024867014 -CCNA2 MMADHC 0.35811349424091143 -CDH2 TGFBRAP1 0.3580257211872482 -STAT1 TBC1D10A 0.357964307051331 -MDM2 ZNF687 0.35790665030997576 -MCM5 KLF11 0.3574025928623756 -ZBTB24 CS 0.3573443205948168 -APC TRAF6 0.35712790717586296 -SGCB PNMA8C 0.35687979637137285 -ATM TYK2 0.3568394809323637 -BCL2L11 POU5F1 0.35678314441095177 -MCM2 MVK 0.35655480179166243 -BCL2 UBQLN2 0.3564225604006427 -FOS SHB 0.3563801177947503 -KLF4 FNIP1 0.3561863786971431 -CDK1 DPYSL3 0.3561617030374928 -CDK2 SLC25A38 0.35605776759836005 -EGR1 CXCL17 0.3557779424372451 -CDH2 CLCN3 0.35552133725434226 -LIN28A FNDC7 0.35544468766602 -PTEN KLF11 0.3554380841832625 -CASP3 MID2 0.3553727007246505 -MDM2 PTPN7 0.355255390136289 -CCNB2 ZNF774 0.3551180942868529 -DVL2 CHCHD4 0.3549975827867965 -ANKRD49 TMCO4 0.35473543075732217 -DLL1 EGR1 0.35464432016533665 -PIK3CA ZFP42 0.35448272911678574 -EGFR LANCL2 0.3544167914257753 -POU5F1 B3GAT2 0.3543618388539263 -FOXO3 DUSP6 0.35430026161080763 -TCF7L2 FLNB 0.3542899569282693 -BAX RAF1 0.3541904381332015 -LRP6 PRDM14 0.35416579493086553 -ZNF652 CBX6 0.3538675737091846 -CHEK2 LIN28A 0.35377281132983496 -CD55 CHCHD4 0.35373436764656424 -GSK3B ZNF774 0.35372456174374034 -ATM SDSL 0.3536871434040904 -IKBKB RMC1 0.35356679640348054 -SNX25 SASS6 0.353488026874879 -KCNJ8 ITGB5 0.35304856596548817 -APC RFX8 0.35303097780933146 -FOXO3 TGFBRAP1 0.35295939132173787 -STAT1 JUN 0.35293638219947493 -MCM2 SPATS1 0.3527573898219746 -TRAF6 STAT3 0.35267810082251333 -EN1 ANKRD49 0.3526424942041075 -MAP3K14 GUF1 0.3526011688006153 -CCNB2 ATF6 0.35252124932390955 -NOTCH1 IKBKB 0.3524198817553568 -MYC SASS6 0.35236436447847636 -BAD MGA 0.3523299228003026 -NOTCH1 HEBP2 0.3522622341278107 -CDH2 MST1R 0.3522553982640679 -CCNB2 LARGE1 0.3522532936022001 -SLC25A38 NME8 0.3521424439473285 -KIF9 CLCN3 0.35204710814025814 -SGCB RFX8 0.35187381981682303 -SOX2 FOS 0.3517912242808249 -DUSP6 TMCO4 0.3513900406857553 -PCNA ANKRD54 0.3513667002450531 -TCF7L2 MDH2 0.35136649499227907 -MAPK1 ANKRD54 0.3513598780618223 -JAK2 HEBP2 0.35107803658877174 -DPYSL3 ARHGEF4 0.35102708149172746 -JAG1 HSP90AB1 0.3510207520075709 -PTK7 RFX8 0.3507450240295494 +NOTCH1 MVK 0.3649734217058555 +MTOR SLC26A4 0.3643655049356047 +RPTOR DLL1 0.3642532141922334 +CHEK2 NME8 0.3642256662025258 +ERBB2 LARGE1 0.364031601136099 +SRF ANKRD49 0.3639237791017546 +MAP3K2 ATP6V0D1 0.3638923176033151 +JUN MARCKSL1 0.36385893310862966 +LANCL2 GEMIN5 0.36376364436992936 +MCM2 BAD 0.36341236404540295 +KRAS CBX6 0.36337721781955085 +IKBKB RMC1 0.3632992578675232 +EVPL ATF6 0.3632185609156191 +MTOR CHCHD4 0.36319823867014167 +JUN ZNF774 0.36316551438326394 +DVL2 CEACAM19 0.36287626670942225 +CHEK2 IKBKG 0.3627858226005772 +APC HOMER1 0.36268172282867456 +BAX TRAF3 0.36264135940776265 +RAF1 EGFR 0.3625938929702537 +POU5F1 ACOT6 0.3625418636560473 +SNX25 CBX6 0.3624534278503635 +TRAF2 GDPD5 0.36242427496455065 +RELB MST1R 0.36194272606713274 +AKT2 CS 0.3615233657327788 +STAT1 ZYG11A 0.3612121075938598 +PRDM14 B4GALNT3 0.3606940904066073 +CASP8 STAU1 0.36062288049259345 +JUN UBAP2L 0.3601747735670174 +ADAM17 STAT3 0.3595748712497428 +KLF4 UBQLN2 0.3594172204471321 +EN1 B4GALNT3 0.359344101007286 +ATR MTOR 0.3592296913010506 +JAK2 TMX3 0.35886811390004886 +RAF1 ACY3 0.35880197905506106 +DUSP6 ANKRD49 0.358780571106252 +CDC20 MMADHC 0.3586400062702337 +EGFR B4GALNT3 0.3586143028652358 +MTOR TAX1BP1 0.35858897508019516 +STAT3 IDH3B 0.3582599402486747 +CCNA2 MMADHC 0.3581134942409076 +CLCN3 RMC1 0.3580926901396434 +CDH2 TGFBRAP1 0.35802572118724674 +STAT1 TBC1D10A 0.35796430705133114 +MDM2 ZNF687 0.35790665030997426 +MCM5 KLF11 0.3574025928623761 +ZBTB24 CS 0.35734432059481785 +JAK2 UBQLN2 0.3570993488041619 +SGCB PNMA8C 0.3568797963713717 +ATM TYK2 0.35683948093236445 +BCL2L11 POU5F1 0.3567831444109504 +MCM2 MVK 0.35655480179166255 +BCL2 UBQLN2 0.3564225604006429 +FOS SHB 0.35638011779474726 +KLF4 FNIP1 0.3561863786971432 +CDK1 DPYSL3 0.3561617030374931 +CDK2 SLC25A38 0.35605776759836044 +EGR1 CXCL17 0.35577794243724487 +CDH2 CLCN3 0.35552133725434176 +LIN28A FNDC7 0.35544468766602144 +PTEN KLF11 0.35543808418326334 +CASP3 MID2 0.35537270072465693 +MDM2 PTPN7 0.3552553901362886 +CCNB2 ZNF774 0.35511809428685054 +DVL2 CHCHD4 0.35499758278679705 +ANKRD49 TMCO4 0.35473543075732417 +DLL1 EGR1 0.35464432016533537 +PIK3CA ZFP42 0.3544827291167866 +EGFR LANCL2 0.35441679142577387 +POU5F1 B3GAT2 0.3543618388539253 +FOXO3 DUSP6 0.35430026161080935 +TCF7L2 FLNB 0.3542899569282694 +BAX RAF1 0.35419043813319934 +LRP6 PRDM14 0.354165794930865 +ZNF652 CBX6 0.3538675737091835 +CHEK2 LIN28A 0.353772811329837 +CD55 CHCHD4 0.35373436764656163 +GSK3B ZNF774 0.35372456174373795 +ATM SDSL 0.35368714340408886 +SNX25 SASS6 0.35348802687487774 +KCNJ8 ITGB5 0.35304856596548745 +APC RFX8 0.35303097780933057 +FOXO3 TGFBRAP1 0.3529593913217422 +STAT1 JUN 0.3529363821994764 +PCNA EVPL 0.3527732865669236 +MCM2 SPATS1 0.35275738982197447 +TRAF6 STAT3 0.3526781008225134 +EN1 ANKRD49 0.35264249420410715 +MAP3K14 GUF1 0.3526011688006155 +CCNB2 ATF6 0.352521249323909 +NOTCH1 IKBKB 0.35241988175535743 +MYC SASS6 0.352364364478478 +BAD MGA 0.35232992280030345 +NOTCH1 HEBP2 0.3522622341278112 +CDH2 MST1R 0.35225539826406593 +CCNB2 LARGE1 0.3522532936022018 +SLC25A38 NME8 0.35214244394732946 +KIF9 CLCN3 0.35204710814026186 +SGCB RFX8 0.3518738198168222 +SOX2 FOS 0.35179122428082565 +DUSP6 TMCO4 0.351390040685752 +PCNA ANKRD54 0.35136670024505395 +TCF7L2 MDH2 0.35136649499228056 +MAPK1 ANKRD54 0.35135987806182284 +DPYSL3 ARHGEF4 0.3510270814917306 +JAG1 HSP90AB1 0.35102075200756844 +PTK7 RFX8 0.35074502402954855 DPPA4 RHOC 0.35046830917408367 -MAP3K7 ZBBX 0.35030283991124467 -CCNA2 ATF6 0.35009900583043085 -JMJD6 KCNJ8 0.34998431231942984 -CHMP4B RGL1 0.34980912064011965 -MYC SGCB 0.34958323997973795 -RBPJ LANCL2 0.34946205728119545 -KRAS LIN28A 0.3494162910959127 -MCM5 RACK1 0.3493423721236077 -CHUK HEBP2 0.34932875337690744 -CASP9 NFKB1 0.34922031800830095 -BCL2L11 CD200R1L 0.34915040623316623 -KCNJ8 CD55 0.34907203831763794 -NOTCH1 EGFR 0.34899260626472167 -GADD45A CASP3 0.34895471252304994 -NANOG CHCHD4 0.34892032294568237 -SLC26A4 GUF1 0.3488947353070067 -RBPJ SHARPIN 0.3486806784338861 -HIF1A STAU1 0.34859043320880445 -IKBKB CXCL17 0.34849216892640594 -ATF6 CD55 0.34842839495235417 -BCL2L11 BRAF 0.34839604400712865 -GSK3B ARHGEF28 0.34832689513120574 -CLCN3 RMC1 0.3482705929833096 -SHARPIN RFX8 0.3482193291464439 -BAX RBPJ 0.3480166034363871 -ACY3 KLF11 0.34797713301237565 -KIF9 EN1 0.3479560136005561 -DLL1 GEMIN5 0.3478324990437281 -TP53 IKBKB 0.34773060769761743 -HEBP2 GEMIN5 0.34762990304069274 -SDSL PTK7 0.34756710517174255 -SP1 MST1R 0.3475160883073678 -APC HOMER1 0.3471608775687032 -JAG1 ZYG11A 0.34710507265490576 -NFKB1 ZBBX 0.34709475943113016 +MAP3K7 ZBBX 0.3503028399112437 +CCNA2 ATF6 0.3500990058304285 +JMJD6 KCNJ8 0.3499843123194279 +CHMP4B RGL1 0.3498091206401185 +MYC SGCB 0.34958323997973717 +RBPJ LANCL2 0.34946205728119845 +MCM5 RACK1 0.3493423721236064 +CHUK HEBP2 0.349328753376907 +CASP9 NFKB1 0.34922031800830067 +HIF1A CTNNB1 0.3491617357524789 +BCL2L11 CD200R1L 0.3491504062331665 +KCNJ8 CD55 0.34907203831763567 +NOTCH1 EGFR 0.3489926062647223 +GADD45A CASP3 0.3489547125230573 +NANOG CHCHD4 0.3489203229456815 +SLC26A4 GUF1 0.3488947353070077 +RBPJ SHARPIN 0.34868067843388234 +HIF1A STAU1 0.34859043320880573 +CDKN1A CTNNB1 0.34855178562172956 +IKBKB CXCL17 0.3484921689264058 +ATF6 CD55 0.3484283949523527 +BCL2L11 BRAF 0.348396044007129 +GSK3B ARHGEF28 0.34832689513120607 +SHARPIN RFX8 0.348219329146443 +MAP3K2 EVPL 0.34820920618882356 +BAX RBPJ 0.3480166034363912 +ACY3 KLF11 0.34797713301237493 +KIF9 EN1 0.3479560136005558 +DLL1 GEMIN5 0.3478324990437268 +TP53 IKBKB 0.34773060769762076 +HEBP2 GEMIN5 0.34762990304069114 +SDSL PTK7 0.34756710517174166 +SP1 MST1R 0.34751608830736586 +JAG1 ZYG11A 0.34710507265490204 +NFKB1 ZBBX 0.3470947594311308 CHEK2 MDM2 0.34708959667607064 -CALM3 PNMA8C 0.3469969372595032 -EVPL ATF6 0.3468710343614352 -RAF1 EGR1 0.346838781642769 -MKI67 ATF4 0.34658484839151704 -TACR3 JMJD6 0.34655077904258025 -CDKN1A CTNNB1 0.3460245598737344 -CCNB1 STAT3 0.3458664848753439 -KIF9 PPP1R13B 0.3456957856314553 -BAX MDH2 0.3455555966027011 -CCNB2 BATF3 0.34522296453599854 +CALM3 PNMA8C 0.3469969372595023 +RAF1 EGR1 0.3468387816427669 +MKI67 ATF4 0.34658484839151793 +TACR3 JMJD6 0.34655077904257847 +CCNB1 STAT3 0.3458664848753413 +KIF9 PPP1R13B 0.3456957856314574 +BAX MDH2 0.34555559660270035 +CCNB2 BATF3 0.3452229645359979 GATA2 RYR1 0.3452027791372266 -ZBBX LARGE1 0.3451207663531989 -KRAS CBX6 0.34494217671768823 -MAPK1 IRF1 0.3449008708892896 -IRF1 LIN28A 0.34482008288242444 -KLF4 ATF4 0.34463610908773784 -ATR TAX1BP1 0.3444402949611436 -SPATS1 ANKRD54 0.3443243229807361 +ZBBX LARGE1 0.34512076635319794 +MAPK1 IRF1 0.34490087088929083 +IRF1 LIN28A 0.34482008288242383 +CASP3 EVPL 0.3448042263457417 +KLF4 ATF4 0.3446361090877403 +ATR TAX1BP1 0.3444402949611432 +SPATS1 ANKRD54 0.344324322980736 MAPK3 EGFR 0.34412003197725705 -SRF RHOC 0.34364910273511495 -ZFP42 RACK1 0.3433381886118379 -MAP3K2 KLF11 0.3433036305331819 -BAD SP1 0.3432038138343241 -MDM2 CD55 0.34285929112752495 -IDH3B MGA 0.3427678964528145 -SOX2 MGAT4B 0.34275902048253637 -CDC20 CBX6 0.3424843946585258 -ZNF652 FLNB 0.3424671836116813 -FOXO3 DLL1 0.34242018055633217 -CHMP4B ANKRD54 0.34230391584387015 -JAK2 TMX3 0.3422654236433077 -TP53 B4GALNT3 0.34214846631040635 -AKT2 FNIP1 0.3419439390153701 -JAK2 UBQLN2 0.3418374613256975 -BRAF MDH2 0.3416211321730153 -ADAM17 TCTN1 0.34161780890655297 -MTOR TRAF3 0.3415729081507175 -SOX2 PRTFDC1 0.3415567012899417 -MCM5 RAF1 0.3415264092905178 -NANOG CBX6 0.34133178084968 -FOXO3 KCNJ8 0.3413204548753544 -RELB SDSL 0.3413104997153573 -HIF1A CTNNB1 0.34113822210905265 -TRAF2 CHMP4B 0.34092304426187964 -MAP3K14 ACY3 0.3408731313580897 -RGL1 ARHGEF4 0.3407788991230949 -MYC MSLN 0.34043107456216126 -CCNA2 RELA 0.34029897490490196 -AXIN1 SUB1 0.33974374086302167 -CDK2 CAB39L 0.3397030841716527 -CDK2 STAU1 0.33962467485748904 -KIF9 SGCB 0.3395781559951114 -CHMP4B ZNF687 0.33921125098699756 -JMJD6 PTK7 0.3391774863246728 -HES1 SAA4 0.3390398011420635 -FAS RFX8 0.33885051870456956 +APC TACR3 0.3440789426320983 +SRF RHOC 0.3436491027351191 +ZFP42 RACK1 0.34333818861183696 +MAP3K2 KLF11 0.34330363053318336 +BAD SP1 0.34320381383432164 +MDM2 CD55 0.34285929112752195 +IDH3B MGA 0.3427678964528154 +SOX2 MGAT4B 0.34275902048253576 +CDC20 CBX6 0.34248439465852243 +ZNF652 FLNB 0.34246718361167977 +FOXO3 DLL1 0.34242018055633083 +CHMP4B ANKRD54 0.3423039158438732 +RMC1 SUB1 0.34217922673922907 +TP53 B4GALNT3 0.34214846631040835 +AKT2 FNIP1 0.3419439390153675 +BRAF MDH2 0.34162113217301543 +ADAM17 TCTN1 0.3416178089065507 +MTOR TRAF3 0.34157290815071917 +SOX2 PRTFDC1 0.34155670128993826 +MCM5 RAF1 0.3415264092905162 +NANOG CBX6 0.34133178084968097 +FOXO3 KCNJ8 0.3413204548753531 +RELB SDSL 0.34131049971535643 +TRAF2 CHMP4B 0.34092304426187864 +MAP3K14 ACY3 0.340873131358089 +RGL1 ARHGEF4 0.3407788991230942 +MYC MSLN 0.3404310745621607 +CCNA2 RELA 0.3402989749049004 +RPTOR KLF4 0.33987472676472663 +AXIN1 SUB1 0.3397437408630237 +CDK2 CAB39L 0.3397030841716557 +CDK2 STAU1 0.33962467485749037 +KIF9 SGCB 0.3395781559951113 +EVPL B4GALNT3 0.3393228208205779 +CHMP4B ZNF687 0.3392112509869968 +JMJD6 PTK7 0.3391774863246711 +HES1 SAA4 0.3390398011420633 +FAS RFX8 0.3388505187045687 MAP3K2 GATA2 0.33872159109701283 -CHUK FLNB 0.33862526496848677 -PIK3CA LANCL2 0.33823458316055016 -ZNF774 HSP90AB1 0.33818625858840884 -TRAF2 EGFR 0.33770499037049906 -PCNA EVPL 0.33768313493699703 -MCM2 PIK3CA 0.3376716170333024 -CREB1 HOMER1 0.3374176623644365 -CASP9 ZBTB24 0.3374113987784882 -SHARPIN CHMP4B 0.3373851002728597 +CHUK FLNB 0.3386252649684867 +PIK3CA LANCL2 0.338234583160551 +ZNF774 HSP90AB1 0.3381862585884065 +TRAF2 EGFR 0.3377049903704974 +MCM2 PIK3CA 0.3376716170333035 +CREB1 HOMER1 0.33741766236443915 +CASP9 ZBTB24 0.3374113987784875 +SHARPIN CHMP4B 0.3373851002728537 JAK2 CEACAM19 0.3373252391834604 -DPPA4 EGFR 0.33721235500897967 -BCL2 RELB 0.3368512548141323 -HES1 MGA 0.33681299454072156 -GEMIN5 MSLN 0.33677434877670265 -CHEK2 B3GAT2 0.3367171341938668 -IKBKB SHARPIN 0.3366989724889407 -MDM2 SRF 0.3366664646369571 -PNMA8C HOMER1 0.33635731504914584 -MGA PRTFDC1 0.3363361750924662 -CDKN1A PNMA8C 0.33627846925443744 +DPPA4 EGFR 0.3372123550089796 +BCL2 RELB 0.3368512548141345 +HES1 MGA 0.3368129945407231 +GEMIN5 MSLN 0.33677434877670204 +CHEK2 B3GAT2 0.3367171341938661 +IKBKB SHARPIN 0.3366989724889339 +MDM2 SRF 0.3366664646369597 +PNMA8C HOMER1 0.3363573150491459 +MGA PRTFDC1 0.33633617509246716 +CDKN1A PNMA8C 0.33627846925443866 MARCKSL1 ACY3 0.3362570260020943 -HSP90AB1 ANKRD54 0.33613878938653236 -PTEN MDH2 0.3357565033434592 -CREB1 ZYG11A 0.3357177688088691 -IDH3B ZBBX 0.33567095563080224 -JAG1 ARHGEF28 0.33559223203517197 -TRAF6 GUF1 0.33552815671766606 -MST1R HSP90AB1 0.3354643493538456 -JAG1 NME1 0.3353656089830291 +HSP90AB1 ANKRD54 0.33613878938653297 +PTEN MDH2 0.33575650334346063 +CREB1 ZYG11A 0.3357177688088712 +IDH3B ZBBX 0.3356709556308007 +JAG1 ARHGEF28 0.3355922320351738 +TRAF6 GUF1 0.33552815671766745 +MST1R HSP90AB1 0.33546434935384456 +JAG1 NME1 0.3353656089830276 MAP3K2 VIM 0.33515134797281876 -SASS6 NME8 0.3350932613831961 -RAF1 FOS 0.33503178423280544 -GADD45A AKT1 0.33484365878083466 -PRDM14 FLNB 0.3346780894857104 -MDM2 HIF1A 0.33422510138384237 -MAPK3 PPP1R13B 0.33417562933163975 -BCL2 ARHGEF4 0.33415448653771757 -UNC13D LARGE1 0.3339076094307071 -CHEK1 LRRC36 0.33389355619975813 -MCM5 MTOR 0.3338179554776414 -MGAT4B DNAJC30 0.33378343174857633 -MAP3K2 EVPL 0.3335120336506601 -BCL2 CDH2 0.3335020202535895 -PIK3CA MSLN 0.33336235275009196 -MARCKSL1 MVK 0.333318676263191 -MAPK1 PIK3CA 0.3328811055553741 -IRF1 LANCL2 0.3328676867658924 -CASP3 EVPL 0.3323436538464337 -BRAF NFKB1 0.332295667872848 -TRAF3 SLC25A38 0.33223166159020295 -SOX2 ACOT6 0.332183840687274 +SASS6 NME8 0.33509326138319706 +RAF1 FOS 0.3350317842328049 +GADD45A AKT1 0.33484365878083683 +PRDM14 FLNB 0.33467808948570976 +MDM2 HIF1A 0.3342251013838462 +MAPK3 PPP1R13B 0.33417562933164086 +BCL2 ARHGEF4 0.3341544865377189 +UNC13D LARGE1 0.3339076094307081 +CHEK1 LRRC36 0.33389355619975686 +MCM5 MTOR 0.33381795547764453 +MGAT4B DNAJC30 0.3337834317485767 +BCL2 CDH2 0.33350202025358777 +PIK3CA MSLN 0.3333623527500914 +MARCKSL1 MVK 0.3333186762631929 +MAPK1 PIK3CA 0.3328811055553749 +IRF1 LANCL2 0.3328676867658917 +BRAF NFKB1 0.33229566787284964 +TRAF3 SLC25A38 0.33223166159020334 +KRAS POU5F1 0.3322004810903713 +SOX2 ACOT6 0.3321838406872751 NME1 CEACAM19 0.3321349716517669 -PCNA SUB1 0.33198762170515217 -MCM2 SUB1 0.33198392035920987 -PTPN7 MDH2 0.3316404121323095 -PIK3CA STAT1 0.33159003048718544 -CHEK1 MARCKSL1 0.3314795790829681 -MAP3K2 CDH1 0.3311162926179714 -JMJD6 MVK 0.33102346307841185 -FNIP1 CHMP4B 0.3309474737327563 -LRP6 KLF11 0.3306707852436951 -STAU1 PTK7 0.3305734138425565 -AKT1 B4GALNT3 0.3305717160988913 -RELA GUF1 0.3301839526895281 -AXIN1 ATF6 0.33014355132660916 -LIN28A ATF6 0.33005777514171475 -EGR1 NME1 0.330016788266373 -DUSP6 DPPA4 0.32973783672394646 -RMC1 SUB1 0.32964151947383813 -NFKB1 B4GALNT3 0.3295919269361597 -SDSL PRTFDC1 0.3295881584621135 -CHEK2 EGFR 0.32953464503794055 -AKT1 UNC13D 0.3293761619829817 -CDC20 IKBKB 0.3292827705811934 -CDH1 PNMA8C 0.3290193369300737 -AXIN1 RFX8 0.3288165546009134 -CALM3 B4GALNT3 0.328655787376791 -STAU1 SUB1 0.32838659551304283 -PTK7 ANKRD49 0.32830595622725706 -MAP3K7 IRF1 0.3281572464594186 -ACTB LARGE1 0.32812673295390815 -MAP3K2 RYR1 0.3280084921950464 -STAT1 DPYSL3 0.32798404405491566 -BRAF RFX8 0.3279231273694709 -MCM2 SP1 0.3279148596078545 -ATM CHUK 0.3278300346264288 -SP1 ZNF687 0.32764572828969685 -CD55 FNIP1 0.32761081336955444 -GADD45A SHB 0.32740370623209775 -IRF9 DPYSL3 0.32733288225009205 -CALM3 CS 0.3271891048755277 -SMAD4 TCTN1 0.3270573331832281 +PCNA SUB1 0.3319876217051528 +MCM2 SUB1 0.33198392035921 +PTPN7 MDH2 0.33164041213230916 +PIK3CA STAT1 0.3315900304871883 +CHEK1 MARCKSL1 0.33147957908296827 +MAP3K2 CDH1 0.3311162926179727 +JMJD6 MVK 0.3310234630784121 +FNIP1 CHMP4B 0.33094747373275785 +LRP6 KLF11 0.3306707852436942 +STAU1 PTK7 0.33057341384255756 +AKT1 B4GALNT3 0.3305717160988899 +RELA GUF1 0.3301839526895295 +AXIN1 ATF6 0.33014355132661133 +LIN28A ATF6 0.3300577751417161 +EGR1 NME1 0.33001678826637293 +DUSP6 DPPA4 0.3297378367239459 +NFKB1 B4GALNT3 0.3295919269361607 +SDSL PRTFDC1 0.32958815846211253 +CHEK2 EGFR 0.3295346450379425 +PCNA MAP3K7 0.32942670056304035 +AKT1 UNC13D 0.3293761619829827 +CDC20 IKBKB 0.32928277058119304 +CDH1 PNMA8C 0.32901933693007374 +GADD45A EVPL 0.3289534235564172 +AXIN1 RFX8 0.3288165546009125 +CALM3 B4GALNT3 0.32865578737679263 +STAU1 SUB1 0.32838659551304183 +PTK7 ANKRD49 0.32830595622725606 +MAP3K7 IRF1 0.3281572464594198 +ACTB LARGE1 0.3281267329539064 +MAP3K2 RYR1 0.3280084921950472 +STAT1 DPYSL3 0.3279840440549189 +BRAF RFX8 0.32792312736947 +MCM2 SP1 0.32791485960785005 +ATM CHUK 0.3278300346264305 +MAP3K7 SOX2 0.327821287946287 +SP1 ZNF687 0.32764572828969846 +CD55 FNIP1 0.32761081336955333 +GADD45A SHB 0.3274037062320999 +IRF9 DPYSL3 0.3273328822500932 +CALM3 CS 0.32718910487552866 +CTNNB1 CDH1 0.3271297707272842 +SMAD4 TCTN1 0.32705733318322816 +TRAF2 EVPL 0.32701041031475553 MDM2 CEACAM19 0.32695463599451474 -APC TACR3 0.32684649399420285 -SOX2 RFX8 0.32672159676621076 -BCL2L11 RGL1 0.32654853683396134 -IKBKB VIM 0.3265169393655774 -MAP3K2 CHMP4B 0.3264086573091823 -TP53 CASP8 0.32640838338040024 -NME1 TBC1D10A 0.3260655459324217 -CDKN1A HIF1A 0.3260132896960005 -CDC20 RACK1 0.3259109308668667 -LANCL2 RFX8 0.3259027938271092 -NFKBIA UBAP2L 0.3258547922853082 -FOXO3 TCEA3 0.3258532388177883 -CCNA2 PRTFDC1 0.32577063267035283 -RPTOR KLF4 0.32574805295288234 -NFKB1 SMAD4 0.3256826201281445 -RELB KCNJ8 0.32545821176907674 -MAP3K2 ERBB2 0.32545120038423336 -UBAP2L ZNF774 0.3253357797194607 -NME1 ARHGEF28 0.32527883012153663 -TRMT44 SHB 0.3252253142427079 -BCL2L11 TACR3 0.32517738494440324 -RELA MARCKSL1 0.32499944022597355 -ATP6V0D1 TCEA3 0.32480991824638583 -SRF RYR1 0.32478453467463764 -CLCN3 RGL1 0.32465468386966395 -SMAD4 SHARPIN 0.3246000806579744 -TMX3 DNAJC30 0.3244856987584428 -GADD45A DLL1 0.3243609053689418 -MCM2 TCF7L2 0.3241802042401799 -CDK2 NOTCH1 0.32400445330888683 -AXIN1 IKBKG 0.32388671336414976 -MTOR TBC1D10A 0.32386320084403925 -MKI67 GSK3B 0.32373165408980337 -MAP3K7 SOX2 0.3234874779791539 -SOCS3 KIF9 0.323410291316229 -ATR BATF3 0.32336439010791035 -TCF7L2 TGFBRAP1 0.32324060782106306 -PCNA MAP3K7 0.32313724653677756 -HES1 TRAF2 0.32300678987390974 -FOXO3 MARCKSL1 0.322711675512794 -EVPL B4GALNT3 0.3226897025707319 -CASP3 RELA 0.32267314476945114 -RACK1 ARHGEF28 0.3224139375167559 -CASP9 MYC 0.32231614628450656 -SOX2 SGCB 0.3221209154181615 -MAP3K14 SMAD4 0.3220402707100768 -RBPJ CBX6 0.32185013770650545 -GADD45A DPPA4 0.3218489915246325 -TRAF3 SLC26A4 0.32170121830297804 -SMAD4 CALM3 0.32150990788916267 -FAS SMAD4 0.3215000892404127 -CTNNB1 NR1I2 0.32143412056756154 -BCL2L11 ACY3 0.32137701117504286 -ATF4 CLCN3 0.3213616564067096 -IKBKG FOS 0.32127719418190975 -AKT1 ARHGEF28 0.32125178905749807 -UNC13D ZNF687 0.3209667111321323 -MAPK1 ATF4 0.3209434353304762 +SOX2 RFX8 0.3267215967662099 +BCL2L11 RGL1 0.3265485368339602 +IKBKB VIM 0.3265169393655743 +RPTOR CDH2 0.32650818589302405 +MAP3K2 CHMP4B 0.3264086573091854 +TP53 CASP8 0.32640838338040157 +NME1 TBC1D10A 0.3260655459324223 +CDKN1A HIF1A 0.32601328969600163 +CDC20 RACK1 0.3259109308668687 +LANCL2 RFX8 0.3259027938271077 +KRAS RBPJ 0.32585609077308997 +NFKBIA UBAP2L 0.32585479228530756 +FOXO3 TCEA3 0.32585323881778894 +CCNA2 PRTFDC1 0.32577063267035095 +NFKB1 SMAD4 0.3256826201281455 +RELB KCNJ8 0.32545821176907547 +MAP3K2 ERBB2 0.3254512003842337 +UBAP2L ZNF774 0.3253357797194583 +NME1 ARHGEF28 0.3252788301215397 +APC ATF6 0.3252262454284573 +TRMT44 SHB 0.3252253142427063 +BCL2L11 TACR3 0.325177384944404 +RELA MARCKSL1 0.3249994402259704 +ATP6V0D1 TCEA3 0.32480991824638644 +SRF RYR1 0.32478453467463686 +CLCN3 RGL1 0.32465468386966523 +SMAD4 SHARPIN 0.32460008065796847 +TMX3 DNAJC30 0.3244856987584433 +GADD45A DLL1 0.3243609053689405 +MCM2 TCF7L2 0.32418020424018124 +CDK2 NOTCH1 0.32400445330888766 +AXIN1 IKBKG 0.3238867133641527 +MTOR TBC1D10A 0.3238632008440396 +MKI67 GSK3B 0.32373165408980015 +SOCS3 KIF9 0.32341029131623195 +ATR BATF3 0.32336439010790846 +CTNNB1 NR1I2 0.323291647409526 +TCF7L2 TGFBRAP1 0.3232406078210624 +HES1 TRAF2 0.3230067898739072 +FOXO3 MARCKSL1 0.322711675512795 +CASP3 RELA 0.32267314476945075 +RACK1 ARHGEF28 0.32241393751675806 +CASP9 MYC 0.3223161462845046 +SOX2 SGCB 0.3221209154181649 +MAP3K14 SMAD4 0.3220402707100773 +RBPJ CBX6 0.3218501377065075 +GADD45A DPPA4 0.3218489915246309 +TRAF3 SLC26A4 0.321701218302979 +SMAD4 CALM3 0.3215099078891642 +FAS SMAD4 0.32150008924041207 +BCL2L11 ACY3 0.3213770111750418 +ATF4 CLCN3 0.32136165640671155 +IKBKG FOS 0.3212771941819087 +AKT1 ARHGEF28 0.3212517890574993 +UNC13D ZNF687 0.3209667111321333 +MAPK1 ATF4 0.32094343533047753 CASP3 CEACAM19 0.3208770866322103 -SOCS3 ZFP42 0.3208559761312234 -FOXO3 SOCS3 0.32082586271773633 -HES1 TMCO4 0.32080185240576975 -ATF4 NME1 0.32076292299657644 -TBC1D10A MDH2 0.3204304778354384 -CD55 TGFBRAP1 0.3202828612064976 -CDC20 CASP3 0.32018885877608433 -MCM5 DNAJC30 0.3201743359902551 -KLF4 GEMIN5 0.32003928541246196 -CHEK2 SGCB 0.3200304236361221 -CASP3 NANOG 0.319892523753479 -ATM MMADHC 0.3198851892593567 -LIN28A MID2 0.31986333555515484 -BAX SPATS1 0.3198186866287062 -GSK3B SOX2 0.31924978370811086 -KIF9 SPATS1 0.31917324652694284 -CASP9 TCTN1 0.3189943625883112 -NME1 RHOC 0.31882582327372344 -HES1 KIF9 0.31869027014038476 -IKBKB ZYG11A 0.31850151280732725 -CREB1 ACY3 0.3184372859047959 -ITGB5 CHMP4B 0.31841848295180397 -SNX25 PPP1R13B 0.3182398384085818 -RAF1 ACTB 0.31818920040805565 -RHOC CHCHD4 0.31817634066951966 -DPPA4 ANKRD49 0.3181663669563415 -SOCS3 SHB 0.31805567289998665 -ERBB2 MID2 0.3178151331016429 -LIN28A ATP6V0D1 0.31761272673364394 -IKBKB RACK1 0.31758712069691486 -AXIN1 SLC25A38 0.31750030463880663 +SOCS3 ZFP42 0.320855976131224 +FOXO3 SOCS3 0.32082586271773816 +HES1 TMCO4 0.3208018524057683 +ATF4 NME1 0.3207629229965751 +TBC1D10A MDH2 0.32043047783543693 +CD55 TGFBRAP1 0.3202828612064986 +CDC20 CASP3 0.3201888587760868 +MCM5 DNAJC30 0.3201743359902588 +KLF4 GEMIN5 0.32003928541246285 +CHEK2 SGCB 0.3200304236361217 +CASP3 NANOG 0.31989252375348287 +ATM MMADHC 0.31988518925935866 +CTNNB1 FOS 0.3198772003301206 +LIN28A MID2 0.3198633355551564 +BAX SPATS1 0.3198186866287058 +GSK3B SOX2 0.3192497837081105 +KIF9 SPATS1 0.31917324652694273 +CASP9 TCTN1 0.31899436258830927 +NME1 RHOC 0.31882582327371983 +HES1 KIF9 0.3186902701403885 +IKBKB ZYG11A 0.3185015128073258 +CREB1 ACY3 0.3184372859047952 +ITGB5 CHMP4B 0.31841848295180203 +SNX25 PPP1R13B 0.31823983840858416 +RAF1 ACTB 0.3181892004080537 +RHOC CHCHD4 0.3181763406695144 +DPPA4 ANKRD49 0.3181663669563427 +SOCS3 SHB 0.3180556728999881 +ERBB2 MID2 0.3178151331016445 +MAP3K7 UBAP2L 0.317755142212608 +LIN28A ATP6V0D1 0.31761272673364427 +IKBKB RACK1 0.31758712069691375 +AXIN1 SLC25A38 0.3175003046388083 CEACAM19 RYR1 0.3173305509804295 -AKT2 FNDC7 0.3172448477872717 -MYC LARGE1 0.3171019669306987 -RELA SP1 0.3169879748136112 +AKT2 FNDC7 0.31724484778727313 +MYC LARGE1 0.31710196693069703 +RELA SP1 0.31698797481361046 CEACAM19 SUB1 0.3168576173140726 -PIK3CA B3GAT2 0.3168559779491451 -KRAS PTPN7 0.31672976935903885 -RHOC CD55 0.3162408590673942 -FOXO3 GDPD5 0.31608783419343334 -HIF1A ARHGEF28 0.31605416583526763 -AKT2 JMJD6 0.31593626943107606 -GADD45A PTEN 0.3159285034761597 -RPTOR CDH2 0.31591798059169524 -ZBBX UBAP2L 0.31582865789439984 -DLL1 DPPA4 0.31571143157109827 -HIF1A TMX3 0.3156103261683688 -SOCS3 TBC1D10A 0.31553675886645133 -APC EVPL 0.31543590646955266 -CASP3 TRAF6 0.31534999876441056 -TCF7L2 IRF1 0.3152952334340568 -GADD45A SOX2 0.31513087874002216 -MAP3K2 TMX3 0.31487642733609716 -TRAF2 EVPL 0.31477923515700995 -STAT3 EN1 0.31476900037916206 -TRAF3 GUF1 0.31469434557932957 -MYC LRRC36 0.3146763924529747 -CTNNB1 CDH1 0.3144885911656852 -JAK2 B3GAT2 0.3144857974381362 -IKBKG KIF9 0.31440668905013963 -GADD45A PTPN7 0.3143946924167279 -CREB1 TMCO4 0.313978564507083 -AXIN1 UBQLN2 0.3138728953892474 -CDH1 SPATS1 0.31382447487234355 -CASP9 RHOC 0.31376994218449844 -MKI67 HES1 0.3135750094148605 -DVL2 EGR1 0.31356077228801316 -MDM2 JAG1 0.3132586035441442 -TYK2 MID2 0.313141006381828 -TRAF3 LRRC36 0.3130661409363138 -IDH3B JMJD6 0.31297924468766847 -RHOC TMX3 0.3128063883385195 -FNIP1 CAB39L 0.3126412974273755 -NME1 HEBP2 0.3125534527961552 -GADD45A EVPL 0.31219637469232964 +PIK3CA B3GAT2 0.31685597794914444 +TP53 MAP3K7 0.3168455983565617 +KRAS PTPN7 0.3167297693590385 +RHOC CD55 0.31624085906739197 +FOXO3 GDPD5 0.3160878341934306 +HIF1A ARHGEF28 0.31605416583526913 +AKT2 JMJD6 0.31593626943107617 +GADD45A PTEN 0.315928503476161 +ZBBX UBAP2L 0.3158286578943995 +DLL1 DPPA4 0.315711431571097 +RPTOR RELB 0.3157015660682416 +HIF1A TMX3 0.31561032616837015 +SOCS3 TBC1D10A 0.3155367588664528 +CASP3 TRAF6 0.31534999876441444 +TCF7L2 IRF1 0.315295233434058 +GADD45A SOX2 0.3151308787400213 +UBAP2L RMC1 0.3150547473270789 +MAP3K2 TMX3 0.3148764273361 +STAT3 EN1 0.3147690003791617 +TRAF3 GUF1 0.3146943455793325 +MYC LRRC36 0.3146763924529734 +JAK2 B3GAT2 0.3144857974381356 +IKBKG KIF9 0.3144066890501397 +GADD45A PTPN7 0.3143946924167275 +CDH2 RMC1 0.3141217751685032 +CREB1 TMCO4 0.3139785645070801 +AXIN1 UBQLN2 0.31387289538924884 +CDH1 SPATS1 0.3138244748723435 +CASP9 RHOC 0.3137699421844978 +MKI67 HES1 0.3135750094148619 +DVL2 EGR1 0.3135607722880108 +CTNNB1 TGFBRAP1 0.31328141352572114 +MDM2 JAG1 0.3132586035441474 +TYK2 MID2 0.3131410063818283 +RPTOR EGR1 0.31308666679584696 +TRAF3 LRRC36 0.3130661409363125 +IDH3B JMJD6 0.31297924468766636 +RHOC TMX3 0.3128063883385227 +FNIP1 CAB39L 0.31264129742737473 +NME1 HEBP2 0.31255345279615604 CCNB2 EIF2AK3 0.31212050352202175 -TYK2 NME8 0.3119836033241227 -PIK3CA ZBBX 0.31169967234468965 -AXIN1 SMAD4 0.31166466477046273 -BAD SDSL 0.3114882915041415 -MKI67 ATR 0.31100419498584564 -LANCL2 SHARPIN 0.3107548188657943 -SHARPIN TMCO4 0.3106549758593207 -ZYG11A LARGE1 0.31021868404949154 -GEMIN5 CHCHD4 0.30962993675711903 -LIN28A JUN 0.3095745996756012 -ATP6V0D1 ITGB5 0.3095422850076269 -CDH1 CDH2 0.30939259508944705 -KIF9 TMX3 0.309262170402274 -GADD45A ZBBX 0.30907780245340005 -CCNB2 ITGB5 0.30902064320244516 -AXIN1 UNC13D 0.3086775263016974 -SOCS3 NME1 0.30860655644761675 -PTPN7 ZNF652 0.3083610809451506 -ATF4 GATA2 0.3083292535756932 -TP53 MAP3K7 0.30830384592400695 -GADD45A AXIN1 0.30799125008057693 +TYK2 NME8 0.31198360332412367 +PIK3CA ZBBX 0.3116996723446887 +AXIN1 SMAD4 0.31166466477046784 +BAD SDSL 0.3114882915041421 +MKI67 ATR 0.3110041949858452 +LANCL2 SHARPIN 0.3107548188657901 +SHARPIN TMCO4 0.31065497585931473 +ZYG11A LARGE1 0.31021868404949005 +GEMIN5 CHCHD4 0.30962993675711736 +LIN28A JUN 0.3095745996755999 +ATP6V0D1 ITGB5 0.3095422850076278 +CDH1 CDH2 0.3093925950894445 +KIF9 TMX3 0.3092621704022819 +GADD45A ZBBX 0.3090778024533997 +CCNB2 ITGB5 0.30902064320244604 +AXIN1 UNC13D 0.3086775263016984 +SOCS3 NME1 0.30860655644761814 +PTPN7 ZNF652 0.3083610809451502 +ATF4 GATA2 0.30832925357569324 +GADD45A AXIN1 0.30799125008057837 DPPA4 GATA2 0.3078533352450879 -CCNA2 REL 0.3078476446127892 -CDH1 ZNF774 0.3078287432299359 -RPTOR EGR1 0.30778158846597503 -HIF1A RELA 0.3075452225521724 -ZNF774 TMX3 0.30749883932645866 -ATM PIK3CB 0.3074663446066472 -MARCKSL1 RHOC 0.30734214782892433 -APC ATF6 0.30732020424195483 -HES1 SHB 0.30727453545523037 -UBAP2L SASS6 0.3071984492385922 -KRAS RBPJ 0.3069686237272896 -CTNNB1 FOS 0.30670237200353934 -MMADHC PPP1R13B 0.30669578187440644 -MKI67 MDM2 0.30653389890697735 -TRAF3 MDH2 0.3054842584769284 -SOX2 UBAP2L 0.3054316777844359 -RGL1 GDPD5 0.30541820053118807 -PCNA CDH1 0.30536021385803624 -MCM2 PAX5 0.30520835654380357 -CTNNB1 TGFBRAP1 0.30492970192455 -MKI67 RELA 0.3048659842936538 -FOXO3 TRAF3 0.30483016099612037 -RELB CLCN3 0.30414754016041773 -TCEA3 ZBBX 0.30408170910846705 -PIK3CB ATP6V0D1 0.30393479696057785 -TCF7L2 UBQLN2 0.30393281064855593 -CASP3 STAU1 0.3039146192431796 -CDH2 RMC1 0.30386646650161564 -CREB1 RGL1 0.3038542876358894 -NOTCH1 CEACAM19 0.30380305239673844 -DUSP6 CHCHD4 0.3037981094031183 -TP53 ZBBX 0.3036731803766477 -SNX25 EN1 0.30361853127647953 -MAP3K2 SLC26A4 0.30356963856117725 -GADD45A MST1R 0.3035674200406562 -RBPJ ZNF652 0.30320996137021455 -FAS FLNB 0.3029941758345878 -CHEK1 SMAD4 0.3029836643762853 -STAU1 RFX8 0.3027879354627299 -ACY3 SGCB 0.3024813644076955 -CCNB2 RBPJ 0.30242906254313767 -TP53 EGR1 0.30229605764955725 -HEBP2 SHB 0.30210793082165366 -MAP3K7 UBAP2L 0.30205042580158853 -CD55 MID2 0.30175256138041556 -CDK1 MMADHC 0.3017359404407426 -RPTOR RELB 0.30164307193902234 -ATF6 TAX1BP1 0.30125917583999523 -ATR POU5F1 0.3010957615483887 -SNX25 MDH2 0.3009699836332491 -BCL2L11 LRP6 0.3009527650752842 -LANCL2 MSLN 0.3007803822099099 -CHEK1 ACTB 0.30048960332847324 -CLCN3 TAX1BP1 0.30041020705884647 -MCM2 LIN28A 0.3003305571484459 -TRAF3 RACK1 0.30031975035538183 -ZFP42 PRDM14 0.3002391330950621 -FNDC7 HOMER1 0.300229517068226 -CDH2 CS 0.30018126980900833 -ATP6V0D1 TAX1BP1 0.3001802241262388 -CHEK2 FNDC7 0.2999612840720286 -MAPK3 CXCL17 0.29973337960349977 -CLCN3 ZYG11A 0.2996235693882079 -UBAP2L RMC1 0.2995226049751155 -BCL2 PAX5 0.29943123792977716 -DVL2 TMCO4 0.2986227134028089 -TP53 UNC13D 0.2985788965733797 -BRAF TRAF3 0.29837855860962015 -DPYSL3 RHOC 0.2983748971378429 -SLC26A4 RGL1 0.2983062697365541 -AKT1 FOS 0.298096664898376 -IKBKG SOX2 0.29790105678696976 -CASP3 TYK2 0.29781442495274996 -GSK3B GATA2 0.29757221018375424 -SGCB FNIP1 0.2975295975582094 -CHEK2 RGL1 0.29719273854965333 -MCM5 MARCKSL1 0.2970530958508892 -MYC CS 0.29696779189995565 -KLF4 TGFBRAP1 0.29662285513968956 -RHOC NME8 0.2964439694771227 -IKBKG SLC26A4 0.2963969952263344 -UBQLN2 TMX3 0.29599709730980667 -ZBTB24 TGFBRAP1 0.29593366721232367 -ACY3 TACR3 0.29590020707202924 -MCM2 ATF6 0.2955183913018149 -LANCL2 CXCL17 0.29549896820167465 -VIM LANCL2 0.29543039897443396 -SRF HOMER1 0.2954079513386254 -ATR TCF7L2 0.29530279772987345 -CDK2 ACTB 0.29525447848940783 -CREB1 REL 0.29525268752659484 -CCNB2 FLNB 0.29521087715197236 -SP1 HSP90AB1 0.294975545728615 -TCF7L2 FOS 0.2947711996885968 -UBAP2L RGL1 0.294742512467277 +CCNA2 REL 0.3078476446127853 +CDH1 ZNF774 0.30782874322993425 +HIF1A RELA 0.3075452225521723 +ZNF774 TMX3 0.3074988393264563 +ATM PIK3CB 0.30746634460665045 +MARCKSL1 RHOC 0.3073421478289207 +HES1 SHB 0.3072745354552289 +UBAP2L SASS6 0.3071984492385952 +MMADHC PPP1R13B 0.3066957818744072 +MKI67 MDM2 0.30653389890697863 +CDK2 APC 0.30581415930246947 +EVPL ZBTB24 0.30577982887859784 +TRAF3 MDH2 0.3054842584769299 +SOX2 UBAP2L 0.30543167778443514 +RGL1 GDPD5 0.3054182005311869 +PCNA CDH1 0.30536021385803813 +MCM2 PAX5 0.30520835654380346 +MKI67 RELA 0.3048659842936544 +FOXO3 TRAF3 0.3048301609961218 +RELB CLCN3 0.304147540160419 +TCEA3 ZBBX 0.30408170910846766 +PIK3CB ATP6V0D1 0.303934796960581 +TCF7L2 UBQLN2 0.30393281064855554 +CASP3 STAU1 0.30391461924318275 +CREB1 RGL1 0.30385428763588823 +NOTCH1 CEACAM19 0.3038030523967404 +DUSP6 CHCHD4 0.30379810940311913 +TP53 ZBBX 0.30367318037664676 +SNX25 EN1 0.3036185312764792 +MAP3K2 SLC26A4 0.3035696385611782 +GADD45A MST1R 0.3035674200406542 +DVL2 TMCO4 0.30327799597873406 +RBPJ ZNF652 0.30320996137021267 +FAS FLNB 0.30299417583458665 +CHEK1 SMAD4 0.302983664376281 +STAU1 RFX8 0.30278793546272903 +ACY3 SGCB 0.3024813644076948 +CCNB2 RBPJ 0.3024290625431377 +TP53 EGR1 0.3022960576495571 +HEBP2 SHB 0.3021079308216522 +CD55 MID2 0.30175256138041834 +CDK1 MMADHC 0.3017359404407439 +ATF6 TAX1BP1 0.3012591758399939 +ATR POU5F1 0.30109576154838874 +SNX25 MDH2 0.30096998363325267 +EVPL ANKRD49 0.3009534566520233 +BCL2L11 LRP6 0.3009527650752851 +LANCL2 MSLN 0.3007803822099087 +CHEK1 ACTB 0.30048960332847097 +CLCN3 TAX1BP1 0.3004102070588455 +MCM2 LIN28A 0.3003305571484472 +TRAF3 RACK1 0.3003197503553812 +ZFP42 PRDM14 0.30023913309505956 +FNDC7 HOMER1 0.3002295170682274 +CDH2 CS 0.30018126980900905 +ATP6V0D1 TAX1BP1 0.30018022412623885 +CHEK2 FNDC7 0.29996128407203 +APC UBQLN2 0.29987976148484424 +MAPK3 CXCL17 0.29973337960349966 +CLCN3 ZYG11A 0.2996235693882087 +KRAS TMX3 0.2995641806508021 +BCL2 PAX5 0.2994312379297768 +TP53 UNC13D 0.2985788965733807 +BRAF TRAF3 0.298378558609618 +DPYSL3 RHOC 0.2983748971378453 +SLC26A4 RGL1 0.2983062697365551 +AKT1 FOS 0.2980966648983767 +IKBKG SOX2 0.29790105678696815 +CASP3 TYK2 0.29781442495275173 +GSK3B GATA2 0.2975722101837543 +SGCB FNIP1 0.29752959755820874 +CHEK2 RGL1 0.2971927385496521 +MCM5 MARCKSL1 0.29705309585088735 +MYC CS 0.2969677918999557 +KLF4 TGFBRAP1 0.29662285513968945 +RHOC NME8 0.2964439694771236 +IKBKG SLC26A4 0.29639699522633534 +UBQLN2 TMX3 0.295997097309806 +ZBTB24 TGFBRAP1 0.29593366721232406 +ACY3 TACR3 0.2959002070720289 +MCM2 ATF6 0.2955183913018137 +LANCL2 CXCL17 0.2954989682016738 +VIM LANCL2 0.29543039897443313 +SRF HOMER1 0.29540795133861975 +ATR TCF7L2 0.2953027977298729 +CDK2 ACTB 0.2952544784894066 +CREB1 REL 0.29525268752659317 +CCNB2 FLNB 0.29521087715197325 +SP1 HSP90AB1 0.29497554572861145 +TCF7L2 FOS 0.2947711996885942 +UBAP2L RGL1 0.2947425124672758 RBPJ RHOC 0.2946303631990152 -DPPA4 CXCL17 0.2945862633269573 -CALM3 TRMT44 0.2945065041521713 -SGCB CHMP4B 0.29448497704594445 -SAA4 TAX1BP1 0.29447794414004475 -CTNNB1 KCNJ8 0.29402957367636445 -MCM5 CD55 0.2937079947486264 -TYK2 CLCN3 0.29368202751915484 -CASP8 PNMA8C 0.29361739223598693 -CD55 GUF1 0.29348727092295374 -MAPK1 MAP3K2 0.293330786521218 -NANOG UNC13D 0.29321388085993577 -SRF TYK2 0.29309970766169996 -CASP9 ZNF774 0.2929576699690682 +DPPA4 CXCL17 0.29458626332695714 +CALM3 TRMT44 0.2945065041521717 +SGCB CHMP4B 0.2944849770459476 +SAA4 TAX1BP1 0.2944779441400445 +CTNNB1 KCNJ8 0.2940295736763615 +MCM5 CD55 0.29370799474862497 +TYK2 CLCN3 0.2936820275191577 +CASP8 PNMA8C 0.293617392235987 +CD55 GUF1 0.2934872709229564 +MAPK1 MAP3K2 0.29333078652122424 +NANOG UNC13D 0.2932138808599368 +SRF TYK2 0.2930997076616976 +APC TRAF3 0.29304924035025487 +CASP9 ZNF774 0.2929576699690658 CEACAM19 CHMP4B 0.2928986862605475 -CASP9 IDH3B 0.29277212221482657 +CASP9 IDH3B 0.29277212221482574 MAPK3 FOS 0.29270885669881636 -DLL1 SHARPIN 0.2927023087333509 -CTNNB1 MDH2 0.2926384533574527 -KRAS DVL2 0.29258327102377063 -HES1 CD200R1L 0.2925615471851192 -FOXO3 FOS 0.29249975387303556 -CDH1 RACK1 0.2923814017498044 -POU5F1 CXCL17 0.29220774158929036 -MDM2 ATF6 0.29195718406275606 -MGAT4B ARHGEF4 0.2918661438360937 -BAX ADAM17 0.29184825439311574 -BAX RGL1 0.2916339633849849 -CASP3 LIN28A 0.2914354348932913 -UBQLN2 LARGE1 0.29135575648594386 -SRF TCF7L2 0.2912783754877017 -MCM5 PIK3CB 0.29121864399221253 -CDKN1A VIM 0.2912093358004421 -STAT3 EGFR 0.2909865038078411 -JUN CS 0.2909353828508573 -BCL2 NME8 0.2908401256485912 -RHOC B3GAT2 0.2905497111233674 -CREB1 ZBTB24 0.2905117459940972 -CHEK1 RBPJ 0.2902875552595229 -ANKRD49 PAX5 0.290252669349292 -GSK3B MID2 0.2902318216645321 -MVK NR1I2 0.29015954866576366 -SRF MID2 0.28953070019998206 -CCNA2 TBC1D10A 0.28943257156738417 -MTOR ZNF687 0.28932339648445743 -ATP6V0D1 CS 0.289251929891553 -ATF4 SPAG6 0.28914624694885294 -EVPL ZBTB24 0.28908124475569463 -HEBP2 TMX3 0.28883327941828757 -AXIN1 TYK2 0.28882195441105907 -IRF1 DNAJC30 0.28860793761465975 -HIF1A B4GALNT3 0.28831050477513276 -STAT3 NME1 0.28828323608676826 -BCL2L11 IKBKG 0.2881830634137918 -ACTB PRTFDC1 0.28800007088645224 -SMAD4 ZYG11A 0.2878189262870833 -EGR1 NME8 0.28773238993402134 -CDK2 APC 0.2873879838519879 -MCM5 NFKBIA 0.2873769460666221 -CDH1 ARHGEF28 0.2873694314847814 -CREB1 LIN28A 0.2868324695496257 -REL POU5F1 0.2865598027652637 -FLNB ARHGEF4 0.28634972481392745 -MGAT4B TMCO4 0.2862469349562729 -APC RMC1 0.28573764045945893 -PCNA ZNF687 0.2856575326509599 -EGR1 HEBP2 0.285592683003421 -PCNA GDPD5 0.28528660552889246 -NOTCH1 CALM3 0.285115961473814 -CASP3 PAX5 0.2850903508775581 -POU5F1 FOS 0.2850268170273556 -BCL2 LANCL2 0.28484319913132844 -APC UBQLN2 0.28472082999839504 -MAPK3 ANKRD54 0.28466000102301436 -GSK3B JUN 0.2841932367061202 -CCNB2 CS 0.28393655716276095 -EVPL ANKRD49 0.28386176412362685 -EGR1 CD55 0.2838361313460583 -APC VIM 0.2832758576245454 -FOS IDH3B 0.28316425275734836 -RGL1 TGFBRAP1 0.2830861051895998 -CCNB2 TCTN1 0.2830146005177042 +DLL1 SHARPIN 0.2927023087333496 +CTNNB1 MDH2 0.29263845335745126 +HES1 CD200R1L 0.29256154718511945 +FOXO3 FOS 0.29249975387303634 +CDH1 RACK1 0.29238140174980387 +POU5F1 CXCL17 0.2922077415892909 +MDM2 ATF6 0.291957184062759 +MGAT4B ARHGEF4 0.29186614383609283 +BAX ADAM17 0.291848254393115 +BAX RGL1 0.2916339633849837 +CASP3 LIN28A 0.2914354348932924 +UBQLN2 LARGE1 0.2913557564859442 +SRF TCF7L2 0.2912783754877014 +MCM5 PIK3CB 0.29121864399221437 +CDKN1A VIM 0.29120933580044406 +STAT3 EGFR 0.2909865038078401 +JUN CS 0.2909353828508593 +BCL2 NME8 0.29084012564859213 +RHOC B3GAT2 0.29054971112336675 +CREB1 ZBTB24 0.29051174599409807 +JAK2 LARGE1 0.29041200701550446 +CHEK1 RBPJ 0.2902875552595223 +ANKRD49 PAX5 0.2902526693492916 +GSK3B MID2 0.29023182166453365 +MVK NR1I2 0.2901595486657645 +POU5F1 FOS 0.2901119988108135 +SRF MID2 0.2895307001999836 +CCNA2 TBC1D10A 0.28943257156738217 +MTOR ZNF687 0.28932339648445937 +ATP6V0D1 CS 0.28925192989155274 +ATF4 SPAG6 0.2891462469488522 +MAP3K7 RYR1 0.28912700768043387 +HEBP2 TMX3 0.28883327941828685 +AXIN1 TYK2 0.2888219544110598 +IRF1 DNAJC30 0.28860793761466097 +HIF1A B4GALNT3 0.2883105047751357 +STAT3 NME1 0.28828323608676676 +BCL2L11 IKBKG 0.2881830634137919 +CCNB2 KRAS 0.2880834369958095 +ACTB PRTFDC1 0.2880000708864502 +SMAD4 ZYG11A 0.2878189262870813 +EGR1 NME8 0.2877323899340223 +REL POU5F1 0.287693704394111 +MCM5 NFKBIA 0.28737694606662334 +CDH1 ARHGEF28 0.2873694314847826 +CTNNB1 ANKRD49 0.2871245417647967 +CREB1 LIN28A 0.2868324695496261 +PCNA APC 0.2864476121657392 +FLNB ARHGEF4 0.2863497248139278 +MGAT4B TMCO4 0.2862469349562725 +PCNA ZNF687 0.2856575326509603 +EGR1 HEBP2 0.28559268300342094 +MCM5 KRAS 0.2855386833268049 +PCNA GDPD5 0.2852866055288931 +NOTCH1 CALM3 0.2851159614738156 +CASP3 PAX5 0.2850903508775577 +BCL2 LANCL2 0.28484319913132705 +MAPK3 ANKRD54 0.2846600010230128 +MAPK1 APC 0.2845502899412793 +MAPK3 KRAS 0.28436094563439385 +GSK3B JUN 0.28419323670611946 +KRAS RYR1 0.284017107642486 +CCNB2 CS 0.28393655716276195 +EGR1 CD55 0.28383613134605745 +APC VIM 0.28327585762454616 +FOS IDH3B 0.2831642527573486 +RGL1 TGFBRAP1 0.2830861051895986 +CCNB2 TCTN1 0.28301460051770216 VIM SNX25 0.28291114968036357 -CHUK ARHGEF28 0.2828832993958357 -EGR1 TCTN1 0.28284081971599884 -CHUK ACY3 0.2824591806455445 -GADD45A UBQLN2 0.28217899287663256 -ERBB2 SLC26A4 0.28204928881081714 -DVL2 CALM3 0.2818181730735572 -CCNA2 CLCN3 0.28168870017284064 -TP53 TRAF6 0.2812577253369856 -UBQLN2 CD55 0.28098762603269134 -BAX NME8 0.2807314618012423 -FOS MGA 0.2806689793134327 -CASP8 SMAD4 0.2801920721882636 -ADAM17 NME1 0.28012906074751803 -BRAF ATP6V0D1 0.28008854917294146 -RBPJ SHB 0.27990742638188193 -JUN IDH3B 0.27974402680896454 -ACY3 MDH2 0.2796686268274703 -HES1 B4GALNT3 0.27962921893666626 -KRAS TMX3 0.2792801610863075 -STAT1 UNC13D 0.27927481361400847 -NANOG LANCL2 0.2791297237215154 -ZFP42 CDH1 0.2790727933258215 -BRAF DPYSL3 0.27899208029930456 -ACTB MYC 0.27883236081466495 -HOMER1 SPAG6 0.2786496809831675 -MCM2 CDKN1A 0.2784418093877074 -CHUK JMJD6 0.27828356812882404 -RELB RFX8 0.27826221193377876 -FOS UNC13D 0.27811711005543144 -CASP8 PIK3CB 0.27766832486408144 -CTNNB1 ANKRD49 0.2776365321489734 -TRAF6 ZNF687 0.2775635314353925 -CCNB2 TRAF2 0.2774503270413101 -FNIP1 CHCHD4 0.27739412275695263 -TRAF3 ANKRD54 0.2771654300253247 -POU5F1 RGL1 0.27689612357381094 +CHUK ARHGEF28 0.28288329939583867 +EGR1 TCTN1 0.28284081971600034 +CHUK ACY3 0.2824591806455438 +GADD45A UBQLN2 0.28217899287662834 +ERBB2 SLC26A4 0.28204928881081814 +DVL2 CALM3 0.281818173073558 +CCNA2 CLCN3 0.28168870017284003 +TP53 TRAF6 0.2812577253369884 +UBQLN2 CD55 0.2809876260326898 +BAX NME8 0.28073146180124353 +FOS MGA 0.28066897931343493 +CASP8 SMAD4 0.28019207218826353 +JAK2 CDH2 0.28017509391461737 +ADAM17 NME1 0.28012906074751726 +BRAF ATP6V0D1 0.28008854917294285 +RBPJ SHB 0.2799074263818809 +JUN IDH3B 0.27974402680896165 +ACY3 MDH2 0.27966862682746957 +HES1 B4GALNT3 0.27962921893666354 +TCF7L2 POU5F1 0.2794510600562228 +STAT1 UNC13D 0.27927481361400947 +NANOG LANCL2 0.279129723721516 +ZFP42 CDH1 0.27907279332581925 +BRAF DPYSL3 0.27899208029930045 +ACTB MYC 0.2788323608146635 +HOMER1 SPAG6 0.2786496809831668 +CTNNB1 APC 0.27845870124931293 +MCM2 CDKN1A 0.27844180938770896 +CHUK JMJD6 0.2782835681288227 +RELB RFX8 0.27826221193377787 +FOS UNC13D 0.27811711005543244 +CASP8 PIK3CB 0.2776683248640864 +JAK2 POU5F1 0.27765678870653726 +TRAF6 ZNF687 0.2775635314353947 +CCNB2 TRAF2 0.2774503270413084 +FNIP1 CHCHD4 0.2773941227569518 +TRAF3 ANKRD54 0.27716543002532545 +POU5F1 RGL1 0.276896123573811 MAPK3 SP1 0.2768314832462682 -CDC20 CDK2 0.2767747183138876 -JAK2 LARGE1 0.2767416752564837 -JAG1 ZFP42 0.27634419968160717 -NME1 TRMT44 0.2763213794858329 -RELA RGL1 0.27629729231827366 -NOTCH1 PNMA8C 0.2761556870629422 -TCF7L2 POU5F1 0.2760324795913202 -CHMP4B CS 0.2760170527789346 -IRF1 CLCN3 0.27596480772097337 -TRAF6 EN1 0.27583918494119053 -CDC20 HIF1A 0.2757429399938438 -BCL2 MSLN 0.27557844638087203 -FOS CD200R1L 0.27551908956877175 -JUN MGA 0.2753360113509747 +CDC20 CDK2 0.2767747183138873 +JAG1 ZFP42 0.2763441996816072 +NME1 TRMT44 0.2763213794858358 +RELA RGL1 0.27629729231827427 +NOTCH1 PNMA8C 0.27615568706294136 +CHMP4B CS 0.27601705277893623 +IRF1 CLCN3 0.2759648077209771 +TRAF6 EN1 0.2758391849411902 +CDC20 HIF1A 0.27574293999384364 +KRAS HSP90AB1 0.2756226686710521 +BCL2 MSLN 0.2755784463808715 +FOS CD200R1L 0.2755190895687721 +JUN MGA 0.2753360113509756 GATA2 TAX1BP1 0.27519124211041335 -JUN KLF11 0.2751441071694893 -ATF6 UBAP2L 0.2749681776068877 -CCNB2 GADD45A 0.27475575648314826 -PRDM14 MMADHC 0.2746906736717591 -FOS GATA2 0.2744072364002667 -MAPK3 KRAS 0.2743951500578964 -APC TRAF3 0.27428103717122765 -MMADHC ARHGEF28 0.27425893851333716 -ADAM17 ZBTB24 0.27400285274208036 -MAP3K14 EIF2AK3 0.27400201679750247 -TYK2 TCTN1 0.27397335321436134 -TCF7L2 TACR3 0.2739164074324437 -TCEA3 CD55 0.27388890872605626 -SOCS3 TGFBRAP1 0.27363194026708687 -NANOG KLF4 0.27360103846915723 -MGAT4B SDSL 0.2734322985641505 -GADD45A GEMIN5 0.2730980630219637 -PIK3CB FAS 0.2729142006864277 -ZNF774 TGFBRAP1 0.27290413582017536 -CDC20 ZBBX 0.27285709075710635 -SLC25A38 TBC1D10A 0.2726522989064656 -CCNB1 SUB1 0.27241560663776226 -NFKBIA ZNF652 0.2722551403837489 -PCNA APC 0.27210076500221275 -JMJD6 MDH2 0.27200459681142225 -PCNA RELA 0.27196226604388485 -CASP8 FNIP1 0.27182623465183287 -DPYSL3 MGAT4B 0.2718027149261534 -MAP3K7 RYR1 0.27175871602913987 -IRF1 TGFBRAP1 0.27167910229338466 -JAG1 TRAF6 0.2714562998009333 -APC ZNF774 0.27136337942137434 -HES1 POU5F1 0.271353632676733 -SLC25A38 MVK 0.2711559593664886 -MST1R RYR1 0.27103154912191124 -BAX TRAF2 0.2709652836385423 -SGCB CALM3 0.2709400480206764 -HOMER1 GDPD5 0.27090451502970214 -ATF4 SGCB 0.2708921699907224 -PRTFDC1 ARHGEF4 0.2708064066099269 -CASP9 MGA 0.2707405761228435 -RAF1 HES1 0.27057571072072445 -CREB1 MDH2 0.2705076007004555 -DLL1 SHB 0.27049383790681036 -JAG1 TGFBRAP1 0.2702158015120834 -ATP6V0D1 ZNF652 0.2696474683511442 +JUN KLF11 0.2751441071694929 +ATF6 UBAP2L 0.274968177606887 +CCNB2 GADD45A 0.27475575648315126 +PRDM14 MMADHC 0.2746906736717586 +FOS GATA2 0.2744072364002671 +MMADHC ARHGEF28 0.27425893851333843 +ADAM17 ZBTB24 0.27400285274207964 +MAP3K14 EIF2AK3 0.27400201679750225 +TYK2 TCTN1 0.2739733532143627 +DVL2 HSP90AB1 0.27392450596962864 +TCF7L2 TACR3 0.2739164074324448 +TCEA3 CD55 0.27388890872605687 +SOCS3 TGFBRAP1 0.27363194026708737 +NANOG KLF4 0.2736010384691582 +MGAT4B SDSL 0.2734322985641503 +GADD45A GEMIN5 0.27309806302196216 +PIK3CB FAS 0.2729142006864269 +ZNF774 TGFBRAP1 0.272904135820173 +CDC20 ZBBX 0.2728570907571054 +SLC25A38 TBC1D10A 0.27265229890646603 +CCNB1 SUB1 0.272415606637762 +NFKBIA ZNF652 0.27225514038374504 +JMJD6 MDH2 0.27200459681141925 +PCNA RELA 0.27196226604388424 +CASP8 FNIP1 0.27182623465183187 +DPYSL3 MGAT4B 0.271802714926153 +IRF1 TGFBRAP1 0.27167910229338593 +JAG1 TRAF6 0.2714562998009285 +APC ZNF774 0.27136337942137034 +HES1 POU5F1 0.27135363267673085 +SLC25A38 MVK 0.27115595936649056 +MST1R RYR1 0.2710315491219102 +BAX TRAF2 0.2709652836385413 +SGCB CALM3 0.270940048020678 +HOMER1 GDPD5 0.27090451502970336 +ATF4 SGCB 0.2708921699907249 +PRTFDC1 ARHGEF4 0.27080640660992444 +CASP9 MGA 0.270740576122844 +RAF1 HES1 0.2705757107207251 +CREB1 MDH2 0.2705076007004548 +DLL1 SHB 0.27049383790680914 +DVL2 IDH3B 0.27022983742546075 +JAG1 TGFBRAP1 0.27021580151208335 +ATP6V0D1 ZNF652 0.2696474683511433 ATP6V0D1 SUB1 0.26962141798507144 -STAU1 HOMER1 0.2694839494311413 -RBPJ NFKBIA 0.2694650726213467 -CASP3 MTOR 0.2693212850839508 -SMAD4 ATF6 0.2691354194207236 -RELA CHMP4B 0.26910836579284186 -IDH3B ZYG11A 0.26894080290307687 -CCNB1 FOS 0.26883035495481905 -JMJD6 B3GAT2 0.26875671606051604 -MGAT4B TRMT44 0.2687467733591621 -CCNB2 KRAS 0.26873245929373285 -PTK7 TGFBRAP1 0.26867806421109697 -CLCN3 CHMP4B 0.26815693185691614 -BCL2 CAB39L 0.267871237215214 +STAU1 HOMER1 0.26948394943113624 +RBPJ NFKBIA 0.2694650726213452 +CASP3 MTOR 0.2693212850839533 +SMAD4 ATF6 0.26913541942072355 +RELA CHMP4B 0.2691083657928435 +IDH3B ZYG11A 0.2689408029030717 +CCNB1 FOS 0.26883035495481916 +JMJD6 B3GAT2 0.2687567160605154 +MGAT4B TRMT44 0.26874677335916175 +PTK7 TGFBRAP1 0.26867806421109564 +CLCN3 CHMP4B 0.2681569318569203 +BCL2 CAB39L 0.26787123721521433 REL IKBKG 0.26773310015016377 -TRAF3 ARHGEF4 0.2674491324417848 -EGFR SHB 0.26742000766424767 -CREB1 PTK7 0.26736699917898915 -ZBBX SGCB 0.26718436571366705 -SLC25A38 NR1I2 0.26714700583420115 -ATF6 SLC26A4 0.2666983598912532 -LIN28A ARHGEF4 0.2666801869902434 -DVL2 IDH3B 0.266138869319516 -MAP3K14 AXIN1 0.26611837031872076 -RAF1 ITGB5 0.26599766932012925 -ATF4 MGAT4B 0.26597899945787196 -TRAF3 PRTFDC1 0.26582733930177155 -SP1 LANCL2 0.2656770913622973 -HIF1A STAT1 0.2656135576529064 -RBPJ TMCO4 0.26560208846640426 -STAT1 CXCL17 0.2655754047341709 -MAPK1 APC 0.26555436289543455 -ATR JMJD6 0.2655338483424434 -CDKN1A RHOC 0.26532517341846185 -KLF4 PNMA8C 0.26522096760060193 -VIM MYC 0.2651334078539164 -CHMP4B HSP90AB1 0.2650590036520136 -MCM5 KRAS 0.2648630611279749 -NFKBIA PAX5 0.2648488491772008 -RACK1 SPATS1 0.2648192450619446 -MAP3K14 TCTN1 0.2646889744200851 -CCNA2 CALM3 0.2644879321553067 -EVPL ZNF774 0.26439663025326077 -CCNB2 TRAF6 0.26424746824146095 +POU5F1 GDPD5 0.26751783891261366 +TRAF3 ARHGEF4 0.2674491324417852 +EGFR SHB 0.2674200076642468 +CREB1 PTK7 0.2673669991789891 +ZBBX SGCB 0.2671843657136661 +SLC25A38 NR1I2 0.26714700583420403 +CDC20 DVL2 0.2669516032146422 +ATF6 SLC26A4 0.2666983598912541 +LIN28A ARHGEF4 0.26668018699024576 +MAP3K14 AXIN1 0.2661183703187196 +RAF1 ITGB5 0.2659976693201283 +ATF4 MGAT4B 0.2659789994578719 +TRAF3 PRTFDC1 0.26582733930176866 +SP1 LANCL2 0.2656770913622965 +HIF1A STAT1 0.2656135576529076 +RBPJ TMCO4 0.2656020884664033 +STAT1 CXCL17 0.26557540473417085 +ATR JMJD6 0.26553384834243815 +CDKN1A RHOC 0.26532517341846396 +KLF4 PNMA8C 0.265220967600602 +VIM MYC 0.26513340785391487 +CHMP4B HSP90AB1 0.2650590036520145 +NFKBIA PAX5 0.26484884917720036 +RACK1 SPATS1 0.2648192450619445 +MAP3K14 TCTN1 0.26468897442008493 +CCNA2 CALM3 0.26448793215530625 +EVPL ZNF774 0.26439663025325844 +CCNB2 TRAF6 0.264247468241461 MCM5 ZNF687 0.2642295511767963 -NFKB1 EGR1 0.26408598725090743 -MDM2 JUN 0.26405605206905136 -TYK2 UBQLN2 0.26397066536357267 -REL FLNB 0.2638066459050653 -MKI67 RBPJ 0.2636906900725836 -CASP3 BRAF 0.26355668800775417 -CDC20 DVL2 0.2635467207582655 -STAU1 PNMA8C 0.26341094034158097 -KRAS RYR1 0.26329900188442246 -JAG1 LIN28A 0.26328009369453365 -ERBB2 MST1R 0.263121846847162 -JAK2 CDH2 0.2631077277539641 -BRAF ZBTB24 0.2630927227729925 -NME1 RACK1 0.26307301373653796 -BAD NOTCH1 0.26285688608335445 -MAPK1 HEBP2 0.2627984504147374 -CDKN1A TCF7L2 0.2626214164939884 -BATF3 TCTN1 0.2625249336533823 -RPTOR MGAT4B 0.26238420195777257 -FLNB CS 0.26227242724857563 -FOXO3 MAPK1 0.26202349979568973 +NFKB1 EGR1 0.26408598725090987 +MDM2 JUN 0.2640560520690522 +TYK2 UBQLN2 0.2639706653635735 +REL FLNB 0.26380664590506525 +MKI67 RBPJ 0.26369069007258267 +CASP3 BRAF 0.2635566880077559 +STAU1 PNMA8C 0.2634109403415813 +JAG1 LIN28A 0.2632800936945303 +ERBB2 MST1R 0.26312184684716 +BRAF ZBTB24 0.26309272277299284 +NME1 RACK1 0.26307301373653663 +BAD NOTCH1 0.2628568860833551 +MAPK1 HEBP2 0.2627984504147366 +CDKN1A TCF7L2 0.26262141649398996 +BATF3 TCTN1 0.26252493365337704 +RPTOR MGAT4B 0.26238420195777223 +FLNB CS 0.26227242724857636 +FOXO3 MAPK1 0.26202349979569256 SP1 GATA2 0.261531201156143 -CHEK1 RFX8 0.261446766877866 -PRDM14 MVK 0.26136475270227155 -REL CBX6 0.2610193644516421 -MAP3K2 UBAP2L 0.2609874384279418 -ATF6 ACY3 0.26088536847445953 -CASP8 SHARPIN 0.2608442490324779 -MTOR CD55 0.26077581393111754 -MCM2 TRMT44 0.26075520413639813 -POU5F1 GDPD5 0.2606627608844277 -CDK1 STAT3 0.260451188715339 -IKBKG FLNB 0.26019881586459076 -JAG1 MSLN 0.26015401717017794 -CHEK1 DPYSL3 0.2601019511952735 -DPPA4 HEBP2 0.25988474409536627 -MCM2 PTEN 0.25979523313004643 -CDKN1A IRF9 0.25960731028771805 -NANOG ANKRD49 0.2596053348133871 -APC JAK2 0.2595925046213895 -HIF1A ACTB 0.2593757158147794 -SMAD4 JMJD6 0.25925083137377747 -PCNA B3GAT2 0.25908547565009044 -CDK1 BCL2 0.25872617453129904 -NFKBIA ITGB5 0.25867834165284137 -DPYSL3 MID2 0.25856437221684603 -MYC MARCKSL1 0.25851498673904255 -RAF1 DNAJC30 0.2583301792431196 -CHUK ATF4 0.2583145716450175 -LRP6 STAT1 0.2583084277393641 +CHEK1 RFX8 0.2614467668778651 +PRDM14 MVK 0.2613647527022687 +REL CBX6 0.26101936445164253 +MAP3K2 UBAP2L 0.26098743842794325 +ATF6 ACY3 0.2608853684744588 +CASP8 SHARPIN 0.26084424903247055 +MTOR CD55 0.2607758139311163 +MCM2 TRMT44 0.2607552041364024 +CDK1 STAT3 0.2604511887153374 +IKBKG FLNB 0.26019881586458876 +JAG1 MSLN 0.26015401717017733 +CHEK1 DPYSL3 0.26010195119526985 +DPPA4 HEBP2 0.25988474409536405 +MCM2 PTEN 0.25979523313004577 +CDKN1A IRF9 0.25960731028771955 +NANOG ANKRD49 0.25960533481339015 +HIF1A ACTB 0.25937571581477553 +EVPL HSP90AB1 0.25934297545199747 +SMAD4 JMJD6 0.25925083137377547 +PCNA B3GAT2 0.25908547565008977 +CDK1 BCL2 0.2587261745312993 +NFKBIA ITGB5 0.2586783416528422 +DPYSL3 MID2 0.25856437221684764 +MYC MARCKSL1 0.25851498673904094 +RAF1 DNAJC30 0.25833017924312085 +CHUK ATF4 0.25831457164501853 +LRP6 STAT1 0.25830842773936624 STAT1 POU5F1 0.2581579173982905 -TRAF2 PPP1R13B 0.2579078792646509 -BAD CEACAM19 0.2576122863824162 -ADAM17 TBC1D10A 0.257527190407354 -GADD45A IKBKB 0.25752080885764367 -BCL2L11 MST1R 0.25735627059457206 -CTNNB1 ITGB5 0.25692284710325375 -SHARPIN PNMA8C 0.25688747364188175 -MCM2 ZYG11A 0.2567803371130736 -REL CDH1 0.25658172617622743 -HSP90AB1 CHCHD4 0.25644605563113543 -MAP3K2 SLC25A38 0.25629390051891837 -HES1 FNIP1 0.2561836859963619 -HSP90AB1 NME8 0.256114881795404 -SNX25 TBC1D10A 0.2560560444968589 -SGCB ANKRD49 0.25595266869611816 +TRAF2 PPP1R13B 0.25790787926464925 +BAD CEACAM19 0.2576122863824159 +ADAM17 TBC1D10A 0.2575271904073533 +GADD45A IKBKB 0.2575208088576422 +BCL2L11 MST1R 0.2573562705945701 +CTNNB1 ITGB5 0.25692284710325675 +SHARPIN PNMA8C 0.2568874736418805 +MCM2 ZYG11A 0.25678033711307235 +REL CDH1 0.256581726176229 +HSP90AB1 CHCHD4 0.2564460556311342 +MAP3K2 SLC25A38 0.25629390051891443 +HES1 FNIP1 0.25618368599636315 +HSP90AB1 NME8 0.2561148817954049 +SNX25 TBC1D10A 0.2560560444968605 +SGCB ANKRD49 0.2559526686961204 RAF1 CEACAM19 0.2559390249361042 -CDC20 KIF9 0.25590165816616056 -MCM2 ATM 0.25579984116471327 -NFKBIA EN1 0.2553387639581713 -FNIP1 TRMT44 0.25522166453002926 -GUF1 TMCO4 0.25509534471283846 -HES1 MYC 0.25500009853676436 -CDK1 MGA 0.2547196108605022 -NFKB1 RYR1 0.25459437766680476 -TRAF6 NR1I2 0.2543974813012529 -EGR1 HSP90AB1 0.2543881833360656 -CHUK UBQLN2 0.25436663632906814 -CALM3 RFX8 0.25415654066907906 -GSK3B MDH2 0.25397880098891074 -IRF9 RHOC 0.2537350649959868 +CDC20 KIF9 0.2559016581661625 +MCM2 ATM 0.2557998411647107 +NFKBIA EN1 0.25533876395817096 +FNIP1 TRMT44 0.2552216645300317 +GUF1 TMCO4 0.2550953447128384 +EVPL TMX3 0.25500420890581854 +HES1 MYC 0.25500009853676336 +CDK1 MGA 0.25471961086050376 +NFKB1 RYR1 0.2545943776668064 +TRAF6 NR1I2 0.25439748130125217 +EGR1 HSP90AB1 0.2543881833360679 +CHUK UBQLN2 0.25436663632906553 +CALM3 RFX8 0.25415654066907817 +GSK3B MDH2 0.25397880098891085 +IRF9 RHOC 0.2537350649959858 GADD45A GATA2 0.253683122729099 -CEACAM19 GEMIN5 0.25364544252187654 -NANOG ACOT6 0.2535254834886668 -MDM2 TRMT44 0.2534891685691838 -CCNB2 MSLN 0.2534778154565439 -DUSP6 PIK3CA 0.2533365414829403 -PIK3CA SLC26A4 0.25317246861046794 -BRAF ZNF774 0.25315241246140685 -UBQLN2 CS 0.25304745409402446 -ZYG11A TAX1BP1 0.2530030461570379 -RGL1 MSLN 0.25296965960105977 -NFKB1 BATF3 0.25288542553343746 -MYC CHMP4B 0.2527604809432084 -CDK2 GUF1 0.25258773679014135 -PRTFDC1 DNAJC30 0.25257355565179307 -MARCKSL1 CXCL17 0.25241899112537597 -AXIN1 KLF4 0.2523321886468926 -TYK2 MARCKSL1 0.252189788047424 -CAB39L FLNB 0.25206577529326424 -FOXO3 SOX2 0.25194866565990753 -POU5F1 CAB39L 0.2518869322289691 -MCM2 GDPD5 0.2518593760770381 -IKBKB CDH1 0.25169406874300376 -BAD SOCS3 0.2515842240500452 -MCM2 ZBTB24 0.2515443801138428 -EN1 FNIP1 0.2514690498696254 -CHEK1 NANOG 0.2508728491242992 +CEACAM19 GEMIN5 0.2536454425218775 +NANOG ACOT6 0.25352548348866777 +MDM2 TRMT44 0.25348916856918596 +CCNB2 MSLN 0.2534778154565433 +DUSP6 PIK3CA 0.25333654148293955 +PIK3CA SLC26A4 0.2531724686104686 +BRAF ZNF774 0.25315241246140446 +KRAS PRDM14 0.25308458987201327 +UBQLN2 CS 0.25304745409402546 +ZYG11A TAX1BP1 0.25300304615703567 +RGL1 MSLN 0.25296965960105916 +NFKB1 BATF3 0.25288542553343973 +MYC CHMP4B 0.25276048094320785 +CDK2 GUF1 0.25258773679014207 +PRTFDC1 DNAJC30 0.2525735556517912 +MARCKSL1 CXCL17 0.25241899112537586 +AXIN1 KLF4 0.25233218864689627 +TYK2 MARCKSL1 0.25218978804742287 +CAB39L FLNB 0.25206577529326496 +FOXO3 SOX2 0.25194866565990826 +POU5F1 CAB39L 0.2518869322289713 +MCM2 GDPD5 0.2518593760770402 +IKBKB CDH1 0.2516940687430029 +BAD SOCS3 0.251584224050046 +MCM2 ZBTB24 0.25154438011384267 +EN1 FNIP1 0.2514690498696251 +CHEK1 NANOG 0.2508728491242985 VIM STAU1 0.25078070195475916 -MDM2 ATF4 0.2506683831818316 -ATR MDM2 0.2504191575965386 -LANCL2 CBX6 0.25035125147026976 -PIK3CA SUB1 0.25027304796558525 -HSP90AB1 GDPD5 0.25017008908472527 -BCL2 KRAS 0.2501340633146034 -ATF4 SDSL 0.24973543453400132 -MTOR RBPJ 0.24971079254753145 -CCNA2 PTEN 0.24969612540757094 -ATP6V0D1 MDH2 0.24967758198866216 +MDM2 ATF4 0.2506683831818329 +ATR MDM2 0.250419157596538 +LANCL2 CBX6 0.2503512514702711 +PIK3CA SUB1 0.25027304796558536 +HSP90AB1 GDPD5 0.25017008908472643 +BCL2 KRAS 0.2501340633146021 +ATF4 SDSL 0.2497354345339995 +MTOR RBPJ 0.24971079254753373 +CCNA2 PTEN 0.2496961254075702 +ATP6V0D1 MDH2 0.249677581988663 MAPK3 HSP90AB1 0.24925008235661122 -CHUK TMCO4 0.24918852928822327 -MCM2 RACK1 0.2489340506244495 -LIN28A ZFP42 0.2486222443605825 -ZFP42 ZYG11A 0.24849887404293866 -TCF7L2 MGA 0.24840914335980574 -IRF1 SMAD4 0.24832009392129453 -ATM HOMER1 0.24816379088888293 -SP1 SHARPIN 0.2481521222525728 -RAF1 ADAM17 0.24813062991403123 -CCNB2 RHOC 0.24794278615844703 -CCNB2 SLC25A38 0.2477137480974262 -CASP9 DPYSL3 0.24760087541393758 -NME1 B3GAT2 0.24759842828340514 -LRP6 MMADHC 0.24756972204377206 -CDH2 SASS6 0.24741200346556078 -MYC DNAJC30 0.24740287482947595 -LIN28A GUF1 0.2473628297822215 -MAP3K7 LARGE1 0.24721309265403882 -CCNA2 AKT1 0.24702217505421153 -BRAF PRDM14 0.24691824796879816 -FOS TMX3 0.24674133635209666 -AKT1 PTK7 0.24669200857799992 -CASP8 SDSL 0.24654436577932243 -CCNB2 HSP90AB1 0.24640433640997947 -TRAF6 CLCN3 0.2463611798226839 -KLF4 RGL1 0.24620282861444245 -PIK3CA MMADHC 0.24616134592506397 -HEBP2 TAX1BP1 0.24615012427254054 -BATF3 SGCB 0.24612383945697253 -ADAM17 ATP6V0D1 0.24599320464961505 +CHUK TMCO4 0.24918852928822424 +MCM2 RACK1 0.2489340506244468 +LIN28A ZFP42 0.24862224436058178 +ZFP42 ZYG11A 0.24849887404293772 +TCF7L2 MGA 0.24840914335980668 +IRF1 SMAD4 0.24832009392129573 +ATM HOMER1 0.2481637908888787 +SP1 SHARPIN 0.2481521222525687 +RAF1 ADAM17 0.24813062991403045 +CREB1 CTNNB1 0.24801211810531051 +CCNB2 RHOC 0.24794278615844859 +CCNB2 SLC25A38 0.24771374809742563 +CASP9 DPYSL3 0.24760087541393694 +NME1 B3GAT2 0.2475984282834045 +LRP6 MMADHC 0.247569722043773 +CDH2 SASS6 0.24741200346556216 +MYC DNAJC30 0.2474028748294755 +LIN28A GUF1 0.24736282978222449 +MAP3K7 LARGE1 0.2472130926540374 +CCNA2 AKT1 0.24702217505421187 +BRAF PRDM14 0.24691824796879894 +FOS TMX3 0.2467413363520953 +AKT1 PTK7 0.24669200857799994 +CASP8 SDSL 0.24654436577932276 +CCNB2 HSP90AB1 0.24640433640998058 +TRAF6 CLCN3 0.24636117982268532 +KLF4 RGL1 0.24620282861444126 +PIK3CA MMADHC 0.24616134592506464 +HEBP2 TAX1BP1 0.24615012427254032 +BATF3 SGCB 0.24612383945697414 +ADAM17 ATP6V0D1 0.2459932046496143 JAG1 CEACAM19 0.2459547827564886 -FOS PRTFDC1 0.24588513388688316 -MDM2 DLL1 0.2458577923472006 +FOS PRTFDC1 0.2458851338868814 +MDM2 DLL1 0.24585779234719848 ERBB2 TMX3 0.24565003115820302 -CDKN1A TBC1D10A 0.2455515931369509 -MGAT4B MVK 0.24553175639472063 -ITGB5 ANKRD54 0.24547242561631472 -ATF4 BATF3 0.2454610340596018 +CDKN1A TBC1D10A 0.24555159313695313 +MGAT4B MVK 0.24553175639471875 +ITGB5 ANKRD54 0.24547242561631413 +ATF4 BATF3 0.24546103405960312 CDC20 SOX2 0.24514508624275722 -TP53 NOTCH1 0.24501020535794563 -NME1 GDPD5 0.2447401873195083 -CASP8 FNDC7 0.24464852900955958 -MAPK1 NOTCH1 0.24452798403277662 -NFKB1 PRTFDC1 0.2445153360090261 -MKI67 ANKRD54 0.24450420282010354 -MCM5 SOX2 0.2441785854557917 -BAD B3GAT2 0.2441655647412695 -FOXO3 GUF1 0.24398731253759592 -PCNA KCNJ8 0.24372968127001765 -ZYG11A FLNB 0.24370361379817906 -IKBKB NANOG 0.24361497978041194 +TP53 NOTCH1 0.24501020535794726 +NME1 GDPD5 0.24474018731951042 +CASP8 FNDC7 0.244648529009561 +MAPK1 NOTCH1 0.2445279840327774 +NFKB1 PRTFDC1 0.24451533600902975 +MKI67 ANKRD54 0.24450420282010543 +MCM5 SOX2 0.24417858545578702 +BAD B3GAT2 0.24416556474126883 +FOXO3 GUF1 0.2439873125375979 +PCNA KCNJ8 0.24372968127001438 +ZYG11A FLNB 0.24370361379817662 +IKBKB NANOG 0.24361497978041188 CREB1 POU5F1 0.24358329004486146 TRAF3 GATA2 0.2435367745963293 -CASP8 SRF 0.2434411518381345 -IKBKB TMCO4 0.24303629012079975 -ERBB2 CD55 0.2429823725034851 -ATF6 GDPD5 0.2429119100845755 -JUN SAA4 0.24219425181802437 -ZFP42 TMX3 0.24213500308152794 -NOTCH1 ACTB 0.24210135615332196 -CAB39L RYR1 0.24208567696129887 -IRF9 LRRC36 0.2417086251014189 -GSK3B TYK2 0.2415376953649739 -RPTOR EN1 0.24150690181918116 -SP1 SDSL 0.24148009104894452 -ADAM17 SOCS3 0.24136858440624542 -ATP6V0D1 SLC25A38 0.24108160602631773 -FOXO3 AKT1 0.24091585245266214 -UBQLN2 MVK 0.24052982638267414 -CDKN1A ATP6V0D1 0.24048916068348147 -PIK3CB KCNJ8 0.24041307085633087 -PTPN7 PRTFDC1 0.24040058218367444 +CASP8 SRF 0.243441151838133 +JAK2 KLF4 0.24307529036761438 +IKBKB TMCO4 0.24303629012080238 +ERBB2 CD55 0.24298237250348573 +ATF6 GDPD5 0.24291191008457624 +MCM5 RMC1 0.2423982996374578 +JUN SAA4 0.24219425181802412 +ZFP42 TMX3 0.24213500308152958 +NOTCH1 ACTB 0.24210135615332107 +CAB39L RYR1 0.24208567696129962 +IRF9 LRRC36 0.2417086251014176 +GSK3B TYK2 0.24153769536497177 +RPTOR EN1 0.24150690181918083 +SP1 SDSL 0.2414800910489433 +ADAM17 SOCS3 0.24136858440624467 +ATP6V0D1 SLC25A38 0.24108160602631812 +FOXO3 AKT1 0.24091585245266345 +CTNNB1 JAG1 0.24074891164447335 +MAP3K7 ANKRD54 0.24061729053991934 +UBQLN2 MVK 0.24052982638267348 +CDKN1A ATP6V0D1 0.2404891606834853 +PIK3CB KCNJ8 0.24041307085632957 +PTPN7 PRTFDC1 0.24040058218367405 VIM SHB 0.24003424772470947 -DVL2 CLCN3 0.23998959764313926 -CASP3 MDH2 0.23990644960630125 -DVL2 TAX1BP1 0.23980763390937748 -MAPK3 SAA4 0.23942978713646887 -ADAM17 RELA 0.2388619943803528 -GATA2 HSP90AB1 0.23879006911043874 -CREB1 CTNNB1 0.23866161619863815 -CHEK1 TRAF2 0.23852676992045968 -MAP3K2 LANCL2 0.23826711951836507 -TRMT44 TMCO4 0.2381300890378885 -FNIP1 STAU1 0.23805757164334057 -CDH2 ZYG11A 0.2379095875411925 -IRF1 NANOG 0.23786955797636966 -CCNB1 SOCS3 0.23780995634254473 -CHEK1 MID2 0.2377737260589682 -HIF1A FAS 0.2377246667015069 -HIF1A BAD 0.23772380083667047 -BAX TGFBRAP1 0.23753790549408588 -FLNB ARHGEF28 0.2375202175164409 -KLF11 CHCHD4 0.23750626730796787 -EVPL TMX3 0.23736335056267144 -AXIN1 HOMER1 0.23733938580508226 -CDC20 TYK2 0.23721103232024646 -TYK2 LRRC36 0.23720691959172677 -MARCKSL1 IDH3B 0.23718505990397706 -RGL1 TMCO4 0.2371494621908947 -MST1R UBAP2L 0.23690500447055007 -MAP3K14 RPTOR 0.2368729123842891 -NANOG RHOC 0.2367103357726943 -SRF PTEN 0.2366989773269714 -CCNB1 DVL2 0.23663685239108892 -CCNB2 ATM 0.2366146464305692 -SPATS1 GEMIN5 0.23650867368087436 -RACK1 STAU1 0.23647224714029877 -RAF1 ZNF652 0.2364070212152223 -NR1I2 RFX8 0.2363980208771315 -CCNB1 TMX3 0.2361802137775848 -NFKB1 HOMER1 0.23614136107437256 -EGFR CHMP4B 0.23608637338338334 -MKI67 ACTB 0.2358007400221287 -NOTCH1 JMJD6 0.23552504249193312 -AKT1 ZNF652 0.23546023626125714 +DVL2 CLCN3 0.23998959764314068 +CASP3 MDH2 0.23990644960630336 +DVL2 TAX1BP1 0.23980763390937535 +MAPK3 SAA4 0.23942978713646862 +CCNB1 DVL2 0.2390342431847951 +ADAM17 RELA 0.23886199438035205 +GATA2 HSP90AB1 0.23879006911043876 +CHEK1 TRAF2 0.23852676992045696 +MAP3K2 LANCL2 0.23826711951836854 +TRMT44 TMCO4 0.23813008903789037 +FNIP1 STAU1 0.23805757164334043 +CDH2 ZYG11A 0.23790958754118993 +IRF1 NANOG 0.23786955797636963 +CCNB1 SOCS3 0.2378099563425437 +CHEK1 MID2 0.23777372605896976 +HIF1A FAS 0.23772466670150633 +HIF1A BAD 0.23772380083667136 +BAX TGFBRAP1 0.23753790549408363 +FLNB ARHGEF28 0.23752021751644212 +KLF11 CHCHD4 0.23750626730796556 +AXIN1 HOMER1 0.2373393858050842 +CDC20 TYK2 0.2372110323202471 +TYK2 LRRC36 0.23720691959172546 +MARCKSL1 IDH3B 0.23718505990397445 +RGL1 TMCO4 0.23714946219089195 +MST1R UBAP2L 0.2369050044705487 +MAP3K14 RPTOR 0.23687291238428887 +NANOG RHOC 0.23671033577269665 +SRF PTEN 0.23669897732697265 +CCNB2 ATM 0.23661464643057073 +SPATS1 GEMIN5 0.2365086736808743 +RACK1 STAU1 0.23647224714029888 +RAF1 ZNF652 0.23640702121522159 +NR1I2 RFX8 0.23639802087713058 +CCNB1 TMX3 0.23618021377758613 +NFKB1 HOMER1 0.23614136107437222 +EGFR CHMP4B 0.23608637338338526 +MKI67 ACTB 0.2358007400221298 +NOTCH1 JMJD6 0.23552504249192838 +AKT1 ZNF652 0.23546023626125928 MAPK3 BRAF 0.2354056718410964 -MAPK1 DUSP6 0.23525611827128023 -MDM2 CHMP4B 0.23515291911711023 -KRAS PRDM14 0.23511197415665847 -BAD AKT2 0.2350718888831895 -PCNA BATF3 0.23490986733441668 -NR1I2 CS 0.2347866742737779 -BATF3 SHB 0.2346892338461581 -SMAD4 B3GAT2 0.23456689314875537 -TCF7L2 B4GALNT3 0.23440665791441306 -CDH1 LRRC36 0.23389328961440775 -BCL2L11 SLC25A38 0.2337991889697324 -PTK7 CS 0.23379888305786067 -ACTB TBC1D10A 0.23379599275289717 -ITGB5 LRRC36 0.23379091754262604 -ACTB CHCHD4 0.23371388499095844 -MDM2 CHUK 0.23355237700384826 -DLL1 KLF4 0.23354407427112295 -BAX MAP3K14 0.23327021283521482 -MGAT4B ITGB5 0.2330218362219325 -LANCL2 ARHGEF4 0.23301328903337307 -MDM2 PIK3CB 0.23266358921477917 -BRAF GUF1 0.23261775388037373 -FAS TCTN1 0.2324330937805049 -HIF1A PTEN 0.23231224285344904 -CDK2 GSK3B 0.23227314270332927 -BAX LARGE1 0.23225355172847414 -MDM2 JMJD6 0.2322387220477563 -CHEK1 HIF1A 0.23220477604116685 -CDK2 BAD 0.23208381019783256 -KRAS APC 0.2319326757483875 -IRF1 ZYG11A 0.23176732516247447 -IDH3B RGL1 0.23156767944973 -RACK1 HOMER1 0.23141731961510734 -TCF7L2 SGCB 0.2313490434701322 -SOCS3 GEMIN5 0.23128566949844892 -CCNB2 CEACAM19 0.23071889931804718 -BRAF CHMP4B 0.23059393385666171 -ZNF652 GEMIN5 0.2304895227437713 -BATF3 HOMER1 0.2304612788221037 -PRDM14 RFX8 0.23045172084894838 -BRAF TGFBRAP1 0.23041576601347188 -BAX AKT1 0.2303798013560902 -TCEA3 NR1I2 0.23036393086038426 -PTPN7 RACK1 0.2303379947369553 -IRF1 B3GAT2 0.23033727269471896 -TYK2 RACK1 0.23023803336386456 -MDM2 TGFBRAP1 0.2301891158302289 -ZBBX PNMA8C 0.2298871162527506 -CCNA2 ARHGEF4 0.22978676827656383 -LANCL2 HOMER1 0.22961645746787168 -MYC TGFBRAP1 0.22902132530110406 -SRF EIF2AK3 0.22889935480458792 -SOX2 CDH1 0.22846529268705917 -TRAF2 TYK2 0.2284642304074257 -RHOC ANKRD54 0.2282930885426626 -SPATS1 MGA 0.2281826857710788 -CTNNB1 JAG1 0.22804724021282713 -TP53 IRF1 0.2277865002513614 -DPYSL3 EN1 0.2275575644286602 -MKI67 BATF3 0.2274944430530043 -STAT1 SGCB 0.22739512927779273 -MCM5 ATM 0.22733388445790434 -MMADHC SHB 0.22722082704360555 -CASP9 UBQLN2 0.22715281979361143 -LRP6 ANKRD54 0.22703088331476487 -MARCKSL1 MID2 0.22685418522398923 -RBPJ ZNF774 0.2267763738192008 -PIK3CA FLNB 0.22660878075498916 -CDK2 STAT1 0.22655344794973253 -MCM2 KLF11 0.22633369812534934 -IRF1 MDH2 0.2262478903132484 -ERBB2 MGAT4B 0.2259997599000881 -PRDM14 LANCL2 0.2259302548998449 -PCNA SAA4 0.22583015321959685 -LRP6 BATF3 0.22582285131022736 -MDM2 TCF7L2 0.22566467368532184 -IKBKG STAT1 0.2256350065664072 -MCM5 RMC1 0.22552818965031687 -MAP3K7 ANKRD54 0.22535107748043723 -CHEK1 PRDM14 0.2253385020024337 -CCNB1 NME8 0.22525462326603274 -STAU1 PPP1R13B 0.22521564782348752 -MAP3K14 EGR1 0.22516310663611594 +MAPK1 DUSP6 0.2352561182712815 +MDM2 CHMP4B 0.235152919117113 +BAD AKT2 0.23507188888318986 +PCNA BATF3 0.23490986733441732 +NR1I2 CS 0.2347866742737789 +BATF3 SHB 0.2346892338461562 +SMAD4 B3GAT2 0.23456689314875565 +MCM5 CTNNB1 0.23454835800275928 +TCF7L2 B4GALNT3 0.23440665791441356 +RBPJ EVPL 0.23389517487514433 +CDH1 LRRC36 0.23389328961440647 +BCL2L11 SLC25A38 0.23379918896973778 +PTK7 CS 0.23379888305786167 +ACTB TBC1D10A 0.2337959927528962 +ITGB5 LRRC36 0.23379091754262477 +ACTB CHCHD4 0.23371388499095622 +MDM2 CHUK 0.23355237700384665 +DLL1 KLF4 0.23354407427112256 +BAX MAP3K14 0.23327021283521457 +MGAT4B ITGB5 0.23302183622193318 +LANCL2 ARHGEF4 0.2330132890333738 +MDM2 PIK3CB 0.23266358921478242 +BRAF GUF1 0.2326177538803752 +FAS TCTN1 0.23243309378050606 +HIF1A PTEN 0.23231224285344582 +CDK2 GSK3B 0.23227314270333071 +BAX LARGE1 0.2322535517284727 +MDM2 JMJD6 0.2322387220477557 +CHEK1 HIF1A 0.2322047760411669 +CDK2 BAD 0.23208381019783259 +IRF1 ZYG11A 0.23176732516247414 +IDH3B RGL1 0.2315676794497288 +RACK1 HOMER1 0.23141731961510673 +TCF7L2 SGCB 0.23134904347013377 +SOCS3 GEMIN5 0.23128566949844814 +CCNB2 CEACAM19 0.23071889931804906 +BRAF CHMP4B 0.2305939338566615 +ZNF652 GEMIN5 0.23048952274376974 +BATF3 HOMER1 0.23046127882210393 +PRDM14 RFX8 0.2304517208489475 +BRAF TGFBRAP1 0.23041576601347039 +BAX AKT1 0.2303798013560888 +TCEA3 NR1I2 0.2303639308603849 +PTPN7 RACK1 0.23033799473695488 +IRF1 B3GAT2 0.23033727269471832 +TYK2 RACK1 0.23023803336386467 +MDM2 TGFBRAP1 0.23018911583022825 +ZBBX PNMA8C 0.22988711625274968 +CCNA2 ARHGEF4 0.2297867682765642 +LANCL2 HOMER1 0.22961645746787002 +MYC TGFBRAP1 0.22902132530110475 +SRF EIF2AK3 0.2288993548045849 +SOX2 CDH1 0.2284652926870584 +TRAF2 TYK2 0.2284642304074239 +RHOC ANKRD54 0.22829308854266317 +SPATS1 MGA 0.22818268577107872 +TP53 IRF1 0.22778650025136327 +DPYSL3 EN1 0.2275575644286599 +MKI67 BATF3 0.22749444305300368 +STAT1 SGCB 0.22739512927779504 +MCM5 ATM 0.22733388445790695 +MMADHC SHB 0.2272208270436045 +CASP9 UBQLN2 0.2271528197936105 +LRP6 ANKRD54 0.2270308833147649 +MARCKSL1 MID2 0.22685418522399078 +RBPJ ZNF774 0.22677637381919977 +PIK3CA FLNB 0.2266087807549884 +CDK2 STAT1 0.2265534479497384 +MCM2 KLF11 0.22633369812534943 +IRF1 MDH2 0.22624789031325088 +ERBB2 MGAT4B 0.22599975990008772 +PRDM14 LANCL2 0.22593025489984717 +PCNA SAA4 0.2258301532195966 +LRP6 BATF3 0.22582285131023078 +MDM2 TCF7L2 0.22566467368532767 +IKBKG STAT1 0.22563500656641014 +CHEK1 PRDM14 0.22533850200243274 +CCNB1 NME8 0.22525462326603368 +STAU1 PPP1R13B 0.22521564782348813 +MAP3K14 EGR1 0.22516310663611375 FAS GDPD5 0.2251531682145532 -ATF4 MARCKSL1 0.22515152244987252 -MAPK1 RFX8 0.22494921657071 -CASP8 LRRC36 0.22494847819865757 -JAK2 KLF4 0.224807072527343 -BCL2L11 NOTCH1 0.22477685652108498 -CCNB2 MCM2 0.22465868839131617 -NANOG CDH2 0.22433197445989247 -SHARPIN SLC26A4 0.22415197494520964 -IRF9 FNDC7 0.22408141226279518 -STAT1 PRTFDC1 0.22398781831316625 -FOS NME1 0.22392165997015737 +ATF4 MARCKSL1 0.22515152244987355 +MAPK1 RFX8 0.2249492165707091 +CASP8 LRRC36 0.22494847819865627 +BCL2L11 NOTCH1 0.22477685652108603 +CCNB2 MCM2 0.22465868839131625 +APC ANKRD49 0.22446678000769 +NANOG CDH2 0.22433197445989328 +SHARPIN SLC26A4 0.2241519749452106 +IRF9 FNDC7 0.22408141226279657 +STAT1 PRTFDC1 0.22398781831317136 +FOS NME1 0.22392165997015512 RELB ERBB2 0.22390334661581085 -EGR1 PTK7 0.22380722906907824 -LIN28A LANCL2 0.223660942276416 -MKI67 EGR1 0.22352945559754805 -CASP3 IKBKB 0.22325892667657432 -CDC20 SHARPIN 0.22323236518500464 -DVL2 IKBKB 0.22299697536668264 -CAB39L TMX3 0.22294014151446265 -TCF7L2 NR1I2 0.22290359675663293 +ATM RPTOR 0.22387217050852667 +EGR1 PTK7 0.22380722906907818 +LIN28A LANCL2 0.22366094227641603 +MKI67 EGR1 0.22352945559755005 +CASP3 IKBKB 0.2232589266765768 +CDC20 SHARPIN 0.22323236518500125 +CASP8 RMC1 0.2232090170781183 +DVL2 IKBKB 0.22299697536668261 +EIF2AK3 JAK2 0.22296863056681782 +CAB39L TMX3 0.22294014151446565 +TCF7L2 NR1I2 0.22290359675663038 MAPK3 STAT3 0.22290312165609916 -EGR1 FAS 0.22223041054769624 -RELB GATA2 0.22219936248788597 -SDSL TMCO4 0.2221615054612772 -TYK2 DPPA4 0.2219861022853878 -GSK3B IRF1 0.221814120370228 -BAX FNIP1 0.22127943338200137 -CALM3 KLF11 0.22068719709238446 -EGR1 RMC1 0.22027783500737633 -SMAD4 DPYSL3 0.2198871124201544 -ATF6 HSP90AB1 0.21986840157415474 -RELB NME1 0.2197355570211798 -ATF4 ACY3 0.2197310584355004 -JAG1 RELA 0.21963098415727286 -MCM5 CTNNB1 0.21957868965122812 -TCEA3 TMX3 0.21944534370357763 -CDK2 SHARPIN 0.21939676906258637 -HIF1A SUB1 0.2193744591721306 -TYK2 PNMA8C 0.2191983244673689 -AKT2 SHB 0.21904600104346095 -BRAF LARGE1 0.21894878580468427 -MYC CEACAM19 0.2187749303189287 -ACTB CD55 0.21861219801797765 -PIK3CA DPPA4 0.2185364094541903 -NFKB1 JUN 0.21847150091666326 -HEBP2 B3GAT2 0.21841068089364443 -UNC13D PRTFDC1 0.21836314951464222 -MAP3K2 CAB39L 0.2181955087198834 -DLL1 GDPD5 0.218007588460447 -DLL1 CDH1 0.21783763607547535 -EGR1 EN1 0.2176902048961959 -MAPK1 JAG1 0.217570816033622 -REL MMADHC 0.2174928538196069 -ITGB5 RYR1 0.21691427278689904 -AKT2 JUN 0.2169043474503448 -FAS UBAP2L 0.2168691411928957 -TRAF2 MYC 0.21679445007724554 -CDC20 SLC26A4 0.21678322942364478 -ACTB CEACAM19 0.21678119404720292 -TRAF3 CEACAM19 0.21654983844030518 -CASP3 CTNNB1 0.21632963180405682 -MCM2 CBX6 0.21617894682496108 -ATF4 ANKRD54 0.21615164471663237 +EGR1 RMC1 0.22270189671302987 +JAK2 ATF4 0.22236802577813178 +POU5F1 UBAP2L 0.22231157037101174 +EGR1 FAS 0.22223041054769566 +RELB GATA2 0.222199362487886 +SDSL TMCO4 0.2221615054612778 +TYK2 DPPA4 0.22198610228538937 +GSK3B IRF1 0.2218141203702292 +BAX FNIP1 0.22127943338200232 +CDH1 EVPL 0.22092530491271775 +CALM3 KLF11 0.22068719709238444 +SMAD4 DPYSL3 0.21988711242015593 +ATF6 HSP90AB1 0.2198684015741508 +RELB NME1 0.2197355570211805 +ATF4 ACY3 0.21973105843549937 +JAG1 RELA 0.21963098415727436 +TCEA3 TMX3 0.21944534370357827 +CDK2 SHARPIN 0.2193967690625821 +HIF1A SUB1 0.2193744591721318 +TRAF3 POU5F1 0.21932450944611306 +TYK2 PNMA8C 0.219198324467368 +AKT2 SHB 0.21904600104346272 +BRAF LARGE1 0.21894878580468286 +MYC CEACAM19 0.21877493031892742 +ACTB CD55 0.21861219801797577 +PIK3CA DPPA4 0.21853640945419267 +NFKB1 JUN 0.21847150091666426 +HEBP2 B3GAT2 0.2184106808936438 +CTNNB1 BATF3 0.21838427436007318 +UNC13D PRTFDC1 0.2183631495146432 +MAP3K2 CAB39L 0.21819550871988536 +DLL1 GDPD5 0.21800758846044516 +DLL1 CDH1 0.21783763607547554 +MAP3K7 TACR3 0.21779053220365666 +EGR1 EN1 0.2176902048961956 +MAPK1 JAG1 0.21757081603362363 +REL MMADHC 0.2174928538196078 +ITGB5 RYR1 0.2169142727868999 +AKT2 JUN 0.21690434745034215 +FAS UBAP2L 0.21686914119289422 +TRAF2 MYC 0.21679445007724374 +CDC20 SLC26A4 0.21678322942364575 +ACTB CEACAM19 0.21678119404720037 +TRAF3 CEACAM19 0.21654983844030642 +CASP3 CTNNB1 0.21632963180406 +MCM2 CBX6 0.21617894682496258 +ATF4 ANKRD54 0.216151644716633 MKI67 ATF6 0.21609331581051258 -HIF1A RGL1 0.21608817503560182 -POU5F1 UBAP2L 0.21606319054149317 -RBPJ EVPL 0.2160020303588702 -KLF11 PAX5 0.2159850793111477 -SRF REL 0.21576555299799907 -BAX PNMA8C 0.21563446065262246 -TRAF6 GDPD5 0.2155507579439295 -SRF NOTCH1 0.21533503046823205 -HES1 ACY3 0.21529511251581746 -CASP8 RMC1 0.21454847595726662 -MARCKSL1 KCNJ8 0.21436080861612633 -SPATS1 HEBP2 0.21430171094159037 -MCM5 FOXO3 0.21408145195302347 -IRF9 LARGE1 0.21360211246958682 -MCM2 B4GALNT3 0.213197609248634 -ZNF687 SPAG6 0.21315559586987806 -TP53 PPP1R13B 0.21309984791260553 -MCM5 SLC25A38 0.212993743528678 -CALM3 KCNJ8 0.2128195048741371 -CCNB2 MGA 0.21272133326191797 -BRAF CREB1 0.21232826913729178 -UNC13D MVK 0.21224809770421413 -BCL2L11 DPYSL3 0.21216461041167292 -FOS RFX8 0.21216066971450798 -TRMT44 NR1I2 0.21213964440496616 -DLL1 ANKRD49 0.21213141344659356 -MTOR TYK2 0.21187249020133353 -JAG1 PPP1R13B 0.21158947589056046 -NFKB1 ANKRD49 0.2113214047406449 -HIF1A UBQLN2 0.2112376252728591 -RHOC SLC25A38 0.21118668652593692 -BRAF FAS 0.21114625065565687 -JMJD6 GEMIN5 0.2109169532372277 -RELA PTK7 0.21069530543874188 -PTPN7 STAT1 0.2103162216440358 -FLNB PAX5 0.2102163171703317 -BCL2 KLF11 0.20967241364621614 -MCM5 RHOC 0.2095829413716796 -BAX B3GAT2 0.20952128089561067 -CCNA2 MSLN 0.2094076030699367 -SMAD4 KCNJ8 0.20934436008886123 -TRAF2 NFKBIA 0.20933458253448395 -AKT1 ERBB2 0.2088419516207449 +HIF1A RGL1 0.21608817503560063 +KLF11 PAX5 0.21598507931114727 +SRF REL 0.21576555299799963 +BAX PNMA8C 0.2156344606526234 +TRAF6 GDPD5 0.21555075794393022 +SRF NOTCH1 0.21533503046823266 +MCM5 APC 0.21530879409391748 +HES1 ACY3 0.21529511251581676 +MARCKSL1 KCNJ8 0.214360808616127 +SPATS1 HEBP2 0.21430171094159028 +MCM5 FOXO3 0.21408145195302558 +KRAS TACR3 0.21387737832228707 +IRF9 LARGE1 0.21360211246958757 +MCM2 B4GALNT3 0.21319760924863032 +ZNF687 SPAG6 0.21315559586987734 +TP53 PPP1R13B 0.2130998479126073 +MAPK1 RMC1 0.2130870025080212 +MCM5 SLC25A38 0.21299374352867534 +CALM3 KCNJ8 0.21281950487413578 +CCNB2 MGA 0.21272133326191892 +BRAF CREB1 0.21232826913728906 +UNC13D MVK 0.21224809770421513 +BCL2L11 DPYSL3 0.2121646104116753 +FOS RFX8 0.2121606697145071 +TRMT44 NR1I2 0.2121396444049666 +DLL1 ANKRD49 0.2121314134465932 +MTOR TYK2 0.21187249020133356 +APC ZNF687 0.2116891682846241 +JAG1 PPP1R13B 0.21158947589056104 +NFKB1 ANKRD49 0.21132140474064656 +HIF1A UBQLN2 0.21123762527285825 +RHOC SLC25A38 0.21118668652593656 +BRAF FAS 0.2111462506556563 +JMJD6 GEMIN5 0.21091695323722592 +RELA PTK7 0.21069530543874326 +PTPN7 STAT1 0.2103162216440354 +FLNB PAX5 0.2102163171703313 +BCL2 KLF11 0.20967241364621444 +MCM5 RHOC 0.2095829413716836 +BAX B3GAT2 0.20952128089561003 +CCNA2 MSLN 0.20940760306993614 +SMAD4 KCNJ8 0.20934436008885993 +TRAF2 NFKBIA 0.2093345825344829 +AKT1 ERBB2 0.20884195162074637 VIM UBAP2L 0.20874804062252944 -TRAF3 POU5F1 0.2087473957065841 -MAP3K2 CS 0.2086480417792728 -CDK1 BRAF 0.20861938217598078 -SP1 SPAG6 0.2085363587213599 -CDH2 PRTFDC1 0.20844673624114932 -AKT1 POU5F1 0.20836685230728935 -BAD UBAP2L 0.20832983232842991 -TRAF3 FLNB 0.2081358871723927 -RELA HOMER1 0.2080594551040124 -FAS CAB39L 0.20804008072541155 -AXIN1 ANKRD49 0.2078334540322714 -PPP1R13B MSLN 0.20777880046269495 -RHOC PTK7 0.20772272605419018 -RBPJ POU5F1 0.20759439420598086 -KIF9 SUB1 0.20742133855524425 -BRAF POU5F1 0.20713482342047015 -TCF7L2 CAB39L 0.20701266995062453 -ATF4 ZNF687 0.20682202660441762 -MTOR EGR1 0.20674948144103777 -AKT2 FAS 0.20674860608356924 -PTPN7 SP1 0.20663018302848668 -RELB SHARPIN 0.20660635637979566 -TCEA3 SGCB 0.20639160836509315 -CDH2 SPAG6 0.20634765837378463 -PIK3CB JAG1 0.20624167546815858 -HES1 NR1I2 0.20601290438945116 -AKT1 HES1 0.20595591363970323 -GSK3B SOCS3 0.2058796373935827 -PCNA MGA 0.20572869450711062 -HSP90AB1 SHB 0.20558935602672948 -MAPK1 MVK 0.205490307180177 -SGCB ZBTB24 0.2054838097564654 -CDK2 MYC 0.2054150945184818 -FOS LARGE1 0.2052778960896969 -IKBKG CD55 0.20523274794627974 -ZFP42 MYC 0.205190279935341 -ATM RPTOR 0.20516939872707743 -JAK2 ATF4 0.20486965658781606 -MAPK1 RBPJ 0.20469107103442177 -CTNNB1 BATF3 0.2046511601179374 -APC ANKRD49 0.20464392005724294 -JAK2 SPAG6 0.20461212492353364 -EIF2AK3 JAK2 0.204411204850883 -ATR RACK1 0.2043691879722893 -NME8 ARHGEF4 0.20430375861719163 -IRF1 CD55 0.20425137511146346 -RPTOR MID2 0.2038544059181196 -MAP3K2 STAT1 0.20372617641495958 -MAP3K2 DPYSL3 0.20367009156754856 -SOX2 SAA4 0.2036233960817532 -IDH3B ARHGEF4 0.20358892229323894 -MDM2 CHCHD4 0.20338290155335184 -NANOG PRDM14 0.20330362255196743 -FAS DNAJC30 0.20315181372392846 -NANOG CXCL17 0.20306383912032716 -CREB1 UBQLN2 0.20291709006856798 -CDH1 EVPL 0.20287715004144244 -FOXO3 TMCO4 0.20285736774570903 -CASP8 ZFP42 0.20282947494385806 -MMADHC MDH2 0.2027727147236259 -PCNA TCTN1 0.20273731618634477 -CCNA2 CS 0.202735198621972 -DPYSL3 SAA4 0.2027038784190207 -RBPJ ATF6 0.2026624945135659 -MCM2 MAPK1 0.20261791532498 -STAU1 SPAG6 0.20250446574455674 -MCM5 MYC 0.2024623081657128 -IDH3B CLCN3 0.2024251825000561 -CCNB2 MVK 0.20214811468271296 -TCEA3 MGA 0.2021418189520368 -ITGB5 LARGE1 0.20203684191236634 -MCM5 CS 0.20195787862905096 -APC ZNF687 0.20189120807057787 -TRAF2 STAT3 0.20183101683085 -CASP9 PRDM14 0.20167153426546328 -TYK2 FLNB 0.20164623834009543 -ATM JAG1 0.2013961835029429 -SRF CHCHD4 0.20132034279721822 -MAPK1 ATF6 0.20120102032938803 -NOTCH1 REL 0.2010995358908767 -NFKB1 NANOG 0.2010749146306978 -MCM2 EN1 0.20099955425932975 -SAA4 SHARPIN 0.2009631621065835 -DVL2 MSLN 0.20087441435728595 -MAP3K7 TACR3 0.20066070186230445 -CASP9 ZBBX 0.20054676840379318 -CHEK1 CDH2 0.20045477877736428 -TRAF6 IKBKB 0.19966478986860148 -KLF4 CALM3 0.1992904702611006 -VIM ZYG11A 0.19921277093191178 -REL CXCL17 0.19897487593996635 -LANCL2 FNIP1 0.1988636295457117 -BCL2 AKT1 0.19862879753667226 -MDM2 PPP1R13B 0.19862138936104595 -MMADHC TAX1BP1 0.19857532557661994 -CASP9 PPP1R13B 0.19847037587417743 -CCNA2 RACK1 0.19841041030119935 -RBPJ MSLN 0.19825705953529715 -CHEK1 SPATS1 0.19804871865834078 -CDK1 TACR3 0.19787059692425352 -TBC1D10A ZNF687 0.19757830871395504 -DVL2 LARGE1 0.19750198068964003 -CDC20 ATM 0.19733945100751238 -MKI67 UBAP2L 0.19731379532818177 -MAP3K7 RBPJ 0.19724268263274197 -RELA MMADHC 0.19711815362457397 -MTOR ERBB2 0.19679082715070206 -SHB RGL1 0.19622527240315846 -MDM2 PRTFDC1 0.19616887515963952 -TP53 FOS 0.19612663843567235 -TAX1BP1 GEMIN5 0.19611309432838958 -ATF6 ZBTB24 0.19601126589534928 -EVPL ZBBX 0.1959032737119007 -AKT2 POU5F1 0.19587679879027228 -CREB1 PTEN 0.1957845201668556 -CDK2 TCTN1 0.19541953672770507 -ATM HEBP2 0.1954103236246642 -TCEA3 RACK1 0.19533955449412 -EN1 DNAJC30 0.19532487182380684 -MAPK1 RMC1 0.19524315718920981 -CDKN1A SGCB 0.19517294616598452 -MTOR HSP90AB1 0.19515067760715055 -MCM2 KLF4 0.19504895771973724 -MCM5 APC 0.19445758605221974 -MAPK1 RYR1 0.1944260204354877 +MAP3K2 CS 0.20864804177927376 +CDK1 BRAF 0.2086193821759775 +SP1 SPAG6 0.20853635872135917 +CDH2 PRTFDC1 0.20844673624114704 +AKT1 POU5F1 0.20836685230729435 +BAD UBAP2L 0.20832983232842994 +JAK2 ZBTB24 0.2081642382465539 +TRAF3 FLNB 0.20813588717239281 +RELA HOMER1 0.20805945510401633 +FAS CAB39L 0.20804008072541125 +AXIN1 ANKRD49 0.20783345403227377 +PPP1R13B MSLN 0.20777880046269437 +RHOC PTK7 0.207722726054193 +APC ZYG11A 0.20762330052633485 +RBPJ POU5F1 0.207594394205977 +KIF9 SUB1 0.20742133855524458 +BRAF POU5F1 0.20713482342046857 +TCF7L2 CAB39L 0.20701266995062526 +ATF4 ZNF687 0.20682202660442023 +MTOR EGR1 0.20674948144103775 +AKT2 FAS 0.20674860608356763 +PTPN7 SP1 0.2066301830284863 +RELB SHARPIN 0.20660635637979138 +TCEA3 SGCB 0.2063916083650938 +CDH2 SPAG6 0.2063476583737839 +PIK3CB JAG1 0.2062416754681611 +HES1 NR1I2 0.20601290438944858 +AKT1 HES1 0.20595591363970395 +RPTOR TRAF6 0.20590635562808615 +GSK3B SOCS3 0.20587963739358417 +PCNA MGA 0.20572869450711004 +KRAS STAT1 0.20562273134168169 +HSP90AB1 SHB 0.2055893560267278 +MAPK1 MVK 0.20549030718017708 +SGCB ZBTB24 0.2054838097564633 +CDK2 MYC 0.20541509451848033 +FOS LARGE1 0.2052778960896962 +IKBKG CD55 0.20523274794627827 +ZFP42 MYC 0.20519027993534067 +MAPK1 RBPJ 0.20469107103442255 +JAK2 SPAG6 0.20461212492353292 +ATR RACK1 0.2043691879722859 +NME8 ARHGEF4 0.20430375861719258 +IRF1 CD55 0.2042513751114647 +RPTOR MID2 0.20385440591812118 +MAP3K2 STAT1 0.2037261764149653 +MAP3K2 DPYSL3 0.20367009156754998 +SOX2 SAA4 0.20362339608175292 +IDH3B ARHGEF4 0.2035889222932393 +MDM2 CHCHD4 0.20338290155335098 +NANOG PRDM14 0.20330362255196677 +FAS DNAJC30 0.20315181372392788 +NANOG CXCL17 0.20306383912032708 +CREB1 UBQLN2 0.20291709006856734 +FOXO3 TMCO4 0.20285736774571048 +CASP8 ZFP42 0.2028294749438573 +MMADHC MDH2 0.20277271472362593 +PCNA TCTN1 0.20273731618635177 +CCNA2 CS 0.20273519862197303 +DPYSL3 SAA4 0.20270387841902043 +RBPJ ATF6 0.20266249451356513 +MCM2 MAPK1 0.20261791532498077 +STAU1 SPAG6 0.20250446574455602 +MCM5 MYC 0.2024623081657142 +IDH3B CLCN3 0.20242518250005903 +CCNB2 MVK 0.20214811468271385 +TCEA3 MGA 0.20214181895203745 +ITGB5 LARGE1 0.20203684191236715 +MCM5 CS 0.20195787862905193 +TRAF2 STAT3 0.20183101683084895 +CASP9 PRDM14 0.2016715342654623 +TYK2 FLNB 0.20164623834009893 +MCM5 DVL2 0.20146675612752357 +ATM JAG1 0.20139618350294194 +SRF CHCHD4 0.2013203427972173 +MAP3K7 RBPJ 0.20127430663918375 +MAPK1 ATF6 0.20120102032938808 +NOTCH1 REL 0.20109953589087745 +NFKB1 NANOG 0.20107491463069943 +MCM2 EN1 0.20099955425932942 +SAA4 SHARPIN 0.20096316210658322 +DVL2 MSLN 0.20087441435728537 +CASP9 ZBBX 0.2005467684037922 +CHEK1 CDH2 0.20045477877736237 +TRAF6 IKBKB 0.19966478986860214 +KLF4 CALM3 0.1992904702611064 +VIM ZYG11A 0.199212770931911 +REL CXCL17 0.19897487593996624 +LANCL2 FNIP1 0.19886362954570938 +BCL2 AKT1 0.19862879753667254 +MDM2 PPP1R13B 0.19862138936104654 +MMADHC TAX1BP1 0.19857532557662025 +CASP9 PPP1R13B 0.19847037587417635 +CCNA2 RACK1 0.19841041030119513 +RBPJ MSLN 0.19825705953529654 +CHEK1 SPATS1 0.1980487186583407 +CDK1 TACR3 0.19787059692425343 +TBC1D10A ZNF687 0.19757830871395576 +DVL2 LARGE1 0.1975019806896408 +CDC20 ATM 0.1973394510075111 +MKI67 UBAP2L 0.19731379532818427 +RELA MMADHC 0.19711815362457466 +JAK2 TRMT44 0.197000109461968 +MTOR ERBB2 0.19679082715070417 +SHB RGL1 0.19622527240315724 +CTNNB1 IDH3B 0.19617558571670515 +MDM2 PRTFDC1 0.19616887515964024 +TP53 FOS 0.19612663843567443 +TAX1BP1 GEMIN5 0.19611309432838808 +ATF6 ZBTB24 0.1960112658953492 +EVPL ZBBX 0.19590327371189975 +AKT2 POU5F1 0.19587679879027262 +CREB1 PTEN 0.19578452016685627 +CDK2 TCTN1 0.19541953672770665 +ATM HEBP2 0.19541032362466354 +TCEA3 RACK1 0.19533955449412063 +EN1 DNAJC30 0.1953248718238065 +CDKN1A SGCB 0.19517294616598518 +MTOR HSP90AB1 0.19515067760714663 +MCM2 KLF4 0.19504895771973416 +MAPK1 RYR1 0.1944260204354878 CDK1 CHEK2 0.19416210437583556 -CDK1 HOMER1 0.19404608756256775 -STAT3 ANKRD54 0.1939917934781685 -BCL2L11 GDPD5 0.19396302870234294 -RELB HEBP2 0.19391959126132724 -LRP6 TAX1BP1 0.19373335709846773 -CDC20 RELA 0.19369002908664737 -TAX1BP1 PAX5 0.19354887717551983 -SHARPIN RYR1 0.19344101482150222 -MST1R B4GALNT3 0.19328537935062223 +CDK1 HOMER1 0.19404608756256767 +CTNNB1 FLNB 0.19399314324713596 +STAT3 ANKRD54 0.19399179347816528 +BCL2L11 GDPD5 0.19396302870234078 +RELB HEBP2 0.19391959126132444 +LRP6 TAX1BP1 0.19373335709846484 +CDC20 RELA 0.193690029086648 +TAX1BP1 PAX5 0.19354887717551947 +SHARPIN RYR1 0.19344101482149537 +MST1R B4GALNT3 0.19328537935062023 GATA2 KCNJ8 0.19324771255350445 -TACR3 SGCB 0.19315627311774225 +TACR3 SGCB 0.19315627311774308 MDM2 VIM 0.19315228951070013 -ACTB KIF9 0.19309480542742882 -BAD CALM3 0.19303225557309736 -CDC20 SUB1 0.19298974542588954 -SP1 RYR1 0.19286798746589817 -LRP6 CHCHD4 0.19264675491844763 -MCM5 DVL2 0.19251286174854457 -RELB PAX5 0.19240612548230868 -JAG1 IKBKB 0.19239063842970738 -TRAF3 EGR1 0.1921977881484191 -ZNF652 PTK7 0.19207642057574656 -CASP3 PRTFDC1 0.1920180353922119 -IRF9 JMJD6 0.19126836404917955 -KRAS TACR3 0.19120091756697385 -IKBKG EGR1 0.19115464074603392 -BAX MVK 0.19114268135377596 -TRAF6 DPYSL3 0.19109110586984576 -LRP6 CS 0.19106597065736 -ATM TMCO4 0.19098822579004077 +ACTB KIF9 0.19309480542742954 +BAD CALM3 0.1930322555730976 +CDC20 SUB1 0.19298974542588915 +SP1 RYR1 0.19286798746589595 +LRP6 CHCHD4 0.19264675491844754 +RELB PAX5 0.1924061254823083 +JAG1 IKBKB 0.19239063842970733 +TRAF3 EGR1 0.19219778814842062 +ZNF652 PTK7 0.19207642057575158 +CASP3 PRTFDC1 0.19201803539221723 +IRF9 JMJD6 0.1912683640491776 +IKBKG EGR1 0.19115464074603541 +BAX MVK 0.19114268135377704 +TRAF6 DPYSL3 0.19109110586984734 +LRP6 CS 0.19106597065736097 +ATM TMCO4 0.1909882257900428 RBPJ TMX3 0.19097498560576906 -SRF KCNJ8 0.1908217562817797 -ITGB5 B4GALNT3 0.19059484644687255 -IKBKG IKBKB 0.19039565406617476 -RELB MDH2 0.1902623588616969 -MST1R HEBP2 0.19023802820950353 -PTPN7 MVK 0.1900667561463574 -RPTOR MSLN 0.19006127532444742 -ZFP42 ATF6 0.18995583096733146 -MAP3K14 DPYSL3 0.18987363399034268 -NFKB1 MYC 0.1898507016198749 -TRAF3 ACTB 0.18974101858310125 -ATF6 LARGE1 0.18951122032611492 -NANOG ACY3 0.1894817403222565 -JAK2 ZBTB24 0.18942762850514186 -UNC13D TBC1D10A 0.18923201903421205 -STAT3 EGR1 0.18911437397767777 -ERBB2 JMJD6 0.18907651153711666 -MCM2 KIF9 0.1890229098148831 -ADAM17 DNAJC30 0.18866396368036084 -CHMP4B PNMA8C 0.18862815645296666 -MAP3K2 STAU1 0.1885013537814262 -POU5F1 SASS6 0.18848909441933656 -DUSP6 SNX25 0.18829936749975712 -ATP6V0D1 ZBBX 0.18826638116980238 -EIF2AK3 LARGE1 0.18826210899291906 +SRF KCNJ8 0.19082175628177836 +ITGB5 B4GALNT3 0.19059484644687338 +IKBKG IKBKB 0.19039565406617542 +RELB MDH2 0.1902623588616962 +MST1R HEBP2 0.19023802820949923 +PTPN7 MVK 0.190066756146357 +RPTOR MSLN 0.19006127532444683 +ZFP42 ATF6 0.1899558309673315 +MAP3K14 DPYSL3 0.18987363399034246 +NFKB1 MYC 0.18985070161987658 +TRAF3 ACTB 0.18974101858309877 +ATF6 LARGE1 0.1895112203261135 +NANOG ACY3 0.18948174032225584 +UNC13D TBC1D10A 0.18923201903421305 +STAT3 EGR1 0.189114373977681 +ERBB2 JMJD6 0.1890765115371152 +MCM2 KIF9 0.18902290981488637 +ADAM17 DNAJC30 0.18866396368036234 +CHMP4B PNMA8C 0.1886281564529679 +MAP3K2 STAU1 0.188501353781429 +POU5F1 SASS6 0.18848909441933956 +DUSP6 SNX25 0.1882993674997575 +ATP6V0D1 ZBBX 0.18826638116980146 +EIF2AK3 LARGE1 0.18826210899291765 CDK1 IRF9 0.1882510052549537 -TCF7L2 CALM3 0.18823413932910307 -JAG1 RBPJ 0.1881190374411544 -ZNF774 GUF1 0.18805072478012214 -ATF6 LRRC36 0.18778421159685613 -LRP6 SPAG6 0.1877771661723973 -ZNF652 TCTN1 0.18738047875216388 -RACK1 RYR1 0.1872977471909824 -EGR1 SNX25 0.18719392947774036 -TBC1D10A CHMP4B 0.1869923154262648 -CCNB2 ATP6V0D1 0.1868482314539291 -APC ZYG11A 0.18683691503393007 -RPTOR GUF1 0.18682968906692032 -RPTOR TRAF6 0.1867577185839793 -JAK2 ACY3 0.18670642654818978 -RACK1 SPAG6 0.18669542258668395 -MTOR VIM 0.18656798211211553 -CASP9 TGFBRAP1 0.1864858620670326 -AXIN1 ZYG11A 0.18642339903839253 -ATM TBC1D10A 0.18634922986854588 -BCL2L11 SPATS1 0.1863177549590056 -MDM2 ANKRD54 0.1862639403493686 -CCNB1 NFKBIA 0.18623012308875414 -CDKN1A BAD 0.18619558762598606 -CTNNB1 IDH3B 0.18615911358426035 -MYC NME1 0.18611771963706158 -FOXO3 PTPN7 0.18604292642388692 -NFKB1 NME1 0.18597239426541168 -RACK1 CS 0.18592622003244277 -ZNF652 SDSL 0.1856740835973605 -AXIN1 B4GALNT3 0.18565051236323682 -BRAF AXIN1 0.1854910160905137 -CDH2 ACY3 0.185151524266051 -GADD45A CALM3 0.18502187949772508 -NME1 JMJD6 0.18488349474631605 -POU5F1 BATF3 0.18459933383017668 -DVL2 ZBBX 0.18444264167355187 -RHOC CALM3 0.18443163214766686 -RGL1 SASS6 0.18442172933432088 -KRAS STAT1 0.18434012402891256 -IKBKB ACTB 0.18407664356467887 -SOCS3 RFX8 0.1840581580436697 -MAPK3 DPPA4 0.18383654882434106 -STAT1 JMJD6 0.1837462755183843 -CHEK1 SHB 0.18371905899704993 -MTOR IDH3B 0.18358372191119285 -MAP3K7 DPPA4 0.1834068091353942 -RPTOR RGL1 0.1832244268015929 -SRF TAX1BP1 0.18312020747372856 -HIF1A MAP3K2 0.18306020770992035 -TRAF6 UBQLN2 0.18303367348360863 -PTPN7 CTNNB1 0.18267511896935604 -RACK1 CHMP4B 0.18254858889106845 -CDK1 ZNF652 0.18222710217629706 -CD55 HSP90AB1 0.1821800574946601 +TCF7L2 CALM3 0.1882341393291055 +JAG1 RBPJ 0.18811903744115424 +ZNF774 GUF1 0.18805072478012175 +ATF6 LRRC36 0.1877842115968542 +LRP6 SPAG6 0.18777716617239693 +KRAS CHCHD4 0.18756118577674072 +ZNF652 TCTN1 0.1873804787521639 +RACK1 RYR1 0.18729774719098105 +EGR1 SNX25 0.1871939294777379 +CCNB2 JAK2 0.1870438616772047 +TBC1D10A CHMP4B 0.18699231542626576 +CCNB2 ATP6V0D1 0.18684823145392915 +RPTOR GUF1 0.186829689066921 +JAK2 ACY3 0.1867064265481891 +RACK1 SPAG6 0.18669542258668323 +MTOR VIM 0.18656798211211323 +CASP9 TGFBRAP1 0.1864858620670313 +AXIN1 ZYG11A 0.18642339903839472 +ATM TBC1D10A 0.18634922986854668 +BCL2L11 SPATS1 0.18631775495900554 +MDM2 ANKRD54 0.1862639403493701 +CCNB1 NFKBIA 0.1862301230887553 +CDKN1A BAD 0.18619558762598745 +MYC NME1 0.18611771963706014 +FOXO3 PTPN7 0.18604292642388656 +NFKB1 NME1 0.18597239426541334 +RACK1 CS 0.18592622003244377 +ZNF652 SDSL 0.1856740835973596 +AXIN1 B4GALNT3 0.18565051236324123 +BRAF AXIN1 0.1854910160905181 +CDH2 ACY3 0.18515152426604967 +GADD45A CALM3 0.18502187949772833 +NME1 JMJD6 0.184883494746314 +POU5F1 BATF3 0.18459933383017402 +DVL2 ZBBX 0.18444264167355093 +RHOC CALM3 0.18443163214767253 +RGL1 SASS6 0.18442172933431908 +IKBKB ACTB 0.1840766435646781 +SOCS3 RFX8 0.1840581580436688 +MAPK3 DPPA4 0.183836548824338 +STAT1 JMJD6 0.18374627551838607 +CHEK1 SHB 0.1837190589970485 +KRAS TRAF3 0.1836007063182364 +MTOR IDH3B 0.18358372191119074 +MAP3K7 DPPA4 0.1834068091353966 +RPTOR RGL1 0.18322442680158982 +SRF TAX1BP1 0.18312020747372515 +HIF1A MAP3K2 0.1830602077099241 +TRAF6 UBQLN2 0.1830336734836065 +PTPN7 CTNNB1 0.18267511896935568 +RACK1 CHMP4B 0.1825485888910671 +CDK1 ZNF652 0.18222710217629556 +CD55 HSP90AB1 0.18218005749465832 BAX ATP6V0D1 0.1820363740904166 -UBAP2L MID2 0.18198428951970286 -SMAD4 GEMIN5 0.1819525505490076 -CCNB2 MAPK1 0.1819111896379593 -EGR1 ATP6V0D1 0.18177275728848194 -PIK3CB ZNF774 0.18172422857885595 -ACTB SHARPIN 0.18166640171811857 -SOX2 TACR3 0.1815643713517692 -MST1R KIF9 0.18147034237728749 -NFKBIA CD55 0.18144091667601198 -EGR1 CD200R1L 0.18141066370692002 +UBAP2L MID2 0.18198428951970413 +SMAD4 GEMIN5 0.18195255054900294 +CCNB2 MAPK1 0.18191118963795935 +EGR1 ATP6V0D1 0.1817727572884819 +PIK3CB ZNF774 0.18172422857885362 +ACTB SHARPIN 0.18166640171811207 +SOX2 TACR3 0.18156437135177078 +MST1R KIF9 0.18147034237728607 +NFKBIA CD55 0.1814409166760127 +EGR1 CD200R1L 0.1814106637069203 CREB1 SMAD4 0.1811606096190022 -CDK2 BCL2 0.1808497245421649 -ACTB SNX25 0.1807819051384686 -CLCN3 UBAP2L 0.18077999860992142 -CHEK1 MST1R 0.18057764690108993 -CHMP4B B3GAT2 0.18035050673645284 -SP1 PPP1R13B 0.1802850714405962 -APC B3GAT2 0.18024162777995004 -GDPD5 MSLN 0.1801439840557566 -GATA2 UBAP2L 0.18013008452315046 -ATF6 SGCB 0.18011251037456083 -IKBKB PAX5 0.1798987931193296 -EN1 TMX3 0.1798948783634346 -CASP9 STAT3 0.17983596439081334 -KLF4 SLC25A38 0.17965477751113773 +CDK2 BCL2 0.18084972454216489 +ACTB SNX25 0.18078190513846976 +CLCN3 UBAP2L 0.18077999860992136 +CHEK1 MST1R 0.18057764690108796 +CHMP4B B3GAT2 0.18035050673645223 +SP1 PPP1R13B 0.18028507144059622 +APC B3GAT2 0.1802416277799494 +GDPD5 MSLN 0.180143984055756 +GATA2 UBAP2L 0.1801300845231505 +ATF6 SGCB 0.1801125103745601 +IKBKB PAX5 0.17989879311932921 +EN1 TMX3 0.17989487836343426 +CASP9 STAT3 0.17983596439081126 +KLF4 SLC25A38 0.17965477751113812 GATA2 ITGB5 0.17962733054455107 -NOTCH1 SP1 0.17958549322242562 -RAF1 HSP90AB1 0.17948951633655363 -TACR3 SLC25A38 0.17933044743764076 -DPYSL3 SHARPIN 0.17924188571916905 -CS DNAJC30 0.17911977247033592 -BAD ZNF687 0.17898514148290526 -BAD POU5F1 0.17888864264337206 -MCM2 TACR3 0.17886669741779174 -ADAM17 JUN 0.17883651546688187 -TP53 SLC25A38 0.1786720572476523 -MAPK1 RACK1 0.17849498972655967 -SDSL LARGE1 0.17827587939008716 -HES1 MSLN 0.17826658857569586 -ATM SP1 0.17826407449164083 -JAK2 TRMT44 0.17806916069957557 -SRF HES1 0.1780066008050773 -DVL2 STAU1 0.17786236384962648 -APC ACY3 0.17783450193877534 -DPYSL3 GEMIN5 0.17780284115353245 -IKBKB SUB1 0.1777734301527736 -ADAM17 SPATS1 0.17774534657457003 -CDH1 KLF11 0.17771973797321708 -MTOR NME8 0.1773539862516529 -SRF PRDM14 0.17732597555186125 -CASP3 SASS6 0.17718566241567413 -CHMP4B MSLN 0.17714488291148986 -MAP3K2 RBPJ 0.1769616133252789 -EIF2AK3 CXCL17 0.17662466029735235 -STAU1 B3GAT2 0.1764384108075408 -RELA IKBKB 0.17605779878758668 -MDM2 PIK3CA 0.1757033020721542 -TCF7L2 TCTN1 0.175414301725948 -GSK3B CALM3 0.1753400771377128 -CHMP4B DNAJC30 0.17509156459248554 -CASP3 GDPD5 0.17500463945118133 -REL GATA2 0.17496131293389372 -MVK DNAJC30 0.1748783072823153 -CTNNB1 FLNB 0.17475660928569084 -BAD SMAD4 0.17469095687021993 -MDM2 RAF1 0.17468898190221388 -ATM STAT1 0.17460477165983004 -ANKRD54 PRTFDC1 0.17405005509665017 -CDH2 SDSL 0.17392217203413135 -HES1 MST1R 0.1739123283683335 -RAF1 PTEN 0.17352018682326964 +NOTCH1 SP1 0.1795854932224211 +RAF1 HSP90AB1 0.17948951633655372 +TACR3 SLC25A38 0.17933044743764115 +DPYSL3 SHARPIN 0.17924188571916305 +CS DNAJC30 0.17911977247033692 +ATR KRAS 0.17904507838277775 +BAD ZNF687 0.17898514148290523 +BAD POU5F1 0.17888864264337395 +MCM2 TACR3 0.17886669741779304 +ADAM17 JUN 0.17883651546687962 +TP53 SLC25A38 0.1786720572476537 +MAPK1 RACK1 0.17849498972655903 +SDSL LARGE1 0.17827587939008685 +HES1 MSLN 0.17826658857569527 +ATM SP1 0.17826407449164008 +SRF HES1 0.17800660080507105 +DVL2 STAU1 0.1778623638496249 +APC ACY3 0.17783450193877465 +DPYSL3 GEMIN5 0.17780284115352854 +CTNNB1 JAK2 0.17779587981631248 +IKBKB SUB1 0.17777343015277358 +ADAM17 SPATS1 0.17774534657456997 +CDH1 KLF11 0.17771973797321633 +JAK2 STAT1 0.1774485162824062 +MAP3K7 IRF9 0.17744391818477429 +APC SLC25A38 0.17736747939050862 +MTOR NME8 0.17735398625165386 +SRF PRDM14 0.1773259755518606 +CASP3 SASS6 0.17718566241568023 +CHMP4B MSLN 0.17714488291148928 +EVPL PPP1R13B 0.1771236362980773 +MAP3K2 RBPJ 0.1769616133252803 +EIF2AK3 CXCL17 0.17662466029735224 +STAU1 B3GAT2 0.1764384108075402 +RELA IKBKB 0.17605779878758665 +MDM2 PIK3CA 0.17570330207215715 +TCF7L2 TCTN1 0.17541430172594594 +GSK3B CALM3 0.17534007713771455 +EVPL SLC25A38 0.1751664507978067 +CHMP4B DNAJC30 0.17509156459248648 +CASP3 GDPD5 0.1750046394511845 +REL GATA2 0.17496131293389375 +MVK DNAJC30 0.17487830728231582 +BAD SMAD4 0.17469095687021868 +MDM2 RAF1 0.17468898190221385 +ATM STAT1 0.17460477165983296 +ANKRD54 PRTFDC1 0.17405005509665095 +CDH2 SDSL 0.17392217203413043 +HES1 MST1R 0.1739123283683324 +MTOR JAK2 0.17388305220767042 +RAF1 PTEN 0.17352018682327028 ERBB2 PNMA8C 0.17334577595239112 -CASP8 MID2 0.1733397168293719 -ANKRD49 TGFBRAP1 0.17327291748676021 -NFKB1 LIN28A 0.17321413957802634 -CASP3 CLCN3 0.17297347781168787 -MCM5 CALM3 0.1728143529664052 -PTPN7 PIK3CA 0.17250886495732765 -TP53 CXCL17 0.1723335901784437 -CHUK EGR1 0.17232314296189452 -TRAF3 MARCKSL1 0.1720387247822832 -BCL2 MTOR 0.17194394194237134 -BCL2 DUSP6 0.17193036639309392 -CCNA2 TACR3 0.17170941090505187 -CCNB1 SHARPIN 0.17164243010517996 -APC SLC25A38 0.17162177150768848 -TRAF6 MYC 0.1713780158081449 -NME1 TMCO4 0.17137041820742915 -AKT2 APC 0.1712956243172191 -AKT1 APC 0.17104105360359748 -RHOC TAX1BP1 0.17098715596528835 -CHEK2 GSK3B 0.17083714026738883 -IDH3B CBX6 0.17076044834081056 -SMAD4 TBC1D10A 0.1705586603839466 -ADAM17 SLC25A38 0.17050341742150107 -ATM PPP1R13B 0.17049736218060432 -BCL2L11 MAP3K14 0.17046403806632576 -MYC DPYSL3 0.1703641162103073 -CCNB2 SASS6 0.17033698970502714 -MTOR PPP1R13B 0.1702201032752588 -HIF1A KLF11 0.17007726857538064 -CHEK1 DVL2 0.16999118585031397 -AKT2 UBQLN2 0.16994174876909 -MKI67 HEBP2 0.16981012900933948 -BRAF TCTN1 0.1695199476281638 -MARCKSL1 SDSL 0.1694998159010287 -MAPK1 BATF3 0.16934785377862643 -STAT3 FAS 0.16920934537232735 -SRF FOS 0.16888181804716465 -KRAS CHCHD4 0.16857138855263973 -TRAF2 CLCN3 0.16852838525756858 -TCF7L2 SAA4 0.16850008370933345 -HEBP2 ACOT6 0.16845310307101202 -JAG1 PRTFDC1 0.16845005096957846 -ZNF652 LRRC36 0.1684377493682124 -CEACAM19 SHB 0.1683799505040047 -ZFP42 RMC1 0.16828586749640936 -SRF AXIN1 0.16797858674330404 -CCNB2 JAK2 0.1679702510220076 -CLCN3 GUF1 0.1679701444468766 -FOS HOMER1 0.16792182827130805 -FOXO3 ADAM17 0.16784485375791247 -CREB1 SDSL 0.16770605476923353 -AKT2 CXCL17 0.16746281987205439 -CHEK1 DPPA4 0.16743939406475256 -MGAT4B KCNJ8 0.16729156239009646 -CREB1 MGA 0.1672281720352096 -LRP6 CDH2 0.1671994449212422 -MCM2 MAP3K14 0.16709699538972075 -CDK1 BAX 0.16699234259035536 -IKBKG CALM3 0.1669540357758217 -CDH2 EGFR 0.16693441235320608 -SP1 ZNF774 0.16685272255561565 -CHMP4B ZNF774 0.16664187096621932 -PIK3CB MGA 0.16659030837108682 -MTOR DVL2 0.1665750786238886 -UBQLN2 ZYG11A 0.1665389795804095 -AXIN1 FNIP1 0.1664498704976317 -TCF7L2 MID2 0.16633647824919953 -MST1R HOMER1 0.16628090834222936 -NME1 MID2 0.1662382754311918 -KIF9 ZBBX 0.166098150731079 -CASP3 MYC 0.16599825364860207 -BRAF HEBP2 0.16541077693508327 -SP1 SUB1 0.1654045258292363 -CDK2 ZBTB24 0.16535516244071252 -TACR3 MID2 0.16496906114311008 -RPTOR PTEN 0.16481871012208746 -TRMT44 CS 0.16479762771696438 -MCM5 ATF4 0.1647166489087507 -IKBKG MVK 0.164597169535279 -TP53 KIF9 0.16436938835070275 -TRAF2 RACK1 0.16424008596116116 -BCL2 MMADHC 0.1641216425708061 -CDK1 RACK1 0.16406088107583255 -ATF4 CS 0.16387462792906343 -ADAM17 RACK1 0.16378047153739336 -CCNA2 AKT2 0.16357734638585697 -ATM RAF1 0.16348419215279028 -CASP9 ATP6V0D1 0.16343361807628692 -RPTOR SPAG6 0.1633722075430844 -FLNB PRTFDC1 0.16315103848576376 -TACR3 MSLN 0.1629968624380145 -CDH2 SHB 0.16295652105367053 -TP53 LRRC36 0.16260740378167096 -KIF9 MSLN 0.1625158048548186 -CASP9 BAD 0.16235503261295564 -CDH2 B3GAT2 0.16232376494670653 -UBAP2L PAX5 0.16228423581484092 -NFKB1 CHCHD4 0.1619833015483391 +CASP8 MID2 0.17333971682937252 +ANKRD49 TGFBRAP1 0.17327291748676138 +NFKB1 LIN28A 0.17321413957802734 +CASP3 CLCN3 0.17297347781168965 +MCM5 CALM3 0.17281435296640685 +PTPN7 PIK3CA 0.17250886495732728 +TP53 CXCL17 0.17233359017844363 +CHUK EGR1 0.1723231429618945 +TRAF3 MARCKSL1 0.17203872478228005 +BCL2 MTOR 0.17194394194237164 +BCL2 DUSP6 0.1719303663930942 +CCNA2 TACR3 0.1717094109050503 +CCNB1 SHARPIN 0.1716424301051757 +TRAF6 MYC 0.17137801580814416 +NME1 TMCO4 0.1713704182074292 +AKT2 APC 0.17129562431721945 +ZFP42 RMC1 0.17115462900560627 +AKT1 APC 0.1710410536035996 +RHOC TAX1BP1 0.1709871559652906 +CHEK2 GSK3B 0.17083714026738903 +IDH3B CBX6 0.1707604483408121 +SMAD4 TBC1D10A 0.17055866038394718 +ADAM17 SLC25A38 0.17050341742150563 +ATM PPP1R13B 0.1704973621806036 +BCL2L11 MAP3K14 0.1704640380663255 +MYC DPYSL3 0.17036411621030798 +CCNB2 SASS6 0.1703369897050294 +MTOR PPP1R13B 0.17022010327525736 +HIF1A KLF11 0.1700772685753829 +CHEK1 DVL2 0.16999118585031184 +AKT2 UBQLN2 0.16994174876908885 +MKI67 HEBP2 0.16981012900933756 +RPTOR GDPD5 0.16966412277042864 +BRAF TCTN1 0.16951994762815997 +MARCKSL1 SDSL 0.16949981590102778 +MAPK1 BATF3 0.1693478537786241 +STAT3 FAS 0.16920934537232532 +SRF FOS 0.16888181804716387 +TRAF2 CLCN3 0.16852838525756828 +TCF7L2 SAA4 0.16850008370933317 +HEBP2 ACOT6 0.16845310307101297 +JAG1 PRTFDC1 0.16845005096957336 +ZNF652 LRRC36 0.1684377493682111 +CEACAM19 SHB 0.16837995050400376 +SRF AXIN1 0.16797858674330918 +CLCN3 GUF1 0.16797014444687972 +FOS HOMER1 0.1679218282713064 +GADD45A RMC1 0.16787545139622975 +FOXO3 ADAM17 0.1678448537579075 +CREB1 SDSL 0.1677060547692311 +AKT2 CXCL17 0.1674628198720543 +SRF RPTOR 0.16745764728027884 +CHEK1 DPPA4 0.16743939406475203 +MGAT4B KCNJ8 0.16729156239009516 +CREB1 MGA 0.16722817203521054 +LRP6 CDH2 0.1671994449212376 +MCM2 MAP3K14 0.1670969953897202 +CDK1 BAX 0.16699234259036053 +IKBKG CALM3 0.16695403577582332 +CDH2 EGFR 0.16693441235320863 +SP1 ZNF774 0.1668527225556156 +CHMP4B ZNF774 0.16664187096621602 +MARCKSL1 RMC1 0.16664002310294898 +PIK3CB MGA 0.16659030837108926 +MTOR DVL2 0.16657507862388862 +UBQLN2 ZYG11A 0.16653897958040864 +AXIN1 FNIP1 0.16644987049763096 +TCF7L2 MID2 0.16633647824920111 +MST1R HOMER1 0.1662809083422274 +NME1 MID2 0.16623827543119338 +KIF9 ZBBX 0.16609815073107836 +CASP3 MYC 0.16599825364860596 +BRAF HEBP2 0.1654107769350819 +SP1 SUB1 0.16540452582923282 +CDK2 ZBTB24 0.16535516244071372 +DVL2 NME1 0.16534749764576107 +TACR3 MID2 0.16496906114311322 +RPTOR PTEN 0.1648187101220881 +TRMT44 CS 0.16479762771696535 +MCM5 ATF4 0.16471664890875204 +IKBKG MVK 0.1645971695352794 +EIF2AK3 RPTOR 0.16456636763038957 +TP53 KIF9 0.164369388350709 +TRAF2 RACK1 0.16424008596115738 +BCL2 MMADHC 0.16412164257080736 +CDK1 RACK1 0.1640608810758312 +ATF4 CS 0.16387462792906443 +ADAM17 RACK1 0.16378047153739225 +CCNA2 AKT2 0.16357734638585733 +ATM RAF1 0.16348419215278628 +CASP9 ATP6V0D1 0.16343361807628629 +RPTOR SPAG6 0.16337220754308368 +FLNB PRTFDC1 0.16315103848576057 +TACR3 MSLN 0.16299686243801392 +CDH2 SHB 0.16295652105366826 +TP53 LRRC36 0.16260740378166966 +KIF9 MSLN 0.162515804854818 +CASP9 BAD 0.16235503261295417 +CDH2 B3GAT2 0.1623237649467059 +UBAP2L PAX5 0.16228423581484022 +NFKB1 CHCHD4 0.16198330154834206 EIF2AK3 CHUK 0.16192840485310833 -FNIP1 ARHGEF4 0.16179052263018726 -MAP3K7 IRF9 0.16174751332398712 -SASS6 PAX5 0.16171217165412533 -PTPN7 TACR3 0.1616327266348195 -SMAD4 ARHGEF28 0.16154277339895382 -CHEK1 PTK7 0.16149817892313795 -SP1 UNC13D 0.1613756099416545 -UBQLN2 SLC26A4 0.16137464991114933 -ATP6V0D1 CAB39L 0.16124830627122225 +FNIP1 ARHGEF4 0.1617905226301897 +PIK3CA APC 0.16177574757639904 +SASS6 PAX5 0.16171217165412494 +PTPN7 TACR3 0.16163272663481915 +SMAD4 ARHGEF28 0.16154277339895504 +CHEK1 PTK7 0.16149817892313725 +SP1 UNC13D 0.1613756099416555 +UBQLN2 SLC26A4 0.1613746499111503 +ATP6V0D1 CAB39L 0.16124830627122297 MAPK3 DUSP6 0.1609910022358205 -SLC26A4 DNAJC30 0.1607261909937415 -TCF7L2 SHARPIN 0.16066457297049583 -CHEK2 NOTCH1 0.16065680869666962 -RELB POU5F1 0.16046543585352505 -MCM5 ZBTB24 0.16030293177011995 -GSK3B DPPA4 0.1602927134474134 -CREB1 ATF6 0.16023807741618987 -KRAS TRAF3 0.16007889767672928 -CASP9 ZYG11A 0.15998606991132866 -LRP6 RELB 0.15952096303722924 -HIF1A SRF 0.15947034851619568 -MCM5 IKBKB 0.15944739728349813 -MAPK3 TYK2 0.15931067652068454 -DLL1 RELB 0.1592226256212816 -BCL2 CASP9 0.1591001092109515 -GATA2 GEMIN5 0.15909587107986853 -FAS ZNF774 0.15907028357614428 -CREB1 JAG1 0.15894604238461843 -PPP1R13B TCTN1 0.15868241582011175 -EVPL PPP1R13B 0.15855198256203207 -CDKN1A NME1 0.15853597587294968 -JAK2 STAT1 0.15834053553770336 -NANOG RGL1 0.15825586487357526 -DVL2 GUF1 0.15821654568136703 -BRAF SOX2 0.1581347817716691 -MDM2 HOMER1 0.15809927266304324 -CDK2 NFKB1 0.15805309590828504 -MKI67 RMC1 0.1578994795883574 -CHEK2 MGAT4B 0.15786838660370586 -EIF2AK3 AKT1 0.15782765010073824 -ATR KRAS 0.15781605238133833 -EVPL SLC25A38 0.1577904391865203 -RELB EGR1 0.15767172045653083 -BAX SDSL 0.1575811613570718 -CASP8 POU5F1 0.1575551287679613 -CCNB1 FOXO3 0.1573676772378254 -NOTCH1 RELA 0.15733752493885012 +SLC26A4 DNAJC30 0.16072619099374247 +TCF7L2 SHARPIN 0.16066457297049327 +CHEK2 NOTCH1 0.16065680869667023 +RELB POU5F1 0.16046543585352502 +MCM5 ZBTB24 0.16030293177011987 +GSK3B DPPA4 0.16029271344741164 +CREB1 ATF6 0.16023807741619298 +CASP9 ZYG11A 0.15998606991132663 +LRP6 RELB 0.1595209630372324 +HIF1A SRF 0.15947034851619735 +MCM5 IKBKB 0.15944739728349883 +MAPK3 TYK2 0.15931067652068606 +DLL1 RELB 0.15922262562128037 +BCL2 CASP9 0.15910010921095177 +GATA2 GEMIN5 0.15909587107986922 +FAS ZNF774 0.15907028357614228 +CREB1 JAG1 0.1589460423846178 +PPP1R13B TCTN1 0.15868241582011236 +CDKN1A NME1 0.15853597587295243 +NANOG RGL1 0.15825586487357313 +DVL2 GUF1 0.1582165456813723 +BRAF SOX2 0.1581347817716675 +MDM2 HOMER1 0.1580992726630448 +MKI67 RMC1 0.15806785756836383 +CDK2 NFKB1 0.15805309590828603 +CHEK2 MGAT4B 0.157868386603707 +EIF2AK3 AKT1 0.157827650100739 +RELB EGR1 0.15767172045653388 +BAX SDSL 0.15758116135707087 +CASP8 POU5F1 0.15755512876795816 +CCNB1 FOXO3 0.15736767723782683 +NOTCH1 RELA 0.15733752493885164 CASP9 MAPK3 0.15726200699076717 -IRF9 MMADHC 0.15697371984954206 +IRF9 MMADHC 0.15697371984954267 PNMA8C ANKRD49 0.15689436578418356 MAPK3 EIF2AK3 0.15683927560553368 -GADD45A KCNJ8 0.156819775476363 -ZNF774 RGL1 0.1567716565712602 -STAT3 KIF9 0.15671295177923755 -CCNB1 DUSP6 0.1566415710802681 -KLF11 CD55 0.15623352217288658 -DLL1 STAT1 0.1561414049103405 -B3GAT2 FLNB 0.15556803544776274 -MAP3K7 EGFR 0.15555323006503938 -STAT3 KCNJ8 0.15539216861742547 -CD55 B4GALNT3 0.15528916896519052 -RELA LARGE1 0.15519682554230543 -EGR1 CHCHD4 0.15494001903262744 -ZNF774 CXCL17 0.1548942437948739 -NANOG DNAJC30 0.15475855654959852 -TMCO4 MSLN 0.15470040190598192 -MTOR JAK2 0.154619594958721 -ATF4 ATF6 0.1545228382761939 -IRF1 ANKRD54 0.15448358363946244 -UNC13D MSLN 0.1544585813561492 -CALM3 ITGB5 0.1543876552515347 -BAD KCNJ8 0.15431447644182902 -TACR3 GDPD5 0.15385970755896197 -SRF RPTOR 0.15356109406089366 -MKI67 STAU1 0.15353371928093051 -EIF2AK3 TCEA3 0.1533419182149759 -TCEA3 TCTN1 0.1531267541937975 -PRDM14 CHMP4B 0.15312108377455316 -STAT3 ITGB5 0.15307862501896166 -RELB GUF1 0.15300569821108995 -STAT3 TAX1BP1 0.1526833640187743 -IRF9 ZBBX 0.1524665002346474 -EIF2AK3 RPTOR 0.15218868608333141 -KRAS NFKB1 0.1518400229875218 -CHEK1 GDPD5 0.1517188665129397 -CDK2 MGA 0.15157559516117558 -CDK1 MSLN 0.15149743469091373 -ADAM17 RFX8 0.1514164819749267 -GSK3B NME8 0.15122915533313855 -MCM5 ZBBX 0.15115204687637251 -MDM2 MST1R 0.15095590712004262 -PTPN7 CAB39L 0.15094290838599952 -CHMP4B PPP1R13B 0.15088820900291683 -RELA NME8 0.15081115764159453 -EGR1 LANCL2 0.15060107595369035 -JMJD6 RHOC 0.15057248100113893 -KRAS MST1R 0.15038963750601494 -TCF7L2 ATF6 0.1501765846237322 -JUN FNDC7 0.15008881151954842 -NOTCH1 RYR1 0.1500544115981235 -EVPL UNC13D 0.1499394930295923 -PIK3CB UNC13D 0.1497790208652889 -CDK2 TRMT44 0.1497356193002866 -RPTOR GDPD5 0.14961626028846786 -AKT1 MSLN 0.14950024046611243 -POU5F1 ANKRD49 0.14912358970509376 -GADD45A RMC1 0.149120597094932 -ATM MST1R 0.14911484109374817 -CHEK1 MAPK3 0.14907315430198942 -TP53 ZNF687 0.14893015797846118 -MARCKSL1 RMC1 0.14892949708580236 -SP1 MID2 0.14874117261677902 -ATM BAX 0.14855312668467435 -MAP3K7 ZFP42 0.148457494479143 -DUSP6 SASS6 0.14845259999381705 -TRMT44 LARGE1 0.14832602615242627 -EIF2AK3 STAT1 0.14828705765164332 -ACTB JUN 0.14828271527369097 -TCF7L2 CDH1 0.14802270120048158 -DUSP6 CDH1 0.1479477243224346 +GADD45A KCNJ8 0.15681977547636008 +ZNF774 RGL1 0.15677165657125688 +STAT3 KIF9 0.1567129517792392 +CCNB1 DUSP6 0.1566415710802688 +KLF11 CD55 0.15623352217288217 +DLL1 STAT1 0.1561414049103393 +B3GAT2 FLNB 0.1555680354477618 +MAP3K7 EGFR 0.15555323006504063 +STAT3 KCNJ8 0.15539216861742416 +KRAS DNAJC30 0.15530582683927574 +CD55 B4GALNT3 0.15528916896518682 +RELA LARGE1 0.155196825542304 +EGR1 CHCHD4 0.1549400190326269 +ZNF774 CXCL17 0.15489424379487385 +NANOG DNAJC30 0.15475855654959952 +TMCO4 MSLN 0.15470040190598133 +ATF4 ATF6 0.15452283827619523 +IRF1 ANKRD54 0.15448358363946305 +UNC13D MSLN 0.15445858135615007 +CALM3 ITGB5 0.15438765525153691 +BAD KCNJ8 0.15431447644182641 +APC FOS 0.1542489863734661 +TACR3 GDPD5 0.15385970755896297 +MKI67 STAU1 0.15353371928092796 +EIF2AK3 TCEA3 0.15334191821497653 +TCEA3 TCTN1 0.15312675419379815 +PRDM14 CHMP4B 0.15312108377455175 +STAT3 ITGB5 0.15307862501896247 +RELB GUF1 0.15300569821109142 +STAT3 TAX1BP1 0.1526833640187734 +RPTOR TMX3 0.15262269242971147 +IRF9 ZBBX 0.15246650023464584 +KRAS NFKB1 0.15184002298752314 +CHEK1 GDPD5 0.15171886651293828 +CDK2 MGA 0.15157559516117655 +CDK1 MSLN 0.15149743469091315 +ADAM17 RFX8 0.15141648197492577 +GSK3B NME8 0.15122915533313952 +MCM5 ZBBX 0.15115204687637157 +MDM2 MST1R 0.15095590712004062 +PTPN7 CAB39L 0.15094290838599916 +MCM2 APC 0.15092108687291855 +CHMP4B PPP1R13B 0.15088820900291613 +RELA NME8 0.15081115764159547 +EGR1 LANCL2 0.1506010759536903 +JMJD6 RHOC 0.15057248100113688 +KRAS MST1R 0.15038963750601295 +TCF7L2 ATF6 0.15017658462373365 +JUN FNDC7 0.15008881151955047 +NOTCH1 RYR1 0.15005441159812655 +EVPL UNC13D 0.14993949302959328 +PIK3CB UNC13D 0.14977902086528988 +CDK2 TRMT44 0.14973561930028872 +AKT1 MSLN 0.14950024046611185 +POU5F1 ANKRD49 0.14912358970509643 +ATM MST1R 0.14911484109374504 +CHEK1 MAPK3 0.1490731543019917 +TP53 ZNF687 0.1489301579784628 +JAK2 SOX2 0.14877427284326228 +SP1 MID2 0.14874117261678058 +ATM BAX 0.14855312668467438 +MAP3K7 ZFP42 0.14845749447914067 +DUSP6 SASS6 0.14845259999381993 +TRMT44 LARGE1 0.14832602615242482 +EIF2AK3 STAT1 0.14828705765164568 +ACTB JUN 0.1482827152736897 +TCF7L2 CDH1 0.14802270120048155 +DUSP6 CDH1 0.14794772432243325 +MAP3K7 JUN 0.1476881256231268 MDM2 ADAM17 0.14748186384878362 -NANOG NR1I2 0.14744043175773633 -CHEK1 ATR 0.14739386938288582 -JAG1 FOS 0.14732346390303117 -MAP3K2 NME1 0.14724409374512637 -BAX CHCHD4 0.14719238353350747 -HSP90AB1 MGA 0.14707411478463542 -MTOR SPAG6 0.14700878612001217 -CASP8 MAPK1 0.14691033202142792 -REL CD55 0.1469041506775302 -CCNB2 MAPK3 0.14663634878591061 -SRF SGCB 0.14653973134044665 -STAT1 PPP1R13B 0.14640044983759395 +NANOG NR1I2 0.14744043175773375 +CHEK1 ATR 0.14739386938287896 +JAG1 FOS 0.1473234639030288 +MAP3K2 NME1 0.14724409374512776 +BAX CHCHD4 0.14719238353350522 +HSP90AB1 MGA 0.14707411478463636 +MTOR SPAG6 0.14700878612001142 +CASP8 MAPK1 0.14691033202142542 +REL CD55 0.14690415067752874 +CCNB2 MAPK3 0.14663634878591214 +SRF SGCB 0.14653973134044745 +STAT1 PPP1R13B 0.14640044983759748 JAG1 CD55 0.14633503603335613 -HEBP2 RFX8 0.14577604736393837 -CDC20 AXIN1 0.1456545706327668 -BRAF SPAG6 0.14561632044883846 -DUSP6 B4GALNT3 0.14558639753969607 -NANOG ZNF687 0.14551335877706753 -DVL2 NME1 0.14533574654593537 -DVL2 POU5F1 0.14513251412479256 -MDM2 ZYG11A 0.14491531431085578 -CHEK1 HEBP2 0.14491331163565194 -ATP6V0D1 B4GALNT3 0.14482990500600812 -CDC20 MID2 0.1446405388608914 -BRAF CAB39L 0.14455142452195724 -DPPA4 ITGB5 0.14454299087962924 -SDSL SHB 0.14445571673020466 -ATF6 EN1 0.14443533959131252 -CASP3 B4GALNT3 0.14408987086038022 -CDK2 ZYG11A 0.14360835509496409 -DUSP6 TRAF2 0.14355681887797775 -BAX TYK2 0.14345300320315177 -TCF7L2 KLF11 0.14329684873851098 -IKBKG VIM 0.14296478046125907 -PIK3CB SP1 0.14282830992519605 -NFKBIA CHUK 0.14222012927401223 -PIK3CB HEBP2 0.1422119223333695 -PRDM14 VIM 0.14196804508659341 -B4GALNT3 MDH2 0.14182298601250298 -IRF9 GUF1 0.1418008591511067 -MDH2 MID2 0.1415902603705847 -EGFR HOMER1 0.14153259284781639 +HEBP2 RFX8 0.14577604736393746 +CDC20 AXIN1 0.145654570632769 +BRAF SPAG6 0.14561632044883702 +DUSP6 B4GALNT3 0.1455863975396967 +NANOG ZNF687 0.14551335877706603 +MDM2 ZYG11A 0.14491531431085455 +CHEK1 HEBP2 0.14491331163565124 +ATP6V0D1 B4GALNT3 0.14482990500600887 +CDC20 MID2 0.14464053886089298 +BRAF CAB39L 0.14455142452195643 +DPPA4 ITGB5 0.14454299087963005 +SDSL SHB 0.14445571673020377 +ATF6 EN1 0.14443533959131222 +CASP3 B4GALNT3 0.14408987086038197 +APC PRDM14 0.14398754343147394 +CDK2 ZYG11A 0.14360835509496286 +ACTB EVPL 0.14360230446030536 +DUSP6 TRAF2 0.14355681887797364 +BAX TYK2 0.14345300320315396 +TCF7L2 KLF11 0.1432968487385134 +IKBKG VIM 0.14296478046125755 +PIK3CB SP1 0.14282830992520146 +CDK2 EVPL 0.14224901690992525 +NFKBIA CHUK 0.14222012927401065 +PIK3CB HEBP2 0.14221192233337274 +PRDM14 VIM 0.14196804508659186 +JAK2 ZFP42 0.14183182747127354 +B4GALNT3 MDH2 0.14182298601250085 +IRF9 GUF1 0.14180085915110974 +MDH2 MID2 0.14159026037058753 +EGFR HOMER1 0.1415325928478176 +LRP6 EVPL 0.1415138376108548 ADAM17 TACR3 0.14142676277148652 -CHUK MST1R 0.14128085373203778 -NFKB1 CALM3 0.14102036940850182 -DPPA4 SMAD4 0.1410076845161393 -CDC20 MCM5 0.14100337071331637 -CCNB1 SLC26A4 0.14074935154741042 -MKI67 JMJD6 0.14065164053392015 -CASP3 MARCKSL1 0.14046702422642024 -TRAF2 SUB1 0.14039672205829168 -NANOG CD200R1L 0.14038258927122263 -AKT1 STAT1 0.14037964044871531 -NANOG FAS 0.14016572202524 -CHEK1 TMCO4 0.14001703759225592 -REL CALM3 0.13997159019035343 -TACR3 SAA4 0.13975694437559597 -MAP3K2 PTPN7 0.1397547470158301 -PIK3CA APC 0.13949015625573224 -SPATS1 TGFBRAP1 0.13928719551415103 -MAP3K7 SDSL 0.13923853195947755 -GSK3B EGR1 0.13918393546645966 -LIN28A CS 0.13902702628663877 -PTK7 CHCHD4 0.13897312687018157 -TMX3 TMCO4 0.13887467751716157 -CDK1 ZBTB24 0.13864227320777384 -NFKBIA MYC 0.1385863399292735 -POU5F1 ACY3 0.13855808807260536 -JMJD6 SHARPIN 0.13846249359019497 -CTNNB1 SDSL 0.13836878042780446 -BAX MAP3K2 0.13836537019408693 -LRP6 IKBKB 0.1378774386044887 -NOTCH1 GDPD5 0.1377997663273589 +CHUK MST1R 0.14128085373203694 +NFKB1 CALM3 0.1410203694085035 +DPPA4 SMAD4 0.14100768451614087 +CDC20 MCM5 0.14100337071331592 +APC DVL2 0.14092572924593186 +CCNB1 SLC26A4 0.1407493515474114 +MKI67 JMJD6 0.1406516405339189 +CASP3 MARCKSL1 0.14046702422642127 +TRAF2 SUB1 0.14039672205829287 +NANOG CD200R1L 0.1403825892712232 +AKT1 STAT1 0.14037964044871815 +NANOG FAS 0.1401657220252391 +CHEK1 TMCO4 0.140017037592256 +REL CALM3 0.13997159019035585 +TACR3 SAA4 0.1397569443755957 +MAP3K2 PTPN7 0.13975474701582974 +SPATS1 TGFBRAP1 0.13928719551415097 +MAP3K7 SDSL 0.13923853195947816 +GSK3B EGR1 0.13918393546645963 +LIN28A CS 0.13902702628663977 +PTK7 CHCHD4 0.13897312687018076 +TMX3 TMCO4 0.1388746775171616 +CDK1 ZBTB24 0.13864227320777123 +NFKBIA MYC 0.13858633992927205 +POU5F1 ACY3 0.13855808807260434 +JMJD6 SHARPIN 0.1384624935901951 +CTNNB1 SDSL 0.13836878042780354 +BAX MAP3K2 0.13836537019408834 +CHEK2 JAK2 0.13800879921894027 +LRP6 IKBKB 0.13787743860448798 +NOTCH1 GDPD5 0.13779976632735966 MDM2 PNMA8C 0.13764882594743633 HIF1A MDH2 0.13747844591812317 -CDK2 SP1 0.1374601040450041 -DVL2 SASS6 0.13734637039393466 -CCNB1 LANCL2 0.13722785585049782 -SMAD4 ZNF774 0.13692470725302505 -ADAM17 CAB39L 0.1367270704203826 -TCF7L2 ITGB5 0.13657638782821874 -ZFP42 TAX1BP1 0.1365501301425881 -ERBB2 PRTFDC1 0.13652093855058586 -CHEK1 CD55 0.13640323456552833 -CASP3 CDH1 0.13634492362002953 -CASP3 ATF4 0.1363291253490037 -EIF2AK3 MVK 0.13623985801723287 -NFKBIA ANKRD54 0.1362143180315659 -TCF7L2 ATF4 0.1360300483106554 -IKBKB SDSL 0.13587742699615496 -HIF1A HES1 0.13582310266745942 -TCEA3 ANKRD54 0.13573376488342756 -ZBBX STAU1 0.13559509859692045 +CDK2 SP1 0.13746010404500336 +DVL2 SASS6 0.1373463703939369 +CCNB1 LANCL2 0.13722785585049724 +SMAD4 ZNF774 0.1369247072530247 +ADAM17 CAB39L 0.13672707042038174 +CTNNB1 POU5F1 0.1366832645063424 +TCF7L2 ITGB5 0.1365763878282188 +ZFP42 TAX1BP1 0.13655013014258618 +ERBB2 PRTFDC1 0.13652093855058653 +CHEK1 CD55 0.13640323456552678 +CASP3 CDH1 0.1363449236200306 +CASP3 ATF4 0.1363291253490076 +EIF2AK3 MVK 0.13623985801722882 +NFKBIA ANKRD54 0.13621431803156653 +TCF7L2 ATF4 0.1360300483106567 +IKBKB SDSL 0.13587742699615404 +HIF1A HES1 0.13582310266746056 +TCEA3 ANKRD54 0.1357337648834282 +ZBBX STAU1 0.1355950985969195 JAG1 SDSL 0.13549417648387105 -GADD45A EIF2AK3 0.13540991550781398 -MGA TMCO4 0.13511473264690993 -PRDM14 UNC13D 0.13467533020822578 -HES1 PAX5 0.13466882776983183 -CASP8 BRAF 0.1345569124868993 -APC PRDM14 0.13455485586418217 -ACTB ATF6 0.13449520177647745 -CASP3 VIM 0.13445030176635375 -BRAF SLC25A38 0.13410085554318138 -CREB1 FNIP1 0.1337158261317999 -ZFP42 MARCKSL1 0.13358810133639323 -B4GALNT3 CS 0.13341547689218727 -CDC20 B3GAT2 0.13335681242108557 -MGA MID2 0.13319649023054578 -MKI67 IRF9 0.13288296701688165 -NFKBIA CXCL17 0.13258806620555205 -RPTOR CD55 0.13258288988715503 -TRAF3 RELB 0.13237199140809575 -ATR PTK7 0.13228747545936248 -RPTOR TMX3 0.13220815265618652 -ACTB CHMP4B 0.13217966138243278 -SRF TRAF3 0.13200263359796524 -APC FOS 0.13176172036554512 -SMAD4 ATP6V0D1 0.13170806862227802 -BCL2L11 CTNNB1 0.13115090545058175 -EIF2AK3 ZBBX 0.13100326662402403 -KRAS DNAJC30 0.13099400347770462 -FOXO3 SUB1 0.13090881917048372 -ATR ANKRD54 0.1307299890716159 -AXIN1 SOX2 0.13070533693053513 -IRF9 LANCL2 0.1303716677841274 -FAS RHOC 0.13035815729294603 -GADD45A NME8 0.13020139370956263 -FNIP1 ZNF687 0.1301273449718582 -CCNB1 AKT1 0.1301090307286399 -PIK3CA EN1 0.13010285467425062 -CASP9 EN1 0.12994763861158595 -DLL1 PPP1R13B 0.12985389501851557 -CCNA2 FNIP1 0.12980295507540662 -UNC13D SUB1 0.12974624547158076 -ACY3 CLCN3 0.1297034341359569 -MTOR REL 0.12962213509501042 -CHEK1 BAX 0.1294905278941977 -REL CHMP4B 0.12942224922867343 -RELB NR1I2 0.12928800103682855 -MCM2 IRF9 0.12921855465279516 -JAK2 SOX2 0.12914965880286103 -SDSL GUF1 0.12898722344061317 -BCL2 SGCB 0.12886040624256365 -KCNJ8 RYR1 0.12884997552360966 -AKT2 KLF4 0.12877984856433447 -SP1 NME1 0.1287449194424319 -CASP8 CAB39L 0.12868407103338056 -CDC20 SOCS3 0.12839394015397904 -MCM2 APC 0.12834465195516934 -MDM2 AKT1 0.12799986362979734 -HIF1A AXIN1 0.12764732786675237 -AKT1 SAA4 0.1272174988077886 -TRMT44 PPP1R13B 0.12696955644346794 -KIF9 RHOC 0.12694991206975828 -RMC1 NME8 0.12694771742931313 -SNX25 TACR3 0.12691680882632483 -TYK2 SAA4 0.12680625555618635 -TCF7L2 CHCHD4 0.12662284389734896 -JUN FLNB 0.12662137778527127 -AXIN1 DVL2 0.12623450514813317 -SPATS1 PRTFDC1 0.12597848069886716 -GUF1 SUB1 0.12594746527179337 -RACK1 SUB1 0.1258466540421184 -REL IKBKB 0.1257174863192805 -GSK3B TRAF6 0.12551179592385145 -SRF TBC1D10A 0.1254543955110489 -CASP8 TRAF3 0.12539677406766114 -MAP3K7 JUN 0.12523355887236304 -CHUK TCEA3 0.1251561414457467 -RELB LRRC36 0.12501649477686902 -CALM3 CHCHD4 0.12490994440627809 -ZBBX MDH2 0.12489840118787959 -CHUK ZNF652 0.1247757791587623 -DPPA4 ARHGEF4 0.1247612168744685 -ACTB EVPL 0.12463001806076665 -BCL2L11 HEBP2 0.12459169191965537 -SPATS1 SASS6 0.12455171601272085 -TYK2 SPATS1 0.12453649550599177 -FOS TGFBRAP1 0.12447363938060074 -SRF SNX25 0.12442039981032176 -AXIN1 EGR1 0.12441300052954017 -SRF CEACAM19 0.12435286916545149 -CHEK1 CASP8 0.12432251328835994 -MARCKSL1 ATP6V0D1 0.12413594475837408 -MMADHC HSP90AB1 0.12376800413001968 -IDH3B LRRC36 0.12375341254739665 -TP53 RELB 0.1235099353659212 -CDC20 KLF11 0.1233168130050897 -BCL2L11 MDH2 0.12329541349523095 -CDK2 EVPL 0.1232605565946695 -TRAF2 B4GALNT3 0.12312927256178059 -SOCS3 IKBKB 0.12295756979331605 -MARCKSL1 LRRC36 0.12293419249881671 -MAP3K7 PTPN7 0.12289588931052677 -PIK3CB IKBKB 0.12288020514450954 -CASP9 LRP6 0.1227835223503071 -LRP6 EVPL 0.12251659074612185 -MCM5 KLF4 0.12241578829014142 -PRDM14 SUB1 0.12237905718879363 -REL SDSL 0.12230020367428805 -MKI67 ANKRD49 0.1222803295302629 -JAK2 ZFP42 0.1221876197704311 -LRP6 MGA 0.12200045386319157 -HIF1A DPYSL3 0.1219612226595519 -BCL2L11 RYR1 0.1218917244549566 -SP1 ANKRD49 0.12184302769309628 -ATF6 IDH3B 0.12179998113140185 -MGAT4B CHCHD4 0.12176835333699014 -CREB1 CDH2 0.12168634133680065 -FNDC7 HSP90AB1 0.12167847083895757 -GADD45A TAX1BP1 0.12163138832940408 -CHCHD4 GDPD5 0.12158622574638395 -MCM5 ATP6V0D1 0.12139454629737832 -NANOG KLF11 0.12112799474531512 -TCF7L2 DLL1 0.12110215153691696 -RBPJ KCNJ8 0.12104326306447685 -JMJD6 RMC1 0.12103642739679342 -CCNB1 GATA2 0.12093866851322378 -CREB1 FNDC7 0.1208691432505201 -MAP3K2 TMCO4 0.12086838579242967 -GADD45A STAT1 0.12052894324527436 -STAT1 LARGE1 0.12024146683711505 -STAT1 SDSL 0.12010997300221316 -CCNA2 CCNB2 0.12010685217303865 -MST1R RHOC 0.12004736159650953 -PCNA GATA2 0.11992551074215772 -ATF6 CHMP4B 0.11980850706788682 -SLC25A38 CHCHD4 0.11976422940888543 -MDM2 BAD 0.11974076506801691 -SOCS3 MDH2 0.11971204696361773 -ADAM17 MST1R 0.11963153199920419 -CASP9 CHCHD4 0.11944990253449145 -RELB NANOG 0.11935663484049594 -IRF1 POU5F1 0.11931817822814798 +GADD45A EIF2AK3 0.13540991550781062 +MGA TMCO4 0.1351147326469109 +PRDM14 UNC13D 0.13467533020822675 +HES1 PAX5 0.13466882776983144 +CASP8 BRAF 0.13455691248689802 +ACTB ATF6 0.1344952017764762 +CASP3 VIM 0.1344503017663522 +BRAF SLC25A38 0.13410085554318177 +JMJD6 RMC1 0.1339575899491753 +CREB1 FNIP1 0.1337158261317995 +ZFP42 MARCKSL1 0.13358810133639484 +CCNA2 EVPL 0.13346021174359357 +B4GALNT3 CS 0.13341547689218825 +CDC20 B3GAT2 0.13335681242108496 +MGA MID2 0.133196490230549 +MKI67 IRF9 0.13288296701688102 +RPTOR CD55 0.13281330366537364 +NFKBIA CXCL17 0.132588066205552 +TRAF3 RELB 0.13237199140809866 +ATR PTK7 0.13228747545936181 +ACTB CHMP4B 0.13217966138243153 +SRF TRAF3 0.13200263359796208 +SMAD4 ATP6V0D1 0.13170806862227644 +FNIP1 RMC1 0.13167846491204657 +BCL2L11 CTNNB1 0.1311509054505825 +EIF2AK3 ZBBX 0.13100326662402312 +FOXO3 SUB1 0.13090881917048652 +ATR ANKRD54 0.13072998907161526 +AXIN1 SOX2 0.1307053369305366 +IRF9 LANCL2 0.13037166778412757 +FAS RHOC 0.13035815729294545 +GADD45A NME8 0.13020139370956355 +FNIP1 ZNF687 0.1301273449718567 +CCNB1 AKT1 0.13010903072864063 +PIK3CA EN1 0.1301028546742503 +CASP9 EN1 0.12994763861158565 +DLL1 PPP1R13B 0.12985389501851438 +CCNA2 FNIP1 0.1298029550754043 +UNC13D SUB1 0.1297462454715817 +ACY3 CLCN3 0.1297034341359562 +MTOR REL 0.12962213509500964 +CHEK1 BAX 0.1294905278941963 +REL CHMP4B 0.12942224922867443 +RELB NR1I2 0.1292880010368298 +MCM2 IRF9 0.12921855465279586 +SDSL GUF1 0.12898722344061225 +BCL2 SGCB 0.12886040624256392 +KCNJ8 RYR1 0.12884997552360902 +AKT2 KLF4 0.12877984856433558 +SP1 NME1 0.12874491944243113 +KRAS BATF3 0.12871512530435789 +CASP8 CAB39L 0.1286840710333813 +CDC20 SOCS3 0.1283939401539818 +APC DPYSL3 0.12829981459580722 +MDM2 AKT1 0.1279998636297988 +EVPL STAU1 0.12799227791050818 +HIF1A AXIN1 0.1276473278667538 +AKT1 SAA4 0.12721749880778832 +TRMT44 PPP1R13B 0.1269695564434696 +KIF9 RHOC 0.12694991206976428 +RMC1 NME8 0.12694771742931407 +SNX25 TACR3 0.12691680882632558 +TYK2 SAA4 0.12680625555618608 +TCF7L2 CHCHD4 0.12662284389734743 +JUN FLNB 0.1266213777852701 +DUSP6 APC 0.12636665737534256 +AXIN1 DVL2 0.1262345051481339 +SPATS1 PRTFDC1 0.12597848069886713 +GUF1 SUB1 0.12594746527179485 +RACK1 SUB1 0.125846654042117 +REL IKBKB 0.12571748631928265 +GSK3B TRAF6 0.12551179592385217 +SRF TBC1D10A 0.12545439551104837 +CASP8 TRAF3 0.12539677406766175 +CHUK TCEA3 0.12515614144574735 +RELB LRRC36 0.12501649477686771 +CALM3 CHCHD4 0.12490994440627777 +ZBBX MDH2 0.12489840118787804 +CHUK ZNF652 0.12477577915876215 +DPPA4 ARHGEF4 0.12476121687446885 +BCL2L11 HEBP2 0.12459169191965393 +SPATS1 SASS6 0.1245517160127208 +TYK2 SPATS1 0.12453649550599173 +FOS TGFBRAP1 0.12447363938060141 +SRF SNX25 0.12442039981032295 +AXIN1 EGR1 0.1244130005295403 +SRF CEACAM19 0.12435286916545245 +CHEK1 CASP8 0.12432251328836043 +MARCKSL1 ATP6V0D1 0.12413594475837324 +MMADHC HSP90AB1 0.1237680041300177 +IDH3B LRRC36 0.12375341254739537 +MCM2 MAP3K7 0.12354995844519992 +TP53 RELB 0.12350993536592401 +CDC20 KLF11 0.12331681300508916 +BCL2L11 MDH2 0.12329541349523025 +TRAF2 B4GALNT3 0.12312927256178102 +SOCS3 IKBKB 0.12295756979331603 +MARCKSL1 LRRC36 0.12293419249881542 +MAP3K7 PTPN7 0.12289588931052639 +PIK3CB IKBKB 0.12288020514451274 +CASP9 LRP6 0.12278352235030711 +EVPL RACK1 0.12254553057859272 +RPTOR TRMT44 0.12254057617012812 +MCM5 KLF4 0.12241578829014202 +PRDM14 SUB1 0.1223790571887944 +REL SDSL 0.12230020367428775 +MKI67 ANKRD49 0.12228032953026288 +LRP6 MGA 0.12200045386319253 +HIF1A DPYSL3 0.12196122265955418 +BCL2L11 RYR1 0.12189172445495736 +SP1 ANKRD49 0.12184302769309269 +ATF6 IDH3B 0.12179998113140326 +MGAT4B CHCHD4 0.12176835333698977 +CREB1 CDH2 0.12168634133680066 +FNDC7 HSP90AB1 0.12167847083895894 +GADD45A TAX1BP1 0.12163138832940412 +CHCHD4 GDPD5 0.12158622574638317 +MCM5 ATP6V0D1 0.12139454629737831 +NANOG KLF11 0.12112799474531759 +TCF7L2 DLL1 0.12110215153691574 +RBPJ KCNJ8 0.12104326306447555 +CCNB1 GATA2 0.1209386685132238 +CREB1 FNDC7 0.12086914325052114 +MAP3K2 TMCO4 0.120868385792429 +GADD45A STAT1 0.12052894324528021 +STAT1 LARGE1 0.12024146683711215 +STAT1 SDSL 0.12010997300221224 +CCNA2 CCNB2 0.12010685217303697 +MST1R RHOC 0.12004736159650753 +PCNA GATA2 0.11992551074215774 +ATF6 CHMP4B 0.11980850706788601 +SLC25A38 CHCHD4 0.11976422940888642 +MDM2 BAD 0.11974076506801692 +SOCS3 MDH2 0.11971204696361704 +ADAM17 MST1R 0.11963153199920365 +CASP9 CHCHD4 0.1194499025344934 +RELB NANOG 0.11935663484049448 +IRF1 POU5F1 0.11931817822814766 BAX MAPK1 0.11930133991886284 -CASP3 ZBTB24 0.11923765156348175 -CDK1 DLL1 0.11920074329660847 -CDC20 PTK7 0.11891168183506819 -DPPA4 SPAG6 0.11883974501662001 -NANOG GDPD5 0.11864224881169746 -JAG1 DNAJC30 0.11858000310266918 -MAPK3 ZNF774 0.11854106579261744 +CASP3 ZBTB24 0.11923765156348494 +CDK1 DLL1 0.11920074329660872 +CDC20 PTK7 0.11891168183506763 +DPPA4 SPAG6 0.11883974501661929 +NANOG GDPD5 0.11864224881169672 +JAG1 DNAJC30 0.11858000310267099 +MAPK3 ZNF774 0.1185410657926174 MAPK3 MAP3K7 0.1185271846286405 -CHEK2 JAK2 0.11822933798918683 -CDC20 PIK3CB 0.11789820460785211 -ADAM17 TYK2 0.11751633157953287 -B4GALNT3 TAX1BP1 0.11713399191515068 -PIK3CB DNAJC30 0.11707439448971649 -BCL2L11 KLF4 0.11697666851748764 -CHMP4B SDSL 0.1169429386269824 -GUF1 PTK7 0.11670969229351835 -IRF9 MST1R 0.11669500147571248 -BAX RFX8 0.1165723235559092 -LRP6 SLC26A4 0.11641103988801578 -EGR1 MID2 0.11639454774958237 -STAT3 TCEA3 0.11634489606755681 -TRAF6 PRDM14 0.11615874873891653 -PIK3CB PPP1R13B 0.11593492482970037 -IRF1 KLF11 0.1159303285095319 -NFKB1 GDPD5 0.11591459044824808 -CDC20 IDH3B 0.11583877430675198 -DVL2 SUB1 0.11581662182823532 -KLF11 SDSL 0.1157126824756754 -TCF7L2 NFKBIA 0.11570985110767842 -RPTOR TRMT44 0.11568968308893054 -MAPK3 LIN28A 0.11565883821834666 -DUSP6 STAU1 0.11560688165687587 -CHUK UNC13D 0.1152059057445289 -HES1 MARCKSL1 0.11519702946116372 -ADAM17 KLF4 0.11516700935753392 -CCNB2 PNMA8C 0.11508207144421094 -ARHGEF28 HOMER1 0.11507634012587203 -PTEN LIN28A 0.11502466364518085 -RAF1 PIK3CA 0.11484302238097994 -ZNF774 PAX5 0.11457000624643697 -POU5F1 ANKRD54 0.11436856737443633 -CCNA2 EVPL 0.11436671137683346 -NFKBIA NR1I2 0.11435404413667839 -CDK2 ZFP42 0.11425207819293218 -CALM3 SLC25A38 0.1139229498657305 -DVL2 PTK7 0.11375838182558569 -NFKBIA TAX1BP1 0.11366808665095812 -PTEN TBC1D10A 0.11358944712858648 -AXIN1 DNAJC30 0.11351053674982439 -CDK2 HOMER1 0.11335321642201147 -CDK1 CHEK1 0.11319450525997737 -PCNA GSK3B 0.11318705340523039 +CDC20 PIK3CB 0.11789820460785536 +ADAM17 TYK2 0.11751633157952986 +B4GALNT3 TAX1BP1 0.11713399191515073 +PIK3CB DNAJC30 0.11707439448971972 +BCL2L11 KLF4 0.1169766685174884 +CHMP4B SDSL 0.11694293862698302 +GUF1 PTK7 0.11670969229351984 +IRF9 MST1R 0.1166950014757096 +JAK2 MMADHC 0.11663924527679631 +KRAS CTNNB1 0.11659259890624582 +BAX RFX8 0.11657232355590827 +LRP6 SLC26A4 0.11641103988801643 +EGR1 MID2 0.1163945477495855 +STAT3 TCEA3 0.11634489606755745 +TRAF6 PRDM14 0.1161587487389144 +PIK3CB PPP1R13B 0.11593492482970125 +IRF1 KLF11 0.11593032850953315 +NFKB1 GDPD5 0.11591459044825039 +CDC20 IDH3B 0.11583877430675102 +DVL2 SUB1 0.11581662182823683 +KLF11 SDSL 0.11571268247567601 +TCF7L2 NFKBIA 0.11570985110768063 +MAPK3 LIN28A 0.11565883821834703 +DUSP6 STAU1 0.11560688165687517 +CHUK UNC13D 0.11520590574452987 +HES1 MARCKSL1 0.1151970294611584 +ADAM17 KLF4 0.11516700935753317 +CCNB2 PNMA8C 0.11508207144421095 +ARHGEF28 HOMER1 0.11507634012587326 +PTEN LIN28A 0.1150246636451848 +RAF1 PIK3CA 0.11484302238097992 +ZNF774 PAX5 0.11457000624643661 +POU5F1 ANKRD54 0.11436856737443697 +NFKBIA NR1I2 0.11435404413667773 +CDK2 ZFP42 0.11425207819293379 +CALM3 SLC25A38 0.11392294986572861 +DVL2 PTK7 0.11375838182558566 +NFKBIA TAX1BP1 0.11366808665095669 +PTEN TBC1D10A 0.11358944712858715 +AXIN1 DNAJC30 0.11351053674982658 +LRP6 RMC1 0.11340711578896902 +CDK2 HOMER1 0.11335321642201224 +CDK1 CHEK1 0.11319450525997812 +PCNA GSK3B 0.11318705340522847 CDC20 CASP8 0.11316102306539319 -TACR3 SHARPIN 0.11310504343623677 -RELA FLNB 0.11299539814783677 -TP53 MST1R 0.11286733000662057 -ACTB KCNJ8 0.11275011307518777 -DLL1 MSLN 0.11270746385054886 -TP53 TMX3 0.11270288316108558 -CHEK2 ANKRD49 0.11228995572593703 -TP53 HIF1A 0.11224402731503699 -FNIP1 RMC1 0.11219432269621922 -GADD45A ZNF774 0.11198657001172015 -CCNB2 FOS 0.11181083876151669 -SMAD4 MID2 0.1117631164857187 -EIF2AK3 ANKRD49 0.1117450693116281 -CDKN1A CBX6 0.11168074579754375 +TACR3 SHARPIN 0.11310504343623248 +RELA FLNB 0.11299539814783832 +TP53 MST1R 0.11286733000661857 +ACTB KCNJ8 0.1127501130751871 +DLL1 MSLN 0.11270746385054826 +TP53 TMX3 0.11270288316108772 +CHEK2 ANKRD49 0.11228995572593631 +TP53 HIF1A 0.11224402731503955 +GADD45A ZNF774 0.11198657001171783 +CCNB2 FOS 0.11181083876151673 +SMAD4 MID2 0.11176311648572027 +EIF2AK3 ANKRD49 0.11174506931162441 +CDKN1A CBX6 0.11168074579754406 EGR1 CEACAM19 0.11156797819984643 -MAPK3 PAX5 0.11149748144720636 -SHARPIN TCTN1 0.11140222627319635 -UBAP2L SDSL 0.11139107016811299 -CHEK1 JUN 0.11134837834750198 -NANOG KCNJ8 0.11106463382910331 -BCL2 NME1 0.11100413452653164 -JAG1 ITGB5 0.11090138614095611 -DUSP6 APC 0.11081555584649987 -CREB1 ACTB 0.11060657362541497 -FAS HSP90AB1 0.11001146307997034 -GATA2 TCTN1 0.10997277831893112 -RPTOR MST1R 0.1098700644488421 -BCL2 TAX1BP1 0.10971153688621436 -SHARPIN CBX6 0.10970714218077844 -RACK1 KLF11 0.10970324900083014 -BATF3 GUF1 0.10947725894908436 -IDH3B SUB1 0.10934550255064991 -CDKN1A SMAD4 0.10928560099506834 -PRDM14 RYR1 0.10893805773023117 -GADD45A KLF4 0.10885447836356665 -EVPL STAU1 0.10883342713028686 -ADAM17 MYC 0.10882395242198094 -ARHGEF28 TMCO4 0.10871927998307031 -MTOR GUF1 0.10869724639019664 -STAT1 MGA 0.10868768103662822 +MAPK3 PAX5 0.11149748144720599 +SHARPIN TCTN1 0.1114022262731912 +UBAP2L SDSL 0.11139107016811207 +CHEK1 JUN 0.11134837834749983 +NANOG KCNJ8 0.111064633829102 +BCL2 NME1 0.1110041345265313 +JAG1 ITGB5 0.11090138614095689 +CREB1 ACTB 0.11060657362541372 +FAS HSP90AB1 0.11001146307997181 +GATA2 TCTN1 0.10997277831893114 +RPTOR MST1R 0.1098700644488401 +BCL2 TAX1BP1 0.10971153688621336 +SHARPIN CBX6 0.10970714218077154 +RACK1 KLF11 0.10970324900082948 +BATF3 GUF1 0.10947725894908586 +IDH3B SUB1 0.10934550255064959 +CDKN1A SMAD4 0.10928560099506865 +PRDM14 RYR1 0.10893805773023484 +GADD45A KLF4 0.10885447836356542 +ADAM17 MYC 0.10882395242198019 +ARHGEF28 TMCO4 0.10871927998307153 +MTOR GUF1 0.10869724639019888 +STAT1 MGA 0.10868768103662918 RBPJ CDH1 0.10855550639250612 -CHUK CD55 0.10780430195953743 -PCNA CHUK 0.10756572962435476 -CDKN1A SASS6 0.10748108147899743 -PRDM14 JUN 0.10720732450559273 -CCNB1 KLF11 0.10678536612828722 -DPYSL3 UNC13D 0.106731597815929 -BAX FNDC7 0.10641004727556262 -CCNB1 PIK3CB 0.10633808082625959 -MDM2 NFKBIA 0.10626755013770464 -CDK1 CASP9 0.10619408111732247 -POU5F1 RFX8 0.10601965866134676 -CHEK2 FNIP1 0.10572553162199429 -ZFP42 MID2 0.10567183995527599 -ACY3 CBX6 0.10566451041601516 -ADAM17 NR1I2 0.10561161215943636 -STAT1 UBAP2L 0.10558548600786452 -SP1 ANKRD54 0.10554236070235283 -NANOG ATF6 0.1052802060767921 -NANOG KIF9 0.10527448257541684 -NME1 MSLN 0.10513250221928097 -APC DPYSL3 0.10511725735149399 -CDH1 ATF6 0.10500781279791553 -RELB ARHGEF28 0.1048153287696732 -TP53 UBAP2L 0.10458820415166734 +ADAM17 EVPL 0.1084572400060996 +CHUK CD55 0.10780430195953324 +PCNA CHUK 0.1075657296243554 +CDKN1A SASS6 0.10748108147899726 +PRDM14 JUN 0.10720732450559275 +CCNB1 KLF11 0.10678536612828607 +DPYSL3 UNC13D 0.10673159781592997 +BAX FNDC7 0.106410047275564 +CCNB1 PIK3CB 0.10633808082626355 +MDM2 NFKBIA 0.10626755013770761 +CDK1 CASP9 0.1061940811173218 +POU5F1 RFX8 0.10601965866134647 +CHEK2 FNIP1 0.10572553162199647 +ZFP42 MID2 0.10567183995527661 +ACY3 CBX6 0.10566451041601446 +ADAM17 NR1I2 0.10561161215943561 +STAT1 UBAP2L 0.10558548600786744 +SP1 ANKRD54 0.10554236070235208 +NANOG ATF6 0.10528020607679206 +NANOG KIF9 0.10527448257542084 +NME1 MSLN 0.10513250221928039 +CDH1 ATF6 0.10500781279791552 +RELB ARHGEF28 0.10481532876967442 +TP53 UBAP2L 0.10458820415166946 MAPK3 GSK3B 0.10441253573863445 -CAB39L B3GAT2 0.10431039453262649 -MDM2 DPPA4 0.10413279895283367 -CDK1 CHCHD4 0.10408672238538139 -UBAP2L CS 0.10397472420330985 -KRAS BATF3 0.10366086917699385 -CTNNB1 TCEA3 0.10356054018023617 -RAF1 STAU1 0.1035351991238984 -RAF1 NME1 0.10344905179689048 -EVPL RACK1 0.10332158259693754 -SOX2 FAS 0.10326147227618962 -FOS UBQLN2 0.10324230088491401 -NOTCH1 TACR3 0.10323705059417362 -CCNB2 LIN28A 0.10303007481897661 -AKT1 PRDM14 0.1028451156674024 -LANCL2 ITGB5 0.1026737452372943 -IRF1 RHOC 0.10257208405966192 -PCNA B4GALNT3 0.10254237909542538 -AKT1 KLF4 0.10247182063664248 -NFKB1 ZNF652 0.10238437868811462 -TMX3 GUF1 0.1023592371701732 -CCNA2 RAF1 0.1022461214977501 -TYK2 SDSL 0.10218170746289085 -MCM2 DLL1 0.1019637574217706 -CCNB1 MGAT4B 0.10195258963686236 -TRAF2 CDH2 0.10170127261317065 +CAB39L B3GAT2 0.10431039453262587 +RPTOR TACR3 0.1042792096884869 +MDM2 DPPA4 0.1041327989528313 +CDK1 CHCHD4 0.10408672238538207 +UBAP2L CS 0.10397472420330986 +CTNNB1 TCEA3 0.1035605401802368 +RAF1 STAU1 0.10353519912389919 +RAF1 NME1 0.10344905179689284 +SP1 EVPL 0.10338993569702509 +SOX2 FAS 0.10326147227618904 +FOS UBQLN2 0.10324230088491622 +NOTCH1 TACR3 0.10323705059417439 +CCNB2 LIN28A 0.10303007481897809 +AKT1 PRDM14 0.10284511566740098 +LANCL2 ITGB5 0.1026737452372951 +IRF1 RHOC 0.10257208405966378 +PCNA B4GALNT3 0.10254237909542728 +AKT1 KLF4 0.10247182063664319 +NFKB1 ZNF652 0.10238437868811627 +TMX3 GUF1 0.10235923717017165 +CCNA2 RAF1 0.10224612149774591 +TYK2 SDSL 0.10218170746289056 +MCM2 DLL1 0.10196375742177057 +CCNB1 MGAT4B 0.10195258963686199 +TRAF2 CDH2 0.10170127261316766 DVL2 ERBB2 0.10148089143688342 -ATM FAS 0.10140393702116728 -MKI67 MVK 0.10125095473234845 -IRF1 FOS 0.10114433279588045 -IDH3B PTK7 0.10113756458688956 -CDC20 TRAF2 0.10065477591486288 -BAD GUF1 0.1005876618721381 -BAD EIF2AK3 0.10047415186513803 -NFKB1 IKBKB 0.10023628029393541 -MCM2 MAP3K7 0.1002273605216884 -JAG1 SPATS1 0.10016531132005407 -IDH3B CALM3 0.10012508008909698 -IRF9 EGR1 0.10003732002936755 -UBQLN2 FNIP1 0.09998787590003984 -STAT3 BATF3 0.09982705554402707 -MGAT4B RMC1 0.09971044128835191 -EIF2AK3 TCF7L2 0.09962245683139904 -KLF11 HSP90AB1 0.09961789484829195 -IDH3B B4GALNT3 0.09915164233736774 -ATR JAG1 0.09904121184905873 -IRF9 STAT1 0.09894036350543611 -BAX ZBBX 0.09880260166646744 -CHEK1 AKT2 0.09878361800733376 -RPTOR FNDC7 0.09877310456418123 -CHEK1 IKBKB 0.09865962822717941 -TRAF2 STAU1 0.098319425949562 -SHB PRTFDC1 0.09806443849793009 -RYR1 PTK7 0.09777571537495525 -B3GAT2 CBX6 0.09774738570400866 -ZBBX RMC1 0.0975084703717598 -GDPD5 DNAJC30 0.09734288080425561 -REL CEACAM19 0.09733728910473602 -KRAS CXCL17 0.09703240260586893 -MCM5 KCNJ8 0.09701851275537618 -CDC20 NFKBIA 0.09697042581789334 -CHUK MMADHC 0.09688520192143238 -TP53 MSLN 0.09679892454069634 -MAP3K14 FAS 0.0967751541303066 -PNMA8C SASS6 0.0966648946787881 -KIF9 UBQLN2 0.09663549452468373 -SGCB DNAJC30 0.09655529339117022 -JAK2 MMADHC 0.09655241109893821 -DVL2 HOMER1 0.0963774892745751 -GADD45A CREB1 0.0962397251573674 -BRAF TYK2 0.09617045336970316 -HIF1A IRF9 0.09611294694874817 -CLCN3 ZNF687 0.09610532857542922 -RHOC ZBTB24 0.09603797165205301 -MAP3K7 UNC13D 0.0959926950472671 -NFKBIA NANOG 0.09596314793200186 -CASP3 KLF11 0.09582634095853332 -NFKBIA STAT3 0.09562954821652862 -PIK3CB IRF9 0.09559908912262596 -MAP3K7 MYC 0.09559319727285617 -CDH2 ZBBX 0.09530705589764402 -KLF4 TBC1D10A 0.09521555320914601 -NFKB1 UBQLN2 0.09519583163609296 -CDK1 CHMP4B 0.09516141222004358 -AKT1 REL 0.0951045627691093 -ZYG11A ZNF687 0.0948362220353749 -UBAP2L ZBTB24 0.09456126424592501 -SOCS3 POU5F1 0.09444701399791355 -ACY3 SLC25A38 0.09439505388470393 -STAT3 MGA 0.09420864818086089 -NFKBIA IKBKB 0.09419042862365562 -STAT1 TMX3 0.09413433650274901 -UBQLN2 TGFBRAP1 0.09412747252559561 -MAPK3 HOMER1 0.09407009376758493 -SLC25A38 CS 0.09388973799946186 -DPYSL3 GDPD5 0.09383291334052421 -RELB KLF11 0.09374808642536517 -BCL2L11 PTEN 0.09359099119429161 -LRP6 RMC1 0.09355484695841394 -CHUK IKBKB 0.09325835788721175 -ITGB5 HEBP2 0.09310839453459441 -MKI67 ERBB2 0.09306573490806448 -FNIP1 ITGB5 0.09252096689142573 -BAX TRMT44 0.0922339234314205 -CCNB1 ERBB2 0.09180982107552937 -ADAM17 EVPL 0.09180303342669259 -RMC1 GEMIN5 0.09160153406503284 -CDC20 FAS 0.09144210201968485 -TMX3 CHCHD4 0.09138336465051705 -SOX2 KLF11 0.09136584075773319 -AXIN1 TCTN1 0.09129043922517995 -ATF4 ZNF774 0.09127695278544147 -CDKN1A ATM 0.0912272128182445 -BAX TMCO4 0.09122493676884001 -CDC20 CEACAM19 0.09105711782045076 -POU5F1 PNMA8C 0.09104210164767242 -JAG1 CDH2 0.09091995813202898 -GSK3B HEBP2 0.09088167802844725 -ATP6V0D1 PTK7 0.09031820663628636 -MDM2 UBAP2L 0.09020282482504828 -CLCN3 MDH2 0.08999653331988529 -MAPK1 MGAT4B 0.08965352999707939 -HIF1A CBX6 0.08964072907670406 -ZFP42 SLC26A4 0.08955046471647478 -MAP3K2 LRP6 0.08902362959217076 -ZNF652 MVK 0.08901836392466869 -ERBB2 CHCHD4 0.08886482049880168 -CLCN3 B3GAT2 0.08885829189397632 -PTEN JUN 0.08871619612063127 -SP1 HEBP2 0.08857866435857299 -NFKB1 SOX2 0.08845924311382172 -ANKRD54 SUB1 0.0882043352799484 -TRAF3 MMADHC 0.08812498355056467 -JMJD6 BATF3 0.08803706974599464 -TRAF2 ITGB5 0.0879921646429406 -FAS PTK7 0.08796635703656666 -KLF4 NME1 0.08795122862710199 -PIK3CB RGL1 0.08778730380216844 -FNDC7 PTK7 0.0876047070950822 -AKT1 SGCB 0.08757553405206185 -ATF6 RFX8 0.08740313444510502 -SUB1 PRTFDC1 0.08721280817109157 -PRDM14 KIF9 0.08705291337222937 -AKT2 IRF9 0.08701644574336923 -MMADHC SHARPIN 0.08684260978263013 -CCNB1 CHCHD4 0.08684008416210127 +ATM FAS 0.10140393702116611 +MKI67 MVK 0.10125095473234844 +IRF1 FOS 0.10114433279588168 +IDH3B PTK7 0.10113756458689205 +CDC20 TRAF2 0.10065477591486027 +BAD GUF1 0.10058766187214112 +BAD EIF2AK3 0.10047415186513663 +NFKB1 IKBKB 0.10023628029393707 +JAG1 SPATS1 0.10016531132005403 +IDH3B CALM3 0.1001250800890986 +IRF9 EGR1 0.10003732002936754 +UBQLN2 FNIP1 0.09998787590004132 +STAT3 BATF3 0.09982705554402549 +MGAT4B RMC1 0.09971044128835492 +EIF2AK3 TCF7L2 0.09962245683139437 +KLF11 HSP90AB1 0.09961789484828933 +IDH3B B4GALNT3 0.0991516423373663 +ATR JAG1 0.09904121184905806 +IRF9 STAT1 0.09894036350543903 +NANOG EVPL 0.09892019932693223 +BAX ZBBX 0.09880260166646712 +CHEK1 AKT2 0.09878361800733339 +RPTOR FNDC7 0.0987731045641826 +CHEK1 IKBKB 0.09865962822717886 +TRAF2 STAU1 0.09831942594956242 +SHB PRTFDC1 0.09806443849793012 +RYR1 PTK7 0.09777571537495451 +B3GAT2 CBX6 0.09774738570400804 +ZBBX RMC1 0.09750847037175889 +GDPD5 DNAJC30 0.09734288080425622 +REL CEACAM19 0.0973372891047354 +KRAS CXCL17 0.09703240260586889 +MCM5 KCNJ8 0.09701851275537486 +CDC20 NFKBIA 0.09697042581789203 +KRAS SOX2 0.09691723914803639 +CHUK MMADHC 0.09688520192143237 +TP53 MSLN 0.09679892454069576 +MAP3K14 FAS 0.09677515413030566 +PNMA8C SASS6 0.09666489467878811 +KIF9 UBQLN2 0.09663549452468326 +SGCB DNAJC30 0.09655529339117103 +DVL2 HOMER1 0.09637748927457425 +GADD45A CREB1 0.09623972515736817 +BRAF TYK2 0.09617045336970162 +HIF1A IRF9 0.09611294694875124 +CLCN3 ZNF687 0.09610532857542774 +RHOC ZBTB24 0.09603797165205424 +MAP3K7 UNC13D 0.09599269504726807 +NFKBIA NANOG 0.09596314793200342 +CASP3 KLF11 0.0958263409585358 +NFKBIA STAT3 0.09562954821652705 +PIK3CB IRF9 0.09559908912262921 +MAP3K7 MYC 0.09559319727285827 +CDH2 ZBBX 0.09530705589764185 +KLF4 TBC1D10A 0.09521555320914561 +NFKB1 UBQLN2 0.09519583163609231 +CDK1 CHMP4B 0.0951614122200444 +AKT1 REL 0.09510456276911002 +MCM5 MAP3K7 0.0948797584884819 +ZYG11A ZNF687 0.09483622203537488 +UBAP2L ZBTB24 0.09456126424592369 +SOCS3 POU5F1 0.09444701399791647 +ACY3 SLC25A38 0.09439505388470358 +STAT3 MGA 0.09420864818086383 +NFKBIA IKBKB 0.09419042862365559 +STAT1 TMX3 0.09413433650275192 +UBQLN2 TGFBRAP1 0.0941274725255951 +MAPK3 HOMER1 0.0940700937675838 +SLC25A38 CS 0.09388973799946156 +DPYSL3 GDPD5 0.09383291334052578 +RELB KLF11 0.09374808642536661 +BCL2L11 PTEN 0.09359099119429225 +MCM2 RMC1 0.09331233705515705 +CHUK IKBKB 0.09325835788720793 +ITGB5 HEBP2 0.0931083945345941 +MKI67 ERBB2 0.09306573490806574 +FNIP1 ITGB5 0.09252096689142543 +BAX TRMT44 0.09223392343142403 +CCNB1 ERBB2 0.09180982107552922 +RMC1 GEMIN5 0.09160153406503128 +CDC20 FAS 0.09144210201968427 +TMX3 CHCHD4 0.09138336465050968 +SOX2 KLF11 0.0913658407577324 +AXIN1 TCTN1 0.09129043922518214 +ATF4 ZNF774 0.09127695278543851 +CDKN1A ATM 0.0912272128182442 +BAX TMCO4 0.09122493676884003 +CDC20 CEACAM19 0.0910571178204517 +POU5F1 PNMA8C 0.09104210164767151 +JAG1 CDH2 0.09091995813202515 +GSK3B HEBP2 0.09088167802844727 +ATP6V0D1 PTK7 0.09031820663628395 +MDM2 UBAP2L 0.09020282482505007 +CLCN3 MDH2 0.08999653331988457 +MAPK1 MGAT4B 0.08965352999707452 +HIF1A CBX6 0.08964072907670557 +ZFP42 SLC26A4 0.08955046471647574 +MAP3K2 LRP6 0.08902362959217146 +ZNF652 MVK 0.08901836392466729 +ERBB2 CHCHD4 0.0888648204988009 +CLCN3 B3GAT2 0.08885829189397569 +PTEN JUN 0.0887161961206339 +SP1 HEBP2 0.08857866435857224 +NFKB1 SOX2 0.08845924311382206 +ANKRD54 SUB1 0.08820433527995127 +TRAF3 MMADHC 0.08812498355056538 +JMJD6 BATF3 0.08803706974599258 +TRAF2 ITGB5 0.08799216464294136 +FAS PTK7 0.08796635703656637 +KLF4 NME1 0.08795122862709825 +PIK3CB RGL1 0.08778730380216722 +FNDC7 PTK7 0.08760470709508357 +AKT1 SGCB 0.08757553405206078 +ATF6 RFX8 0.08740313444510409 +SUB1 PRTFDC1 0.0872128081710916 +PRDM14 KIF9 0.08705291337222866 +AKT2 IRF9 0.08701644574337108 +MMADHC SHARPIN 0.08684260978262581 +CCNB1 CHCHD4 0.0868400841621005 HES1 RHOC 0.08673706790825286 -AXIN1 MMADHC 0.08668480596564561 -CCNB1 MAP3K14 0.08658615638467607 -AKT2 ZBTB24 0.08655979739834573 -MCM2 DPYSL3 0.08635246393776877 -FAS ZYG11A 0.08633036256054095 -CCNB2 SPAG6 0.0861767723472088 -IKBKB STAU1 0.0859958406625496 -KLF11 ARHGEF4 0.08597831453765827 -MAPK3 DPYSL3 0.08590738849072535 -CTNNB1 ACOT6 0.08578097365877035 -MMADHC PRTFDC1 0.08575186349243365 -CDH2 NME8 0.08561381808081193 -TRAF6 KCNJ8 0.08554500337559387 -ERBB2 CAB39L 0.08553391567603881 +AXIN1 MMADHC 0.0866848059656515 +CCNB1 MAP3K14 0.08658615638467579 +AKT2 ZBTB24 0.0865597973983472 +MCM2 DPYSL3 0.08635246393777034 +FAS ZYG11A 0.08633036256054037 +CCNB2 SPAG6 0.08617677234720808 +IKBKB STAU1 0.08599584066254887 +KLF11 ARHGEF4 0.08597831453765722 +MAPK3 DPYSL3 0.08590738849072381 +CTNNB1 ACOT6 0.08578097365877128 +MMADHC PRTFDC1 0.08575186349243577 +CDH2 NME8 0.08561381808081288 +TRAF6 KCNJ8 0.08554500337559158 +ERBB2 CAB39L 0.08553391567603955 GATA2 SUB1 0.08534432419897663 -SOX2 EGFR 0.08527919797704517 -FNDC7 MGA 0.08521212941945196 -MCM5 CASP9 0.08508234162263886 -CDC20 NR1I2 0.08507961395839539 -CCNA2 HES1 0.08484898928988462 -CHEK1 MGAT4B 0.08480845309108102 -TAX1BP1 ANKRD54 0.08474300271126718 -BCL2L11 LARGE1 0.0846141309224525 -KLF11 GDPD5 0.08459327322055497 -RAF1 TMX3 0.08449303989977014 -TCTN1 DNAJC30 0.0843821636154492 -CASP9 ACTB 0.08416618061991894 +SOX2 EGFR 0.08527919797704468 +FNDC7 MGA 0.08521212941945332 +MAP3K7 KLF11 0.08513164438500852 +MCM5 CASP9 0.0850823416226382 +CDC20 NR1I2 0.085079613958396 +CCNA2 HES1 0.08484898928988228 +CHEK1 MGAT4B 0.08480845309107915 +TAX1BP1 ANKRD54 0.08474300271126721 +BCL2L11 LARGE1 0.08461413092245106 +KLF11 GDPD5 0.0845932732205568 +RAF1 TMX3 0.08449303989977013 +TCTN1 DNAJC30 0.08438216361544983 +CASP9 ACTB 0.08416618061991882 CHEK2 IDH3B 0.08414228783299123 CTNNB1 CEACAM19 0.08413877603449002 -LIN28A LARGE1 0.08402834958728317 -ATR RELB 0.08399772299522194 -SP1 EVPL 0.08393704821393863 -GADD45A TCTN1 0.08390332754794178 -ACTB ZNF687 0.08345316469633605 -ERBB2 GEMIN5 0.08334603508616331 -CASP8 IDH3B 0.08334080855328412 -CHUK KCNJ8 0.08309460434325373 -CDKN1A SNX25 0.08271108252708602 -UNC13D CD55 0.08265298516344384 -RPTOR TACR3 0.08260904713120258 -MARCKSL1 TMX3 0.0824722860692161 +LIN28A LARGE1 0.08402834958728173 +ATR RELB 0.08399772299522061 +GADD45A TCTN1 0.08390332754794395 +ACTB ZNF687 0.08345316469633604 +ERBB2 GEMIN5 0.08334603508616174 +CASP8 IDH3B 0.08334080855328162 +CHUK KCNJ8 0.08309460434325243 +CDKN1A SNX25 0.08271108252708755 +UNC13D CD55 0.08265298516344478 +CHEK1 EVPL 0.08253437272253172 +MARCKSL1 TMX3 0.08247228606921313 HES1 NFKBIA 0.08239298633816376 -GEMIN5 NR1I2 0.08227261728718983 -SP1 FLNB 0.08206045617143944 +GEMIN5 NR1I2 0.08227261728718617 +SP1 FLNB 0.08206045617144161 GATA2 ZNF687 0.08201377309012953 -GADD45A NANOG 0.08168061981707593 -TP53 KLF4 0.08145170062192576 -CAB39L ANKRD49 0.08134182843908226 -APC NME8 0.08133667257434089 -EIF2AK3 SNX25 0.08112266834734837 -DPYSL3 TRMT44 0.0810236078815488 -ATF4 UBQLN2 0.08075550708127192 -REL JMJD6 0.08070290785576698 -CDH1 BATF3 0.08062075652652453 -CHEK1 BCL2 0.08060151906678845 -REL SGCB 0.08060096934221181 -GSK3B FNDC7 0.08055290204338234 -RAF1 STAT1 0.08055191821608455 -BRAF TCEA3 0.0805345558298284 -CDK1 ERBB2 0.08029270187558059 -MKI67 RFX8 0.08008380282190969 -MTOR GSK3B 0.07999334327780523 -PRDM14 TCTN1 0.07998539809876347 -MKI67 NME8 0.07982809057956396 +RPTOR SOCS3 0.0818868965994008 +GADD45A NANOG 0.0816806198170775 +TP53 KLF4 0.08145170062193148 +CAB39L ANKRD49 0.08134182843908074 +APC NME8 0.08133667257434185 +EIF2AK3 SNX25 0.08112266834735131 +DPYSL3 TRMT44 0.08102360788155023 +ATF4 UBQLN2 0.08075550708127462 +REL JMJD6 0.08070290785576352 +CDH1 BATF3 0.08062075652651703 +CHEK1 BCL2 0.0806015190667881 +REL SGCB 0.0806009693422126 +GSK3B FNDC7 0.08055290204338371 +RAF1 STAT1 0.08055191821608601 +BRAF TCEA3 0.08053455582982905 +DVL2 RELA 0.08046115282254725 +CDK1 ERBB2 0.08029270187558192 +MKI67 RFX8 0.08008380282190876 +MTOR GSK3B 0.07999334327780347 +PRDM14 TCTN1 0.07998539809876132 +MKI67 NME8 0.0798280905795649 +RPTOR FOS 0.07972956182253697 CHEK2 TGFBRAP1 0.07965599424658251 -HIF1A PRTFDC1 0.07954351895940963 -NANOG EVPL 0.07941389146079712 -SAA4 PTK7 0.07936769606055258 -CAB39L MVK 0.07932610642548919 -TBC1D10A SDSL 0.07919864662586674 -PNMA8C MDH2 0.07896196028810219 -REL UBQLN2 0.07893090857765601 -AXIN1 SP1 0.07868918580249651 -JMJD6 CAB39L 0.07838609497481751 -CDKN1A RBPJ 0.07824748472306568 -SP1 MGA 0.07814781967699436 -PIK3CB SNX25 0.07786666806694803 -FOXO3 KIF9 0.07782422476069602 -EN1 MVK 0.07768932686115111 -SLC25A38 HEBP2 0.07758411817474793 -IRF9 MDH2 0.07737932968550579 -MDM2 TRAF3 0.07731162182842108 -SLC25A38 ZBTB24 0.07704224292502679 -CREB1 ARHGEF28 0.07683792955183183 -SOCS3 CS 0.07682468440191774 -EGFR LRRC36 0.07662844477411711 -PTEN DPPA4 0.0765988785055899 -TRAF6 TAX1BP1 0.07596675829862641 -PIK3CB LRP6 0.07588843748893204 -MST1R DNAJC30 0.07572994894130482 -MMADHC MVK 0.07571085737864605 -SHARPIN GDPD5 0.07549164510325433 -AKT2 MYC 0.07534471038861133 -SRF CTNNB1 0.0753101721737378 -IKBKB TBC1D10A 0.07522319006016072 -MYC ANKRD54 0.07514031228814279 -MAPK1 HOMER1 0.07511388348126433 -LRP6 TACR3 0.07506556035129786 -CBX6 SPAG6 0.07498275368157616 -PTEN FOS 0.07493530208334731 -BAD ATP6V0D1 0.07489408689700092 -TP53 TCTN1 0.07477341181535761 -KLF4 SAA4 0.07457804487195914 -SHARPIN SASS6 0.07456626230035575 -MDM2 B4GALNT3 0.07450398346377886 -MAPK3 KLF11 0.07449413877520038 -CDH1 FNDC7 0.07442448010342481 -KRAS SPAG6 0.07437546320579626 -SMAD4 SPATS1 0.07405038541142689 -PTPN7 RBPJ 0.0740013910068636 -DLL1 TRMT44 0.07380506656824956 -RBPJ SPAG6 0.07368447357783382 -ATR STAT3 0.07359356347781945 -CTNNB1 RGL1 0.07354743749208527 -NOTCH1 JUN 0.07344649172087711 +HIF1A PRTFDC1 0.07954351895941038 +SAA4 PTK7 0.07936769606055227 +CAB39L MVK 0.07932610642549145 +TBC1D10A SDSL 0.07919864662586462 +RPTOR NANOG 0.07918945078022882 +PNMA8C MDH2 0.07896196028810251 +REL UBQLN2 0.07893090857765532 +EVPL NME1 0.0789293449794823 +AXIN1 SP1 0.07868918580249872 +CDH2 EVPL 0.07861187709700058 +JMJD6 CAB39L 0.07838609497481598 +CDKN1A RBPJ 0.07824748472306599 +SP1 MGA 0.07814781967699368 +BRAF MAP3K7 0.07790854601326087 +PIK3CB SNX25 0.07786666806694983 +FOXO3 KIF9 0.07782422476069603 +EN1 MVK 0.07768932686115082 +SLC25A38 HEBP2 0.07758411817474757 +JAK2 NR1I2 0.0774162093316454 +IRF9 MDH2 0.07737932968550364 +MDM2 TRAF3 0.07731162182842403 +SLC25A38 ZBTB24 0.0770422429250287 +CREB1 ARHGEF28 0.07683792955183304 +SOCS3 CS 0.07682468440191871 +EGFR LRRC36 0.07662844477411582 +PTEN DPPA4 0.07659887850559122 +TRAF6 TAX1BP1 0.07596675829862644 +PIK3CB LRP6 0.0758884374889367 +JAK2 CHMP4B 0.07577659626194404 +MST1R DNAJC30 0.0757299489413028 +MMADHC MVK 0.07571085737864675 +SHARPIN GDPD5 0.07549164510325002 +AKT2 MYC 0.07534471038861357 +SRF CTNNB1 0.075310172173737 +IKBKB TBC1D10A 0.07522319006015783 +MYC ANKRD54 0.07514031228814207 +MAPK1 HOMER1 0.0751138834812635 +LRP6 TACR3 0.07506556035129654 +CBX6 SPAG6 0.07498275368157545 +PTEN FOS 0.07493530208335061 +BAD ATP6V0D1 0.07489408689700093 +ATP6V0D1 RMC1 0.07487150677333013 +TP53 TCTN1 0.07477341181536118 +KLF4 SAA4 0.07457804487195883 +SHARPIN SASS6 0.07456626230035873 +MDM2 B4GALNT3 0.07450398346378147 +MAPK3 KLF11 0.07449413877519771 +CDH1 FNDC7 0.07442448010342619 +KRAS SPAG6 0.07437546320579554 +SMAD4 SPATS1 0.07405038541142554 +PTPN7 RBPJ 0.07400139100686323 +DLL1 TRMT44 0.07380506656824837 +RBPJ SPAG6 0.0736844735778331 +ATR STAT3 0.0735935634778188 +CTNNB1 RGL1 0.07354743749208342 +NOTCH1 JUN 0.07344649172087787 CHEK2 PTK7 0.07323181672729322 -PCNA BAX 0.07318472389928392 -CTNNB1 MGA 0.0731111643512838 -MCM2 RMC1 0.0730552036019031 -SHARPIN ACOT6 0.0727768253277704 -BCL2L11 CDH1 0.07275385841372442 -TGFBRAP1 MDH2 0.07247409745453938 -BRAF ARHGEF28 0.07232564751774197 -RAF1 ANKRD49 0.0723074121389337 -CASP3 RELB 0.07209659004884046 -CASP3 ZNF652 0.0720315600581397 -FAS ARHGEF4 0.07173124597285466 -BAD GDPD5 0.07169481485004399 -SASS6 CS 0.07168880442837004 -PIK3CB NANOG 0.07155761089378004 -MCM5 MAP3K7 0.07144814902614084 -PCNA HEBP2 0.07144666358794988 -ATF4 PRTFDC1 0.07128442262293787 -KRAS MSLN 0.07120461431753575 -KRAS SOX2 0.0709901883936432 -STAT3 UBAP2L 0.0709624555737463 +PCNA BAX 0.07318472389928456 +CTNNB1 MGA 0.0731111643512851 +SHARPIN ACOT6 0.07277682532777131 +BCL2L11 CDH1 0.0727538584137237 +MAP3K7 EVPL 0.07273970173193414 +TGFBRAP1 MDH2 0.07247409745453721 +BRAF ARHGEF28 0.07232564751774441 +RAF1 ANKRD49 0.07230741213893582 +CASP3 RELB 0.07209659004884436 +CASP3 ZNF652 0.07203156005814218 +FAS ARHGEF4 0.07173124597285048 +BAD GDPD5 0.07169481485004338 +SASS6 CS 0.07168880442837101 +PIK3CB NANOG 0.0715576108937847 +PCNA HEBP2 0.07144666358795242 +ATF4 PRTFDC1 0.07128442262293919 +KRAS MSLN 0.07120461431753514 +STAT3 UBAP2L 0.07096245557374471 RBPJ DPPA4 0.07081111896308626 -NFKB1 SUB1 0.07076028278627008 -TRAF6 HOMER1 0.070640201610204 -PTEN CAB39L 0.07035302733229742 -CHEK2 ZBBX 0.07034712821297907 -TBC1D10A TAX1BP1 0.07025251451725022 -SPATS1 DNAJC30 0.0699564748069675 -CDKN1A MGAT4B 0.06988877994298388 -CDH2 TMCO4 0.0698414770277684 -CCNA2 MID2 0.06966719143574548 -PCNA MVK 0.0696556626428876 -RELB FAS 0.06947809401806496 -TCF7L2 RELA 0.06947487050558047 -BATF3 PAX5 0.06945385007081602 -BCL2L11 CHMP4B 0.06941617766175752 -ATR PNMA8C 0.06933503613603736 -CTNNB1 MARCKSL1 0.06906974097530913 -B4GALNT3 CHCHD4 0.0689290110852405 -TMX3 PPP1R13B 0.0686740486956047 -CASP3 ATF6 0.06864123489746267 -MYC MMADHC 0.06849997865175675 -MMADHC B3GAT2 0.06849958801918092 -SOCS3 STAU1 0.06839450109867437 -TACR3 CBX6 0.06825936041337118 -TYK2 SLC26A4 0.06802753433301348 -DVL2 CBX6 0.06786747583598768 -TP53 MDM2 0.06783767858258011 -POU5F1 TMCO4 0.06771593298366116 -TCF7L2 IKBKB 0.06758853699400658 -STAT1 RYR1 0.06750146972022246 -BRAF NFKBIA 0.06747369275932114 -NFKBIA SNX25 0.06737216154534761 -CHEK1 NME8 0.06713706320529775 -CDH2 MARCKSL1 0.06707784193255459 -MARCKSL1 ANKRD54 0.067006788203779 -NFKB1 POU5F1 0.06696364252462884 -CCNB1 BAX 0.06692779513587428 -EIF2AK3 CBX6 0.06680401899660995 -RGL1 TCTN1 0.06650000099978542 +NFKB1 SUB1 0.07076028278627175 +TRAF6 HOMER1 0.07064020161020317 +PTEN CAB39L 0.07035302733229969 +CHEK2 ZBBX 0.07034712821297753 +TBC1D10A TAX1BP1 0.07025251451725024 +IKBKG RMC1 0.07005746442648801 +SPATS1 DNAJC30 0.06995647480696748 +CDKN1A MGAT4B 0.0698887799429854 +CDH2 TMCO4 0.0698414770277661 +CTNNB1 MARCKSL1 0.06977415168932691 +CCNA2 MID2 0.06966719143574705 +PCNA MVK 0.06965566264288697 +RELB FAS 0.06947809401806584 +TCF7L2 RELA 0.06947487050558196 +BATF3 PAX5 0.06945385007081566 +BCL2L11 CHMP4B 0.06941617766175606 +ATR PNMA8C 0.06933503613603645 +RPTOR HES1 0.06895300813858815 +B4GALNT3 CHCHD4 0.06892901108523973 +TMX3 PPP1R13B 0.06867404869560532 +CASP3 ATF6 0.06864123489746515 +MYC MMADHC 0.06849997865175532 +MMADHC B3GAT2 0.06849958801918031 +SOCS3 STAU1 0.06839450109867656 +TACR3 CBX6 0.06825936041337272 +TYK2 SLC26A4 0.06802753433301444 +DVL2 CBX6 0.06786747583598621 +TP53 MDM2 0.06783767858258223 +POU5F1 TMCO4 0.06771593298365997 +CHEK1 KRAS 0.06762155893879858 +TCF7L2 IKBKB 0.06758853699400728 +STAT1 RYR1 0.06750146972022392 +BRAF NFKBIA 0.06747369275931886 +NFKBIA SNX25 0.06737216154534903 +CHEK1 NME8 0.06713706320529869 +CDH2 MARCKSL1 0.06707784193255228 +MARCKSL1 ANKRD54 0.06700678820377969 +NFKB1 POU5F1 0.06696364252462951 +CCNB1 BAX 0.06692779513587373 +EIF2AK3 CBX6 0.06680401899660528 +RGL1 TCTN1 0.06650000099978266 CHEK2 CDH1 0.06649591059248074 -VIM ANKRD54 0.06644541475366449 -CHEK2 SHARPIN 0.06640177998549865 -FOXO3 SPAG6 0.06607186331651245 -GSK3B ZYG11A 0.066023933810272 -DUSP6 FAS 0.0658331203796411 -TCF7L2 HSP90AB1 0.06578828431530599 -CHEK1 POU5F1 0.0652862033829128 -AXIN1 HES1 0.06524324405491014 -RPTOR SOCS3 0.06501985259947794 -MAP3K7 PPP1R13B 0.06498828879602113 -PRDM14 DPYSL3 0.06488892091271078 -IRF9 ACY3 0.06487457980094835 -POU5F1 ARHGEF28 0.06462067803586163 -POU5F1 JMJD6 0.06457487567670785 -MAP3K2 ZBTB24 0.06450111619527703 -CCNB1 PRDM14 0.06443228677617652 -MAP3K14 ARHGEF4 0.06433020631102142 -JUN NME8 0.0638749558078776 -RAF1 GEMIN5 0.06347914097737091 -SOCS3 IDH3B 0.06332498685735397 -MDM2 LRRC36 0.06324976739859926 -MCM2 RELB 0.06322482568589737 -ARHGEF4 TMCO4 0.0632140995774514 -TCEA3 FLNB 0.06314949547517866 +VIM ANKRD54 0.06644541475366256 +CHEK2 SHARPIN 0.06640177998549412 +FOXO3 SPAG6 0.06607186331651173 +GSK3B ZYG11A 0.06602393381027187 +DUSP6 FAS 0.06583312037964051 +TCF7L2 HSP90AB1 0.06578828431530402 +CHEK1 POU5F1 0.06528620338291355 +AXIN1 HES1 0.06524324405491233 +MAP3K7 PPP1R13B 0.06498828879602307 +PRDM14 DPYSL3 0.06488892091271224 +IRF9 ACY3 0.064874579800947 +EVPL SGCB 0.06467431178866036 +POU5F1 ARHGEF28 0.06462067803586316 +POU5F1 JMJD6 0.06457487567670576 +MAP3K2 ZBTB24 0.06450111619527842 +CCNB1 PRDM14 0.06443228677617654 +MAP3K14 ARHGEF4 0.06433020631102111 +JUN NME8 0.06387495580787823 +RAF1 GEMIN5 0.06347914097736936 +SOCS3 IDH3B 0.06332498685735773 +MDM2 LRRC36 0.06324976739859799 +MCM2 RELB 0.0632248256858959 +ARHGEF4 TMCO4 0.06321409957745176 +TCEA3 FLNB 0.06314949547517931 CHEK2 STAT3 0.06314402394691912 -CCNA2 PNMA8C 0.06311919082115537 -EGFR GDPD5 0.06301799533900866 -RAF1 GATA2 0.06296607622240846 -BCL2 TMCO4 0.0628335028830162 -CHEK1 EVPL 0.06283222844429122 -GSK3B ATP6V0D1 0.06282305029103084 -DVL2 ATP6V0D1 0.06273902445560124 -IRF1 UBQLN2 0.06266552188840552 -JAK2 RMC1 0.06265757698897736 +CCNA2 PNMA8C 0.06311919082115598 +EGFR GDPD5 0.06301799533900992 +RAF1 GATA2 0.06296607622240848 +BCL2 TMCO4 0.06283350288301813 +GSK3B ATP6V0D1 0.06282305029102944 +DVL2 ATP6V0D1 0.06273902445560277 +IRF1 UBQLN2 0.0626655218884055 +KRAS EGR1 0.06257539452143414 +BCL2L11 KRAS 0.062491244510076524 MAPK3 IRF9 0.06246249127039603 -SGCB ITGB5 0.06220169502954512 -BCL2L11 NME1 0.061984752849251604 -GSK3B RBPJ 0.06192723170474358 -GADD45A ZNF652 0.06190235390622472 +SGCB ITGB5 0.06220169502954587 +BCL2L11 NME1 0.06198475284925235 +GSK3B RBPJ 0.061927231704746115 +GADD45A ZNF652 0.06190235390622473 CDK1 CEACAM19 0.061821519118742584 -PCNA JUN 0.061735344144836564 -CDK1 LRRC36 0.0617047787836313 -SMAD4 UBAP2L 0.06163917367381757 -ERBB2 MARCKSL1 0.06141065647293357 -LRP6 NFKB1 0.06130853273492216 -PCNA SLC25A38 0.06121046582470334 -CALM3 CHMP4B 0.06119109808876046 -MAP3K7 KLF11 0.06104113334761076 -DUSP6 RACK1 0.060938102298909017 -MAP3K7 PNMA8C 0.06087645091147859 -ATR TCTN1 0.060727243650850006 +PCNA JUN 0.061735344144835926 +CDK1 LRRC36 0.06170477878363002 +SMAD4 UBAP2L 0.06163917367381535 +ERBB2 MARCKSL1 0.06141065647293157 +LRP6 NFKB1 0.06130853273492381 +PCNA SLC25A38 0.06121046582470068 +CALM3 CHMP4B 0.061191098088762066 +DUSP6 RACK1 0.06093810229890405 +MAP3K7 PNMA8C 0.060876450911479515 +ATR TCTN1 0.06072724365084732 UBQLN2 GATA2 0.06061728602168678 -RAF1 STAT3 0.06060038808386514 -EGR1 STAU1 0.06049442466624945 -SOX2 LARGE1 0.06044533894607495 -GUF1 ANKRD54 0.06038395769408943 -TACR3 TCEA3 0.06026879696583563 +RAF1 STAT3 0.06060038808386394 +EGR1 STAU1 0.06049442466625176 +SOX2 LARGE1 0.06044533894607205 +GUF1 ANKRD54 0.06038395769409246 +TACR3 TCEA3 0.06026879696583628 RBPJ STAU1 0.0601647810876058 -TRAF2 CHCHD4 0.06010445215716223 -ACY3 FNIP1 0.06002788109635863 -TRAF3 ACY3 0.05968023189004752 -CD55 TMCO4 0.05962991349912114 -GSK3B PAX5 0.0594623601502379 -CASP3 TRAF2 0.05943785369014597 -NFKB1 TAX1BP1 0.05936752578977081 -ATR UNC13D 0.0593248459388121 -HEBP2 GDPD5 0.0592382874440831 -EVPL NME1 0.05918411494696319 -KCNJ8 CHMP4B 0.05916214613362814 -ANKRD49 ZNF687 0.05907638881296408 -CCNB1 ZBTB24 0.05894137215817354 -CDH2 EVPL 0.058862852823728475 +TRAF2 CHCHD4 0.060104452157160364 +ACY3 FNIP1 0.06002788109635829 +TRAF3 ACY3 0.05968023189004685 +CD55 TMCO4 0.059629913499118205 +GSK3B PAX5 0.05946236015023756 +CASP3 TRAF2 0.05943785369014621 +NFKB1 TAX1BP1 0.05936752578977378 +ATR UNC13D 0.05932484593881305 +HEBP2 GDPD5 0.05923828744407896 +KCNJ8 CHMP4B 0.05916214613362716 +ANKRD49 ZNF687 0.0590763888129626 +CCNB1 ZBTB24 0.058941372158172876 CEACAM19 CLCN3 0.05849819083092384 -MCM5 GUF1 0.05845043693226569 +MCM5 GUF1 0.05845043693226948 NFKB1 VIM 0.058429164695680005 -ZFP42 CLCN3 0.05842308308749064 -LANCL2 SASS6 0.05828201345733801 -CHEK1 TYK2 0.05815540674603056 -ATP6V0D1 RMC1 0.05794131678020038 -ATR LIN28A 0.057805460209368095 -SNX25 MMADHC 0.05770282243321706 -RPTOR CS 0.057571438087787925 -JMJD6 LANCL2 0.057561724525979706 -RPTOR FOS 0.05745028481200647 -DVL2 RELA 0.05737309026721883 +ZFP42 CLCN3 0.0584230830874931 +LANCL2 SASS6 0.05828201345733951 +CHEK1 TYK2 0.05815540674603057 +EVPL LARGE1 0.058151087519886235 +ATR LIN28A 0.05780546020936676 +SNX25 MMADHC 0.05770282243321707 +RPTOR CS 0.0575714380877889 +JMJD6 LANCL2 0.057561724525977624 CHEK2 TRAF3 0.057359848193702725 -PRDM14 UBQLN2 0.057308086224567255 -REL LIN28A 0.05716461737247715 -ERBB2 GDPD5 0.05704076946858961 -NME1 HOMER1 0.057007138111533164 -RPTOR NANOG 0.056896772785536676 -SLC25A38 ZNF687 0.05689495149877364 -JAK2 NR1I2 0.056765203331359676 -CCNB1 TRMT44 0.05669994064275651 -PIK3CB CBX6 0.0566494944366065 -PTPN7 BATF3 0.05642946759168712 -B3GAT2 TCTN1 0.05634688427177394 -CDC20 MARCKSL1 0.05626376146882005 -CASP9 SASS6 0.056214314365136506 -HES1 CDH2 0.055861471262678083 -CREB1 KCNJ8 0.055568364058353435 -BCL2 CD55 0.05553152768539835 -STAT3 CHCHD4 0.05535183706405897 -BRAF MAP3K7 0.05519885373841565 -AKT2 ATF6 0.05519420896567803 -JAG1 PRDM14 0.055130993268456975 -JAK2 CHMP4B 0.05510200658254647 -SP1 PTK7 0.05498239873001632 -TYK2 KIF9 0.054877039390710015 -BRAF CDH2 0.054309214145068944 -MID2 PAX5 0.05429172097830546 -IRF9 RYR1 0.05406434827620468 -TACR3 ZNF687 0.05405115456251735 -ZFP42 CEACAM19 0.053811939316634014 -KCNJ8 ANKRD54 0.05363455987613608 +PRDM14 UBQLN2 0.05730808622456655 +REL LIN28A 0.057164617372478965 +ERBB2 GDPD5 0.057040769468591615 +NME1 HOMER1 0.05700713811153315 +SLC25A38 ZNF687 0.056894951498773966 +CCNB1 TRMT44 0.056699940642759336 +PIK3CB CBX6 0.05664949443660758 +PTPN7 BATF3 0.05642946759168675 +B3GAT2 TCTN1 0.05634688427177331 +CDC20 MARCKSL1 0.05626376146881845 +CASP9 SASS6 0.05621431436514099 +HES1 CDH2 0.05586147126267501 +CREB1 KCNJ8 0.05556836405835213 +BCL2 CD55 0.055531527685398666 +STAT3 CHCHD4 0.055351837064057476 +AKT2 ATF6 0.05519420896568138 +JAG1 PRDM14 0.05513099326845409 +CTNNB1 LRP6 0.05506106395654993 +SP1 PTK7 0.05498239873001558 +TYK2 KIF9 0.05487703939071335 +BRAF CDH2 0.05430921414506357 +MID2 PAX5 0.05429172097830512 +IRF9 RYR1 0.05406434827620603 +TACR3 ZNF687 0.05405115456251734 +ZFP42 CEACAM19 0.05381193931663243 +KCNJ8 ANKRD54 0.053634559876136405 RBPJ RELA 0.053402169901722786 -PCNA UBQLN2 0.053239979904116795 -IKBKG PTK7 0.053093076399141556 -ZBBX GUF1 0.05301267322698002 -FOS SGCB 0.052903135508209624 -CCNB1 MVK 0.05285116738774941 -HES1 SNX25 0.05275726790508761 -NOTCH1 ATP6V0D1 0.052327265576663326 -CDKN1A MDH2 0.05223308913977618 -CCNA2 CBX6 0.05215655742217783 -CDK1 NME8 0.05210659516064806 -MDM2 TRAF6 0.05203185114811859 -DLL1 TRAF3 0.05192041278972903 -TRMT44 STAU1 0.05184254242196897 -MGAT4B SUB1 0.05179321278982465 +PCNA UBQLN2 0.05323997990411743 +IKBKG PTK7 0.05309307639914155 +ZBBX GUF1 0.05301267322697909 +FOS SGCB 0.052903135508211956 +CCNB1 MVK 0.05285116738774884 +HES1 SNX25 0.05275726790508903 +NOTCH1 ATP6V0D1 0.05232726557666256 +CDKN1A MDH2 0.052233089139776916 +CCNA2 CBX6 0.05215655742217627 +CDK1 NME8 0.052106595160649014 +MDM2 TRAF6 0.05203185114812007 +DLL1 TRAF3 0.05192041278972727 +TRMT44 STAU1 0.05184254242197038 +MGAT4B SUB1 0.051793212789824274 PCNA CEACAM19 0.05176120917331817 -CCNB2 LRP6 0.051664142723104815 -IRF1 EVPL 0.051642960185300846 -JAG1 NANOG 0.051604341064984786 -TRAF6 ZFP42 0.051510158039548434 -JAG1 GUF1 0.05144277682656691 -MGA GEMIN5 0.051245096415181636 -JMJD6 STAU1 0.05111441994056728 -CALM3 FNIP1 0.0508204085316568 -CCNB1 PTPN7 0.05074894165353126 -DLL1 NR1I2 0.05050439646422667 -ARHGEF4 MDH2 0.05017657289881342 -FOXO3 MTOR 0.050152898698792844 -ANKRD49 NME8 0.050132586559941204 -MKI67 PNMA8C 0.049824809209043065 -LRP6 MVK 0.049669110877960526 -NFKB1 CHUK 0.04962015550951598 -PIK3CB SDSL 0.04951576276068892 -IKBKG RMC1 0.04933179756177453 -IKBKG ARHGEF4 0.04928699821452466 -MTOR LANCL2 0.049242300417703534 -MAPK1 EGR1 0.049169986407101685 -APC SAA4 0.048993258854958754 -RAF1 HEBP2 0.04899055863293668 -CDKN1A TAX1BP1 0.0488192241210294 -RELA SPAG6 0.04857790036796174 -CDK1 DNAJC30 0.048424624159466065 -MAP3K14 FNIP1 0.048403262998413424 -MTOR ACTB 0.04834931056156597 -CDC20 IKBKG 0.04825080147057177 -ATF4 PTK7 0.04815135106095706 -HIF1A TRMT44 0.04805476458508867 -MYC ANKRD49 0.04803196450764999 -MDH2 PAX5 0.04789208175615374 -ADAM17 RYR1 0.04779509998555431 -DPYSL3 SUB1 0.04772315668068749 -MGA NME8 0.047701930811374145 -AXIN1 IRF1 0.047698993523208846 -VIM NME1 0.04745590010153743 -CASP9 IRF9 0.0473977533615742 -DVL2 SP1 0.04738849282500565 -CCNA2 B3GAT2 0.047085430560701996 -FOS CS 0.04708539882131021 -MCM2 RELA 0.046992902376460685 -CTNNB1 LRP6 0.04699274923944356 -GEMIN5 CXCL17 0.04697961527544316 -CASP9 ZNF652 0.04696301437329891 -SUB1 MID2 0.04682498850875683 -IKBKG ZNF687 0.04650367233390783 -RPTOR HES1 0.046427691473541366 -SRF CALM3 0.04622330886660709 -PIK3CA RBPJ 0.04585844443739514 +CCNB2 LRP6 0.051664142723104836 +IRF1 EVPL 0.05164296018530115 +JAG1 NANOG 0.05160434106498371 +TRAF6 ZFP42 0.05151015803954845 +JAG1 GUF1 0.051442776826569565 +APC UBAP2L 0.05130777840502628 +MGA GEMIN5 0.051245096415182614 +JMJD6 STAU1 0.051114419940565196 +CALM3 FNIP1 0.05082040853166083 +CCNB1 PTPN7 0.050748941653530895 +DLL1 NR1I2 0.050504396464225484 +ARHGEF4 MDH2 0.05017657289881757 +FOXO3 MTOR 0.05015289869879425 +ANKRD49 NME8 0.05013258655994216 +MKI67 PNMA8C 0.04982480920904398 +LRP6 MVK 0.04966911087795891 +NFKB1 CHUK 0.04962015550951763 +PIK3CB SDSL 0.0495157627606874 +IKBKG ARHGEF4 0.04928699821452431 +MTOR LANCL2 0.04924230041770191 +MAPK1 EGR1 0.04916998640709936 +APC SAA4 0.04899325885495844 +RAF1 HEBP2 0.048990558632935076 +CDKN1A TAX1BP1 0.04881922412103092 +RELA SPAG6 0.04857790036796103 +CDK1 DNAJC30 0.048424624159464795 +MAP3K14 FNIP1 0.04840326299841312 +MTOR ACTB 0.04834931056156601 +CDC20 IKBKG 0.048250801470570474 +ATF4 PTK7 0.048151351060958365 +HIF1A TRMT44 0.04805476458509078 +MYC ANKRD49 0.04803196450765139 +MDH2 PAX5 0.0478920817561534 +ADAM17 RYR1 0.047795099985553556 +DPYSL3 SUB1 0.04772315668068751 +MGA NME8 0.047701930811375096 +AXIN1 IRF1 0.04769899352321008 +VIM NME1 0.04745590010154013 +CASP9 IRF9 0.047397753361573536 +DVL2 SP1 0.04738849282500491 +CCNA2 B3GAT2 0.04708543056070137 +FOS CS 0.04708539882131118 +MCM2 RELA 0.04699290237645932 +GEMIN5 CXCL17 0.046979615275443136 +CASP9 ZNF652 0.046963014373298244 +SUB1 MID2 0.046824988508759026 +IKBKG ZNF687 0.046503672333909306 +SRF CALM3 0.04622330886661031 +PIK3CA RBPJ 0.045858444437397464 PTEN MID2 0.04566551558119938 -SOX2 CALM3 0.045444623091528115 -TRAF3 TBC1D10A 0.045208656916663606 -KRAS EGR1 0.04512538514673651 -MMADHC UNC13D 0.044953492886648315 -GADD45A LRRC36 0.04487465661716204 -DPPA4 TMX3 0.04481127719868377 -EVPL SGCB 0.044758711678273215 -BRAF AKT1 0.0444117786049014 -DUSP6 TBC1D10A 0.0443931773569288 -HOMER1 LARGE1 0.04436066547803283 -TBC1D10A LRRC36 0.04429830423013209 -MTOR AXIN1 0.04425202797698011 -CASP9 ACOT6 0.04414664330315436 -CCNB2 DLL1 0.044143511329637265 -PCNA PNMA8C 0.04369759395094982 -DLL1 IRF9 0.04369655392941634 -EIF2AK3 MTOR 0.04351169410126801 -CLCN3 TGFBRAP1 0.0433134439939217 -CHEK2 RELB 0.043262661930466406 -LRP6 EGFR 0.043224124427067315 -ADAM17 KCNJ8 0.04305589595666919 -HIF1A ZBTB24 0.04302906299376149 -CASP9 SRF 0.042932724214896814 -CLCN3 ARHGEF28 0.042463931818281946 -REL PRDM14 0.04238821316397782 -RACK1 TBC1D10A 0.04230721594138871 -TCF7L2 MARCKSL1 0.042099185433065435 -IKBKB TRMT44 0.04207140590023666 -ZNF652 B4GALNT3 0.04196065558294498 -NOTCH1 DPYSL3 0.041937348674764945 -ZNF774 MGA 0.04185398270922371 -DLL1 B4GALNT3 0.041574557121634756 -CDKN1A STAU1 0.041518930636086304 -CASP3 NME8 0.04146500458206352 -MAP3K7 CBX6 0.04139598702675835 -PTPN7 CD55 0.04129319410871113 -SAA4 PRTFDC1 0.0412795038720974 -NOTCH1 UBQLN2 0.04127821136107493 -PRDM14 UBAP2L 0.04114379828430538 -PNMA8C TGFBRAP1 0.04101018740373249 -GADD45A MSLN 0.04098721200812989 -ZNF774 RFX8 0.040932285979885685 -CHEK1 KRAS 0.0408615236167968 -TCTN1 PRTFDC1 0.04031308583274769 -TP53 IKBKG 0.0402273278261747 -EGR1 ZNF774 0.04021991266592672 -GUF1 SPAG6 0.040187166022812575 -CD55 PAX5 0.040090997661323825 -MMADHC CXCL17 0.04002550541637292 -SRF UBQLN2 0.04000147041044312 -NFKB1 FAS 0.03993462266110683 -STAT3 GDPD5 0.0399012498844792 -CREB1 ADAM17 0.039846896910226644 -SDSL TGFBRAP1 0.03982556650257876 -HES1 ATF4 0.03950973595470161 -RBPJ SMAD4 0.039414250548021175 -TRAF3 SP1 0.039331844242231385 -DPPA4 PTK7 0.039186810811128694 -CDC20 PTPN7 0.03911962666245674 -FOS ARHGEF28 0.03889991937867259 -AKT1 UBAP2L 0.03886806326531971 -CHEK2 SOX2 0.03884381672795555 -MAP3K2 FOS 0.0386689009582146 -CCNA2 CASP3 0.03865726064637357 -CCNB2 RELA 0.038303516932028 -EVPL LARGE1 0.0381575246147599 -PTEN LRP6 0.038035905726326764 -KCNJ8 PPP1R13B 0.037931208581952834 -JAG1 CLCN3 0.037887973542744126 -MGAT4B TGFBRAP1 0.03767222135831568 -CCNA2 ATF4 0.03758139812888128 -PIK3CB AKT2 0.03747513016111831 -STAT1 TCEA3 0.037447468401803005 -HIF1A RBPJ 0.03737722027456607 -MYC CAB39L 0.03737200562596581 -BAX LIN28A 0.03730839192781045 -ATR SLC25A38 0.0372868058959459 +SOX2 CALM3 0.045444623091527865 +TRAF3 TBC1D10A 0.04520865691666422 +MMADHC UNC13D 0.04495349288664926 +GADD45A LRRC36 0.044874656617160766 +DPPA4 TMX3 0.04481127719868455 +BRAF AKT1 0.044411778604902113 +DUSP6 TBC1D10A 0.04439317735692946 +HOMER1 LARGE1 0.04436066547803065 +TBC1D10A LRRC36 0.04429830423013081 +MTOR AXIN1 0.044252027976982314 +CASP9 ACOT6 0.04414664330315527 +CCNB2 DLL1 0.04414351132963608 +PCNA PNMA8C 0.04369759395095013 +DLL1 IRF9 0.043696553929415155 +EIF2AK3 MTOR 0.04351169410126585 +CLCN3 TGFBRAP1 0.04331344399392169 +CHEK2 RELB 0.043262661930464234 +LRP6 EGFR 0.04322412442706475 +ADAM17 KCNJ8 0.04305589595666788 +HIF1A ZBTB24 0.04302906299376147 +CASP9 SRF 0.0429327242148941 +CLCN3 ARHGEF28 0.04246393181828316 +REL PRDM14 0.04238821316397638 +RACK1 TBC1D10A 0.04230721594138873 +TCF7L2 MARCKSL1 0.042099185433066066 +IKBKB TRMT44 0.04207140590023531 +ZNF652 B4GALNT3 0.04196065558294499 +NOTCH1 DPYSL3 0.04193734867476799 +ZNF774 MGA 0.04185398270922078 +DLL1 B4GALNT3 0.041574557121633576 +CDKN1A STAU1 0.041518930636085395 +CASP3 NME8 0.04146500458206447 +MAP3K7 CBX6 0.041395987026758355 +PTPN7 CD55 0.04129319410871076 +SAA4 PRTFDC1 0.04127950387209709 +NOTCH1 UBQLN2 0.041278211361075685 +PRDM14 UBAP2L 0.041143798284304665 +PNMA8C TGFBRAP1 0.041010187403732495 +GADD45A MSLN 0.040987212008129284 +ZNF774 RFX8 0.04093228597988475 +TCTN1 PRTFDC1 0.04031308583274454 +TP53 IKBKG 0.04022732782617827 +EGR1 ZNF774 0.04021991266592443 +GUF1 SPAG6 0.04018716602281186 +CD55 PAX5 0.040090997661323485 +MMADHC CXCL17 0.0400255054163729 +SRF UBQLN2 0.04000147041044241 +NFKB1 FAS 0.03993462266110625 +STAT3 GDPD5 0.03990124988447761 +CREB1 ADAM17 0.03984689691022589 +SDSL TGFBRAP1 0.03982556650257663 +JAK2 CDH1 0.03963453747944808 +CREB1 EVPL 0.039618011439073175 +HES1 ATF4 0.03950973595470292 +RBPJ SMAD4 0.039414250548020405 +TRAF3 SP1 0.039331844242229186 +DPPA4 PTK7 0.03918681081112711 +CDC20 PTPN7 0.03911962666245638 +FOS ARHGEF28 0.038899919378673806 +AKT1 UBAP2L 0.03886806326531936 +CHEK2 SOX2 0.03884381672795618 +MAP3K2 FOS 0.03866890095821597 +CCNA2 CASP3 0.03865726064637285 +CCNB2 RELA 0.03830351693202801 +PTEN LRP6 0.038035905726328735 +KCNJ8 PPP1R13B 0.03793120858195153 +JAG1 CLCN3 0.0378879735427456 +MGAT4B TGFBRAP1 0.03767222135831531 +CCNA2 ATF4 0.03758139812888391 +PIK3CB AKT2 0.037475130161118676 +STAT1 TCEA3 0.03744746840180365 +HIF1A RBPJ 0.037377220274563625 +MYC CAB39L 0.037372005625966556 +BAX LIN28A 0.03730839192780925 +ATR SLC25A38 0.03728680589594476 TP53 ATF4 0.03706349248709172 -JUN RHOC 0.03700751890437752 +JUN RHOC 0.03700751890437595 BAX TACR3 0.03691877470877711 -SLC25A38 CAB39L 0.03678657679355188 -MKI67 SDSL 0.036690502297533324 +SLC25A38 CAB39L 0.03678657679355263 +JAK2 SUB1 0.03672498365127871 +MKI67 SDSL 0.0366905022975315 CASP8 SUB1 0.03664927369651366 -TCF7L2 ARHGEF28 0.03661784719371679 -IKBKB RGL1 0.0365002693873743 -MDM2 MVK 0.03648297156332727 -GADD45A BAD 0.036440453567297824 -AKT2 TRAF2 0.0364132750249549 -AKT1 LRRC36 0.03610341304349109 -MKI67 HOMER1 0.036034924433369094 -DUSP6 RMC1 0.036020009919364396 -CCNA2 BAD 0.03594544401719977 -GSK3B B3GAT2 0.03590043330359378 -TRAF3 LIN28A 0.03565676775151985 -BCL2L11 KRAS 0.035587966877382866 -MYC MGA 0.035449207075430554 -BRAF KLF11 0.0353698399106981 -TCTN1 MDH2 0.035329450963697606 -ATP6V0D1 DPYSL3 0.03479156354208202 -TRAF2 SMAD4 0.03454862447529739 -EGFR ZYG11A 0.034502788858671925 -PIK3CB CS 0.03433230306031732 -CASP8 TYK2 0.03424537160622206 -PIK3CB NME8 0.03415869048784006 -TP53 BCL2L11 0.034123623067228465 -TYK2 ACOT6 0.03392825159045635 -MYC JUN 0.033777882447234224 -CCNB2 CDK2 0.03358195253291819 -BRAF CDH1 0.033575377861317326 -SNX25 ZNF652 0.03352017395907957 -TP53 SPATS1 0.033284428034348626 -PIK3CB SHARPIN 0.03297999573868104 -FOXO3 KLF11 0.03276958642562132 -MCM5 SOCS3 0.03254444485325227 -LIN28A CEACAM19 0.03246016992545186 -CDK2 UNC13D 0.03221969657021485 -NME1 FNIP1 0.03214756395696731 -PTEN SNX25 0.032096683593482056 -CDK2 MCM5 0.031998046032954884 -MAPK1 ADAM17 0.031989001625337056 -DPPA4 SASS6 0.031786626544309214 -TYK2 RFX8 0.031728530040572966 -CCNB1 RELA 0.0316815710339235 -CCNA2 KLF11 0.031675301237600276 -TACR3 ACOT6 0.031639076597100496 -EGFR CLCN3 0.03143462774660122 -FOXO3 IRF9 0.03134095052544851 -IKBKB LANCL2 0.03130803313531498 -DPPA4 RFX8 0.0312891415534897 -CASP8 APC 0.03128600571387648 -PIK3CB RELB 0.031214476982274964 -PTEN PNMA8C 0.03117043366358531 -ATF6 FNDC7 0.031114147597883102 +TCF7L2 ARHGEF28 0.036617847193718 +IKBKB RGL1 0.03650026938737216 +MDM2 MVK 0.036482971563328775 +GADD45A BAD 0.0364404535672972 +AKT2 TRAF2 0.036413275024955075 +AKT1 LRRC36 0.036103413043489796 +MKI67 HOMER1 0.03603492443336846 +DUSP6 RMC1 0.03602000991936372 +PCNA KRAS 0.036017216846079246 +CCNA2 BAD 0.0359454440171984 +GSK3B B3GAT2 0.03590043330359316 +TRAF3 LIN28A 0.035656767751520504 +MYC MGA 0.035449207075432525 +BRAF KLF11 0.03536983991069265 +TCTN1 MDH2 0.03532945096369907 +ATP6V0D1 DPYSL3 0.034791563542082016 +TRAF2 SMAD4 0.03454862447529552 +EGFR ZYG11A 0.03450278885867191 +PIK3CB CS 0.034332303060318294 +CASP8 TYK2 0.03424537160622392 +PIK3CB NME8 0.03415869048784101 +TP53 BCL2L11 0.03412362306723007 +RPTOR HEBP2 0.03402375846605394 +TYK2 ACOT6 0.03392825159045726 +MYC JUN 0.03377788244723351 +APC CHMP4B 0.03360521005200622 +CCNB2 CDK2 0.0335819525329182 +BRAF CDH1 0.03357537786131546 +SNX25 ZNF652 0.03352017395908238 +TP53 SPATS1 0.03328442803434861 +PIK3CB SHARPIN 0.0329799957386857 +FOXO3 KLF11 0.03276958642562412 +MCM5 SOCS3 0.032544444853253 +LIN28A CEACAM19 0.03246016992545154 +CDK2 UNC13D 0.03221969657021579 +NME1 FNIP1 0.032147563956965095 +PTEN SNX25 0.032096683593482715 +CDK2 MCM5 0.03199804603295749 +MAPK1 ADAM17 0.03198900162533631 +DPPA4 SASS6 0.03178662654431145 +TYK2 RFX8 0.03172853004057203 +CCNB1 RELA 0.031681571033922926 +CCNA2 KLF11 0.031675301237597944 +TACR3 ACOT6 0.03163907659710141 +EGFR CLCN3 0.03143462774660185 +CASP8 APC 0.03142478915555248 +FOXO3 IRF9 0.03134095052545061 +IKBKB LANCL2 0.0313080331353121 +DPPA4 RFX8 0.03128914155348876 +KRAS TYK2 0.03128750940298316 +PIK3CB RELB 0.031214476982278194 +PTEN PNMA8C 0.031170433663585313 +ATF6 FNDC7 0.031114147597884452 GATA2 GDPD5 0.031012682146271592 -PIK3CB DLL1 0.030891797287800574 -BCL2L11 EN1 0.03082982183626974 -TCF7L2 KIF9 0.030795629841866148 -MAPK3 DLL1 0.03073958874107963 -RACK1 MMADHC 0.030704269609622227 -MST1R FNIP1 0.03057977174704795 -CEACAM19 SGCB 0.03034122907317665 -TRAF2 RHOC 0.030309144886788382 -MDM2 TMCO4 0.03001149796984313 -MAP3K2 NOTCH1 0.029761113119828146 -EGR1 RGL1 0.029612702770325714 -IDH3B MVK 0.029327455872473925 +MAP3K7 JAK2 0.0309613758977861 +PIK3CB DLL1 0.0308917972877994 +BCL2L11 EN1 0.030829821836269443 +TCF7L2 KIF9 0.030795629841869492 +MAPK3 DLL1 0.030739588741078454 +RACK1 MMADHC 0.030704269609620815 +MST1R FNIP1 0.03057977174704592 +CEACAM19 SGCB 0.03034122907317792 +TRAF2 RHOC 0.030309144886786505 +MDM2 TMCO4 0.03001149796984314 +MAP3K2 NOTCH1 0.029761113119827057 +EGR1 RGL1 0.0296127027703251 +IDH3B MVK 0.02932745587247403 VIM PPP1R13B 0.029233234960657144 -MAP3K7 SASS6 0.029200454938257445 -AKT2 KLF11 0.02891322219875405 -CAB39L CS 0.028896133632931014 -TMX3 SUB1 0.02884998411715511 -NME1 TMX3 0.028659600939883585 -LANCL2 ZNF774 0.028612090801116475 -ATM ATR 0.028546136808046265 -ATP6V0D1 MSLN 0.028536028694758044 -AXIN1 FAS 0.028480381567050735 -EGR1 HOMER1 0.028312102584163567 +MAP3K7 SASS6 0.02920045493826117 +AKT2 KLF11 0.02891322219875442 +CAB39L CS 0.02889613363293198 +TMX3 SUB1 0.028849984117155857 +NME1 TMX3 0.028659600939882814 +LANCL2 ZNF774 0.028612090801115493 +ATM ATR 0.0285461368080456 +ATP6V0D1 MSLN 0.028536028694757444 +AXIN1 FAS 0.028480381567048976 +EGR1 HOMER1 0.028312102584163563 STAT3 PNMA8C 0.02819587508147299 -FOS SPATS1 0.028186240205814287 -TAX1BP1 GUF1 0.028071845839676642 -BRAF HSP90AB1 0.027937315445272625 -RELB ATF4 0.02791359246829118 -SMAD4 ACOT6 0.027911137867540153 -EIF2AK3 JAG1 0.02768295376413354 -MCM5 PPP1R13B 0.027652182456210206 -SOCS3 GUF1 0.027627210024607263 -HIF1A TGFBRAP1 0.027422242265976015 -FNIP1 HEBP2 0.027364463260419577 -AKT2 LRRC36 0.027350672188498577 -SLC26A4 HOMER1 0.027186346665063296 -CREB1 TYK2 0.026893205349570844 -CTNNB1 DPYSL3 0.026732454355088572 -POU5F1 MVK 0.026728499743375912 -EIF2AK3 TAX1BP1 0.02649655854984257 -IKBKG CHCHD4 0.026493934653226324 -CTNNB1 STAU1 0.02645698863173734 -MAPK1 GUF1 0.026418592079331872 -BCL2L11 DLL1 0.026380686573162258 -APC UBAP2L 0.026062269460598454 -ZYG11A ITGB5 0.02604960604638617 -RGL1 SUB1 0.025925874986701552 -KIF9 GEMIN5 0.025858671910544882 -MMADHC CHCHD4 0.025580102809784556 -SP1 PNMA8C 0.02552867728845147 -FLNB CBX6 0.025224177410146792 -ATR TMCO4 0.025200531007138087 -MTOR MDH2 0.025148829866155364 -UNC13D KLF11 0.024915680303492154 -CASP3 RYR1 0.024666208110402214 -ATP6V0D1 KLF11 0.024661851499040696 -NANOG B4GALNT3 0.02465022051088496 -POU5F1 ZYG11A 0.024287546815058892 -ATF4 FNDC7 0.024153020884717085 -SOCS3 JMJD6 0.02414372859089873 -TYK2 PTK7 0.024013466026926743 -AKT2 LANCL2 0.023864462737388785 -NR1I2 LARGE1 0.023863143283913958 -ACY3 JMJD6 0.023816752774659146 -SHARPIN PTK7 0.02379392344535028 -STAT3 B3GAT2 0.02344788890624276 -ADAM17 ANKRD49 0.023430073109937968 -RHOC TBC1D10A 0.02320881328216406 -CDH1 SNX25 0.02310679535810684 -SUB1 ZNF687 0.023095979043000658 -CHUK EGFR 0.023076537087341385 -TACR3 MGA 0.023033473026668583 -TACR3 STAU1 0.022945127812642678 -CCNB2 TCF7L2 0.022839322971571197 -SOX2 PRDM14 0.022809184140388333 -RAF1 MGAT4B 0.022782725734796557 -CTNNB1 PPP1R13B 0.022716234045767617 -HES1 GEMIN5 0.02268381511367098 -SRF DPPA4 0.022504208804272674 -GADD45A CXCL17 0.0223856963202548 -PIK3CB SLC25A38 0.022323555300252627 -JAG1 DPPA4 0.02209247586871532 -SNX25 ZNF774 0.021949499930225467 -EGR1 CDH1 0.021727701751672664 -CDH1 ATP6V0D1 0.021661184537022087 -GSK3B MGA 0.02165343008175176 -ATP6V0D1 UNC13D 0.021267593651856667 -MST1R TAX1BP1 0.02103608398274463 -ERBB2 PAX5 0.020996403871678716 -ITGB5 MID2 0.020795014584357712 -EIF2AK3 ATF4 0.020485177157560368 -MGAT4B SAA4 0.020385631840460654 -RELA HEBP2 0.02036467925935488 -NFKBIA HOMER1 0.02022658127117981 -PIK3CB MST1R 0.020043477311782045 -MAP3K2 B4GALNT3 0.019978415953287157 -RAF1 MYC 0.01996830166349705 -DPYSL3 NR1I2 0.01991919711066694 -MGAT4B ANKRD49 0.01991903624565894 -JUN ACY3 0.01991421885577178 -CLCN3 KLF11 0.019612838986331715 -PIK3CA NOTCH1 0.01958369831780694 -MMADHC SAA4 0.01948240328661479 -AKT2 MST1R 0.01944008775509632 -CREB1 EVPL 0.019402949111760052 -FOXO3 MVK 0.019205557916031384 -IRF9 TCEA3 0.0190972993722856 -SHB PPP1R13B 0.018868558492426895 -FOXO3 ACY3 0.01873215805115706 -SRF B4GALNT3 0.018656244989485093 -TBC1D10A SPAG6 0.01852056140162118 -JAK2 CDH1 0.018440091784870254 -TYK2 NME1 0.018387565646133794 -SPATS1 RYR1 0.018269212557409466 -EIF2AK3 MSLN 0.018187177974149073 -STAT3 LIN28A 0.01802784072357389 -TP53 DPYSL3 0.017997463681945883 -PTEN REL 0.017709321047781224 -MAP3K7 PRDM14 0.017547579680365563 -DLL1 PAX5 0.017321837666177564 -SUB1 LARGE1 0.017299296529594332 -GSK3B SHB 0.017272554377894416 -UBAP2L PNMA8C 0.01718343688569221 -IRF9 CS 0.017083020261399115 -SLC25A38 ARHGEF28 0.01706881593062882 -PTEN TRAF6 0.017005366093301902 -GADD45A MID2 0.016915436593388698 -KLF11 FLNB 0.016622659240992627 -CHEK1 STAT1 0.016614290011415022 -IRF1 ANKRD49 0.016150718891100327 -CDC20 SPATS1 0.016060535187721704 -PIK3CA PAX5 0.015997117031299003 -ZBTB24 FLNB 0.015956554501801085 -CDH1 ARHGEF4 0.015817068109293488 -DLL1 SGCB 0.015762087193506084 +FOS SPATS1 0.028186240205814277 +TAX1BP1 GUF1 0.02807184583967816 +BRAF HSP90AB1 0.027937315445270013 +RELB ATF4 0.027913592468291837 +SMAD4 ACOT6 0.02791113786754076 +EIF2AK3 JAG1 0.027682953764129527 +MCM5 PPP1R13B 0.0276521824562102 +SOCS3 GUF1 0.02762721002460878 +HIF1A TGFBRAP1 0.027422242265976924 +FNIP1 HEBP2 0.027364463260417922 +AKT2 LRRC36 0.027350672188497297 +SLC26A4 HOMER1 0.027186346665064268 +CREB1 TYK2 0.026893205349571618 +CTNNB1 DPYSL3 0.026732454355090148 +POU5F1 MVK 0.026728499743372935 +EIF2AK3 TAX1BP1 0.02649655854983965 +IKBKG CHCHD4 0.02649393465322558 +CTNNB1 STAU1 0.026456988631737333 +MAPK1 GUF1 0.026418592079333388 +BCL2L11 DLL1 0.02638068657316254 +ZYG11A ITGB5 0.026049606046384403 +RGL1 SUB1 0.025925874986700324 +KIF9 GEMIN5 0.025858671910542547 +MMADHC CHCHD4 0.025580102809783813 +SP1 PNMA8C 0.025528677288452695 +FLNB CBX6 0.025224177410143853 +ATR TMCO4 0.025200531007136064 +MTOR MDH2 0.02514882986615428 +UNC13D KLF11 0.02491568030349309 +CASP3 RYR1 0.024666208110404698 +ATP6V0D1 KLF11 0.024661851499043003 +NANOG B4GALNT3 0.024650220510887336 +POU5F1 ZYG11A 0.024287546815057674 +ATF4 FNDC7 0.02415302088471843 +SOCS3 JMJD6 0.024143728590898736 +TYK2 PTK7 0.02401346602692674 +AKT2 LANCL2 0.023864462737389524 +NR1I2 LARGE1 0.023863143283912504 +ACY3 JMJD6 0.02381675277465848 +SHARPIN PTK7 0.02379392344534942 +STAT3 B3GAT2 0.023447888906242147 +ADAM17 ANKRD49 0.02343007310993721 +RHOC TBC1D10A 0.02320881328216466 +CDH1 SNX25 0.023106795358108244 +SUB1 ZNF687 0.023095979043001393 +CHUK EGFR 0.023076537087340105 +TACR3 MGA 0.023033473026669568 +TACR3 STAU1 0.02294512781264267 +CCNB2 TCF7L2 0.022839322971572654 +SOX2 PRDM14 0.022809184140387614 +RAF1 MGAT4B 0.022782725734796182 +CTNNB1 PPP1R13B 0.02271623404576761 +HES1 GEMIN5 0.02268381511367176 +SRF DPPA4 0.022504208804271092 +GADD45A CXCL17 0.022385696320254788 +PIK3CB SLC25A38 0.02232355530025366 +JAG1 DPPA4 0.022092475868712155 +SNX25 ZNF774 0.021949499930221557 +EGR1 CDH1 0.021727701751674208 +CDH1 ATP6V0D1 0.021661184537024397 +GSK3B MGA 0.021653430081751752 +ATP6V0D1 UNC13D 0.0212675936518576 +MST1R TAX1BP1 0.0210360839827426 +ERBB2 PAX5 0.020996403871678383 +ITGB5 MID2 0.020795014584358437 +EIF2AK3 ATF4 0.02048517715756168 +MGAT4B SAA4 0.020385631840460338 +RELA HEBP2 0.020364679259352394 +NFKBIA HOMER1 0.0202265812711782 +PIK3CB MST1R 0.020043477311779724 +MAP3K2 B4GALNT3 0.019978415953288527 +RAF1 MYC 0.019968301663497043 +DPYSL3 NR1I2 0.01991919711066566 +MGAT4B ANKRD49 0.019919036245658564 +JUN ACY3 0.019914218855770778 +CLCN3 KLF11 0.019612838986331708 +PIK3CA NOTCH1 0.01958369831780922 +MMADHC SAA4 0.019482403286614474 +AKT2 MST1R 0.019440087755095457 +FOXO3 MVK 0.019205557916032786 +IRF9 TCEA3 0.01909729937228625 +SHB PPP1R13B 0.018868558492422898 +FOXO3 ACY3 0.01873215805115639 +SRF B4GALNT3 0.018656244989483508 +TBC1D10A SPAG6 0.018520561401620464 +KRAS KLF11 0.01849405389384233 +TYK2 NME1 0.018387565646136448 +SPATS1 RYR1 0.01826921255740946 +EIF2AK3 MSLN 0.01818717797414847 +STAT3 LIN28A 0.01802784072356912 +TP53 DPYSL3 0.017997463681946598 +NFKBIA RMC1 0.01776951597167192 +PTEN REL 0.017709321047779253 +MAP3K7 PRDM14 0.017547579680364845 +DLL1 PAX5 0.01732183766617723 +SUB1 LARGE1 0.01729929652959142 +GSK3B SHB 0.017272554377893753 +UBAP2L PNMA8C 0.017183436885693123 +IRF9 CS 0.01708302026139848 +SLC25A38 ARHGEF28 0.01706881593063004 +PTEN TRAF6 0.01700536609329993 +GADD45A MID2 0.016915436593390266 +RPTOR ZNF652 0.01678863619998116 +KLF11 FLNB 0.016622659240994632 +CHEK1 STAT1 0.016614290011416066 +IRF1 ANKRD49 0.016150718891100323 +CDC20 SPATS1 0.016060535187721697 +PIK3CA PAX5 0.015997117031298674 +ZBTB24 FLNB 0.015956554501801078 +CDH1 ARHGEF4 0.01581706810929418 +DLL1 SGCB 0.015762087193503457 VIM ZBTB24 0.015709018136061542 -JMJD6 RACK1 0.01570092797186865 -CDKN1A LARGE1 0.015589475314003145 -JAK2 SUB1 0.01548868784882297 -AKT2 TMX3 0.015397978896746755 -KLF11 TMX3 0.01526847797154923 -NFKBIA VIM 0.015099343433299398 -DPYSL3 ANKRD49 0.014790659375712027 -MKI67 TYK2 0.01459913222983996 -MYC STAU1 0.01442031256239694 -NFKBIA KLF11 0.013884423908303014 -LANCL2 CLCN3 0.013808822411710735 -SGCB TBC1D10A 0.013631611846599617 -IKBKG GATA2 0.013599540182007146 -MAPK3 IRF1 0.01349048846889136 -BRAF BATF3 0.013309172272946748 -RBPJ EGFR 0.013236208976321821 -NOTCH1 LARGE1 0.013068421422300455 -SMAD4 RHOC 0.013025389370576491 -IKBKB ATF4 0.012740552884919406 +JMJD6 RACK1 0.015700927971867232 +CDKN1A LARGE1 0.015589475314004968 +AKT2 TMX3 0.015397978896747126 +KLF11 TMX3 0.015268477971549996 +NFKBIA VIM 0.01509934343329824 +SMAD4 RMC1 0.014890106420416329 +DPYSL3 ANKRD49 0.014790659375714747 +MKI67 TYK2 0.014599132229838694 +MYC STAU1 0.014420312562393409 +NFKBIA KLF11 0.013884423908305018 +LANCL2 CLCN3 0.01380882241171221 +SGCB TBC1D10A 0.013631611846600394 +IKBKG GATA2 0.013599540182007147 +MAPK3 IRF1 0.013490488468894168 +BRAF BATF3 0.013309172272944118 +RBPJ EGFR 0.013236208976323096 +NOTCH1 LARGE1 0.013068421422296814 +SMAD4 RHOC 0.013025389370574925 +IKBKB ATF4 0.012740552884920717 MAPK3 IKBKB 0.012669505195737661 -GADD45A ARHGEF28 0.01260008000370874 -CDH2 TBC1D10A 0.012582444917867447 -MCM2 MAP3K2 0.012522999949513166 -AXIN1 NME1 0.012280683885471143 -STAT1 CS 0.012227488777836104 -GSK3B FAS 0.012137879586232289 -ZYG11A SASS6 0.012125341958529955 -GADD45A CDH2 0.011769038641701984 -AKT1 SLC25A38 0.011730007222354595 -CDC20 UNC13D 0.011575104698148198 -PIK3CB SMAD4 0.011520762385472172 -SUB1 NME8 0.011350082471992014 -CASP3 KCNJ8 0.01134188891809927 -MARCKSL1 UBQLN2 0.011317858404898844 -CDK2 EGFR 0.011153280097304251 -PIK3CA AKT2 0.011053281958785667 +GADD45A ARHGEF28 0.012600080003709957 +CDH2 TBC1D10A 0.012582444917865141 +MCM2 MAP3K2 0.012522999949514536 +AXIN1 NME1 0.012280683885471879 +STAT1 CS 0.01222748877783739 +GSK3B FAS 0.012137879586233757 +ZYG11A SASS6 0.012125341958532189 +GADD45A CDH2 0.01176903864169814 +AKT1 SLC25A38 0.011730007222353527 +CDC20 UNC13D 0.01157510469814913 +PIK3CB SMAD4 0.011520762385477912 +SUB1 NME8 0.011350082471992965 +CASP3 KCNJ8 0.011341888918097965 +MARCKSL1 UBQLN2 0.011317858404896674 +CDK2 EGFR 0.011153280097304248 +PIK3CA AKT2 0.01105328195878678 CASP8 MAPK3 0.010750982211835793 -CDK2 LRRC36 0.010728445557214195 -IKBKB BATF3 0.010716050315147599 -FOXO3 TYK2 0.01070959137907077 -ZBTB24 PNMA8C 0.010686717661372682 -CCNB1 TACR3 0.010675074692256675 -RPTOR HEBP2 0.010610450304711052 -NFKB1 CDH1 0.010557306013311429 -HES1 EGR1 0.010324177470911612 -SHB SUB1 0.010228783243966687 -SMAD4 ARHGEF4 0.010226642607538456 -SRF MVK 0.010020219181102958 -NANOG RFX8 0.010018926650179892 -CDK2 IRF1 0.009991376405660415 -AKT1 SOX2 0.009937434804300519 -CCNB2 SGCB 0.009927964498449415 -LANCL2 PRTFDC1 0.009841940469319592 -HES1 DNAJC30 0.009832158842981767 -STAT3 MST1R 0.009809863293333781 -ZFP42 MVK 0.009686877649734185 -SOCS3 CALM3 0.009257679440195347 -UBAP2L RFX8 0.009239115777629854 -CHEK2 ARHGEF4 0.009231999625907681 -UBQLN2 TBC1D10A 0.009193452851940497 -CLCN3 LARGE1 0.009151228206729523 -JMJD6 MID2 0.009117268563356772 -SPATS1 TAX1BP1 0.008813275948966177 -CCNA2 MGAT4B 0.008777224604096254 +CDK2 LRRC36 0.010728445557213553 +IKBKB BATF3 0.010716050315147595 +FOXO3 TYK2 0.010709591379072172 +ZBTB24 PNMA8C 0.010686717661372684 +CCNB1 TACR3 0.010675074692256098 +NFKB1 CDH1 0.01055730601331308 +HES1 EGR1 0.01032417747091161 +SHB SUB1 0.01022878324396402 +SMAD4 ARHGEF4 0.010226642607538111 +SRF MVK 0.010020219181106129 +NANOG RFX8 0.010018926650178946 +CDK2 IRF1 0.00999137640566104 +AKT1 SOX2 0.009937434804301232 +CCNB2 SGCB 0.009927964498450962 +LANCL2 PRTFDC1 0.009841940469314109 +HES1 DNAJC30 0.009832158842984298 +STAT3 MST1R 0.009809863293331748 +ZFP42 MVK 0.009686877649734187 +SOCS3 CALM3 0.009257679440194537 +UBAP2L RFX8 0.009239115777628593 +CHEK2 ARHGEF4 0.009231999625906298 +UBQLN2 TBC1D10A 0.00919345285194195 +CLCN3 LARGE1 0.009151228206726975 +JMJD6 MID2 0.00911726856335834 +SPATS1 TAX1BP1 0.008813275948966175 +CCNA2 MGAT4B 0.00877722460409588 MAPK3 STAU1 0.008630810174265067 -UBAP2L GDPD5 0.008617509418935698 -ATF4 HOMER1 0.008585809034053335 -VIM SASS6 0.00854095679719894 -RPTOR GEMIN5 0.008472701492436183 -PCNA KRAS 0.008374764071487706 -PTEN LARGE1 0.00822714317672306 -FLNB MID2 0.008187802612988782 -NFKB1 ATP6V0D1 0.008131504516597844 -BCL2L11 MMADHC 0.008087742324745647 -CDK1 AKT2 0.008069948188726235 -KRAS RGL1 0.008004254368600578 -HIF1A TAX1BP1 0.007922787449794301 -APC CHMP4B 0.007885372264141497 -HEBP2 MGA 0.007851560414007343 -PTPN7 AXIN1 0.007724290104113054 -KLF4 ZBBX 0.00756217713186027 -IRF9 UBQLN2 0.007517555105394037 -EGFR ZBTB24 0.007420083648595426 -CDK2 RAF1 0.007364755709818614 -STAU1 GDPD5 0.00735940309235694 -PTK7 GDPD5 0.00732545566406469 -RYR1 ANKRD54 0.007223720643038176 +UBAP2L GDPD5 0.008617509418936365 +ATF4 HOMER1 0.008585809034054646 +VIM SASS6 0.00854095679720087 +RPTOR GEMIN5 0.008472701492433062 +PTEN LARGE1 0.008227143176721605 +FLNB MID2 0.00818780261299035 +JAK2 KLF11 0.008151372862313681 +NFKB1 ATP6V0D1 0.008131504516598175 +BCL2L11 MMADHC 0.008087742324749339 +CDK1 AKT2 0.008069948188725862 +KRAS RGL1 0.00800425436859935 +HIF1A TAX1BP1 0.007922787449795769 +HEBP2 MGA 0.007851560414009653 +PTPN7 AXIN1 0.0077242901041126915 +KLF4 ZBBX 0.007562177131859349 +IRF9 UBQLN2 0.007517555105395489 +APC NFKBIA 0.007507245845815994 +EGFR ZBTB24 0.007420083648595424 +CDK2 RAF1 0.007364755709820207 +STAU1 GDPD5 0.007359403092358494 +PTK7 GDPD5 0.0073254556640646885 +RYR1 ANKRD54 0.0072237206430388135 BAX MAP3K7 0.007009269166318089 -PRDM14 SPAG6 0.006967084721416133 -IRF9 TRAF3 0.00691475350019641 -RPTOR UNC13D 0.006895874707132868 -RBPJ FLNB 0.0068486193569687135 -SHARPIN TBC1D10A 0.0068083667421859695 -TAX1BP1 CXCL17 0.006731893335494629 +PRDM14 SPAG6 0.00696708472141542 +IRF9 TRAF3 0.006914753500198421 +RPTOR UNC13D 0.006895874707133799 +RBPJ FLNB 0.006848619356970264 +SHARPIN TBC1D10A 0.006808366742180772 +TAX1BP1 CXCL17 0.006731893335494626 VIM CALM3 0.006712954715056071 -CHEK2 DNAJC30 0.006663371639993169 -SPATS1 CHCHD4 0.006478756010653528 -PPP1R13B TGFBRAP1 0.0064503373992552465 -CDK1 ZNF774 0.00640460585425993 -NFKBIA SDSL 0.006299382895896718 -JUN CALM3 0.006265621664488345 -GSK3B TBC1D10A 0.0061768445750729735 -MMADHC RFX8 0.006168300139408333 -SP1 TBC1D10A 0.005863231838603435 -TCEA3 ARHGEF4 0.005827685645257154 -SNX25 IDH3B 0.005748894030286997 -ZNF652 TBC1D10A 0.0056737482081745515 -RELA SOX2 0.005637783568286924 -PTPN7 B4GALNT3 0.00563344055031289 -ZFP42 ZNF687 0.005447201855758741 +CHEK2 DNAJC30 0.006663371639993893 +SPATS1 CHCHD4 0.006478756010653525 +PPP1R13B TGFBRAP1 0.006450337399254588 +CDK1 ZNF774 0.006404605854257651 +NFKBIA SDSL 0.006299382895894892 +JUN CALM3 0.0062656216644899594 +GSK3B TBC1D10A 0.006176844575074409 +MMADHC RFX8 0.0061683001394073865 +SP1 TBC1D10A 0.005863231838604165 +TCEA3 ARHGEF4 0.005827685645257804 +SNX25 IDH3B 0.005748894030288404 +ZNF652 TBC1D10A 0.005673748208169938 +RELA SOX2 0.005637783568286137 +PTPN7 B4GALNT3 0.005633440550312529 +ZFP42 ZNF687 0.00544720185575874 MAPK3 DVL2 0.005379837295972445 -REL JUN 0.005302764609628204 -CASP3 CASP9 0.005279306852088974 -CAB39L SASS6 0.0052698599953204745 -FOS FLNB 0.005234001461248674 -HIF1A BRAF 0.005200181515011776 -CHMP4B TCTN1 0.004902374068625846 -TRAF3 FAS 0.0047984471419232145 -AXIN1 ZBBX 0.004575030922011842 -FOXO3 JAG1 0.004412010708143668 -DVL2 JMJD6 0.004255591883271811 +REL JUN 0.005302764609630813 +CASP3 CASP9 0.005279306852091458 +CAB39L SASS6 0.005269859995322748 +FOS FLNB 0.0052340014612464346 +HIF1A BRAF 0.0052001815150117744 +CHMP4B TCTN1 0.004902374068623435 +TRAF3 FAS 0.0047984471419235085 +AXIN1 ZBBX 0.004575030922010921 +FOXO3 JAG1 0.004412010708146468 +DVL2 JMJD6 0.004255591883269724 MKI67 STAT1 0.0041955728389033295 -MST1R CALM3 0.004145805383654496 -IRF1 IKBKB 0.004007782317058594 -SGCB RYR1 0.003987450290772792 -ZBBX CAB39L 0.0038735906957354754 -POU5F1 LRRC36 0.003720108186922876 -STAT3 MMADHC 0.0036259626772669525 -CDH1 CXCL17 0.003623558387628273 -KRAS TYK2 0.003512999571764378 -ZFP42 TCEA3 0.0034520700323171817 -MARCKSL1 TACR3 0.0033589825576512914 -RPTOR PRDM14 0.0032514924314469315 +MST1R CALM3 0.004145805383652461 +IRF1 IKBKB 0.0040077823170598425 +SGCB RYR1 0.003987450290773566 +ZBBX CAB39L 0.0038735906957345556 +POU5F1 LRRC36 0.0037201081869219156 +STAT3 MMADHC 0.0036259626772653613 +CDH1 CXCL17 0.0036235583876282713 +ZFP42 TCEA3 0.003452070032317832 +MARCKSL1 TACR3 0.0033589825576462434 +RPTOR PRDM14 0.0032514924314498315 ATM CREB1 0.003196353245197261 -FOXO3 RBPJ 0.003172382328978752 -HIF1A SAA4 0.002968566592915491 -PTEN HES1 0.002955164921675708 -CHEK1 AKT1 0.002856583043329129 -CDK2 TCEA3 0.0028561338660557972 -REL KCNJ8 0.002740720591575594 -CEACAM19 TACR3 0.0025297954503569957 +FOXO3 RBPJ 0.003172382328980851 +HIF1A SAA4 0.0029685665929151707 +PTEN HES1 0.0029551649216737366 +CHEK1 AKT1 0.0028565830433309094 +CDK2 TCEA3 0.002856133866056772 +REL KCNJ8 0.0027407205915713547 +CEACAM19 TACR3 0.0025297954503560446 MAPK3 MGA 0.002484359857423027 -RBPJ GUF1 0.0023858490983781587 -SGCB GDPD5 0.0023668052625917813 -IDH3B CHMP4B 0.0023659339864159474 -ZFP42 GDPD5 0.00227154455255609 -DUSP6 LRP6 0.0021162417529392305 -CDK1 KCNJ8 0.002089677179557831 -ATR SP1 0.0019380949452019972 -CHUK SDSL 0.0018266816216570532 -IKBKB SPAG6 0.0016037072084375188 -AKT1 PTEN 0.001592000856414965 -MTOR SDSL 0.0010593930105559566 -HIF1A FNDC7 0.0010335723796810305 -CCNB2 PTEN 0.0010040509401764326 -MAP3K7 DLL1 0.0009911297651696124 -MDM2 STAU1 0.0009028541233248857 -BRAF TRMT44 0.0007000879614341532 -MARCKSL1 NME8 0.000590692815120309 -EGR1 ACY3 0.00044909865447402217 -CDKN1A DUSP6 0.0003386405708906078 -BCL2 GUF1 0.00030607906298798777 -SNX25 ZBTB24 0.00030490351444646875 -GSK3B CHCHD4 0.00022056818739710338 -DPPA4 KCNJ8 0.00011625519981503009 -LANCL2 ACOT6 0.00010427360469024321 -JUN KCNJ8 4.708291963985813e-5 +RBPJ GUF1 0.002385849098379684 +SGCB GDPD5 0.002366805262592554 +IDH3B CHMP4B 0.0023659339864152327 +ZFP42 GDPD5 0.0022715445525521506 +DUSP6 LRP6 0.002116241752937229 +CDK1 KCNJ8 0.0020896771795568527 +ATR SP1 0.0019380949452019976 +CHUK SDSL 0.0018266816216549223 +IKBKB SPAG6 0.0016037072084368062 +AKT1 PTEN 0.0015920008564156772 +MTOR SDSL 0.001059393010553521 +HIF1A FNDC7 0.0010335723796823725 +CCNB2 PTEN 0.0010040509401790616 +MAP3K7 DLL1 0.000991129765168448 +MDM2 STAU1 0.0009028541233248855 +BRAF TRMT44 0.0007000879614376647 +MARCKSL1 NME8 0.0005906928151212614 +EGR1 ACY3 0.00044909865447302334 +CDKN1A DUSP6 0.0003386405708903041 +BCL2 GUF1 0.00030607906298994075 +SNX25 ZBTB24 0.0003049035144478736 +GSK3B CHCHD4 0.0002205681873963697 +DPPA4 KCNJ8 0.00011625519981307347 +LANCL2 ACOT6 0.00010427360469144002 +JUN KCNJ8 4.708291963855372e-5 CCNA2 CDK2 0.0 CCNA2 MCM2 0.0 CCNA2 MCM5 0.0 @@ -14323,7 +14296,9 @@ KRAS EIF2AK3 0.0 KRAS CREB1 0.0 KRAS PIK3CA 0.0 KRAS PTEN 0.0 +KRAS APC 0.0 KRAS AXIN1 0.0 +KRAS DVL2 0.0 KRAS TCF7L2 0.0 KRAS JAG1 0.0 KRAS DLL1 0.0 @@ -14335,6 +14310,7 @@ KRAS NFKBIA 0.0 KRAS CHUK 0.0 KRAS IKBKG 0.0 KRAS IKBKB 0.0 +KRAS JAK2 0.0 KRAS KLF4 0.0 KRAS ZFP42 0.0 KRAS ACTB 0.0 @@ -14345,12 +14321,14 @@ KRAS EGFR 0.0 KRAS FOS 0.0 KRAS JUN 0.0 KRAS FAS 0.0 +KRAS EVPL 0.0 KRAS SNX25 0.0 KRAS CD200R1L 0.0 KRAS ATP6V0D1 0.0 KRAS ACY3 0.0 KRAS CEACAM19 0.0 KRAS KIF9 0.0 +KRAS TAGAP 0.0 KRAS IDH3B 0.0 KRAS JMJD6 0.0 KRAS MGAT4B 0.0 @@ -14360,7 +14338,6 @@ KRAS EN1 0.0 KRAS ZBBX 0.0 KRAS ZNF652 0.0 KRAS SPATS1 0.0 -KRAS KLF11 0.0 KRAS SLC25A38 0.0 KRAS KCNJ8 0.0 KRAS CD55 0.0 @@ -14582,7 +14559,9 @@ EIF2AK3 TMCO4 0.0 EIF2AK3 MID2 0.0 EIF2AK3 PAX5 0.0 MAP3K7 AKT1 0.0 +MAP3K7 CTNNB1 0.0 MAP3K7 LRP6 0.0 +MAP3K7 DVL2 0.0 MAP3K7 JAG1 0.0 MAP3K7 NFKB1 0.0 MAP3K7 RELA 0.0 @@ -14597,6 +14576,7 @@ MAP3K7 MARCKSL1 0.0 MAP3K7 SNX25 0.0 MAP3K7 ACY3 0.0 MAP3K7 KIF9 0.0 +MAP3K7 TAGAP 0.0 MAP3K7 SAA4 0.0 MAP3K7 FNDC7 0.0 MAP3K7 CLCN3 0.0 @@ -14608,8 +14588,10 @@ MAP3K7 TRMT44 0.0 MAP3K7 SLC26A4 0.0 MAP3K7 ZYG11A 0.0 MAP3K7 HEBP2 0.0 +MAP3K7 HSP90AB1 0.0 MAP3K7 ACOT6 0.0 MAP3K7 B4GALNT3 0.0 +MAP3K7 RMC1 0.0 MAP3K7 ZBTB24 0.0 MAP3K7 CAB39L 0.0 MAP3K7 MGA 0.0 @@ -15060,6 +15042,8 @@ MTOR ARHGEF4 0.0 MTOR MSLN 0.0 MTOR MID2 0.0 MTOR PAX5 0.0 +RPTOR CTNNB1 0.0 +RPTOR DVL2 0.0 RPTOR NOTCH1 0.0 RPTOR JAG1 0.0 RPTOR IRF1 0.0 @@ -15067,6 +15051,7 @@ RPTOR IRF9 0.0 RPTOR TRAF3 0.0 RPTOR CHUK 0.0 RPTOR IKBKB 0.0 +RPTOR JAK2 0.0 RPTOR STAT1 0.0 RPTOR SOX2 0.0 RPTOR DPPA4 0.0 @@ -15082,18 +15067,20 @@ RPTOR SNX25 0.0 RPTOR ACY3 0.0 RPTOR CEACAM19 0.0 RPTOR KIF9 0.0 +RPTOR TAGAP 0.0 RPTOR IDH3B 0.0 RPTOR JMJD6 0.0 RPTOR SAA4 0.0 RPTOR ZBBX 0.0 -RPTOR ZNF652 0.0 RPTOR SPATS1 0.0 RPTOR KLF11 0.0 RPTOR KCNJ8 0.0 RPTOR SLC26A4 0.0 RPTOR CHMP4B 0.0 RPTOR SDSL 0.0 +RPTOR HSP90AB1 0.0 RPTOR ACOT6 0.0 +RPTOR RMC1 0.0 RPTOR ZBTB24 0.0 RPTOR PNMA8C 0.0 RPTOR MGA 0.0 @@ -15192,7 +15179,9 @@ CTNNB1 PRDM14 0.0 CTNNB1 CDH2 0.0 CTNNB1 EGFR 0.0 CTNNB1 FAS 0.0 +CTNNB1 EVPL 0.0 CTNNB1 MST1R 0.0 +CTNNB1 TAGAP 0.0 CTNNB1 UBQLN2 0.0 CTNNB1 GATA2 0.0 CTNNB1 LANCL2 0.0 @@ -15225,8 +15214,8 @@ APC HES1 0.0 APC IRF1 0.0 APC RELB 0.0 APC REL 0.0 -APC NFKBIA 0.0 APC IKBKB 0.0 +APC JAK2 0.0 APC SOX2 0.0 APC NANOG 0.0 APC LIN28A 0.0 @@ -15238,11 +15227,13 @@ APC EGFR 0.0 APC ERBB2 0.0 APC FAS 0.0 APC SMAD4 0.0 +APC EVPL 0.0 APC MARCKSL1 0.0 APC SNX25 0.0 APC CD200R1L 0.0 APC MST1R 0.0 APC CEACAM19 0.0 +APC TAGAP 0.0 APC RACK1 0.0 APC LANCL2 0.0 APC MMADHC 0.0 @@ -15254,6 +15245,8 @@ APC KCNJ8 0.0 APC TBC1D10A 0.0 APC TRMT44 0.0 APC SDSL 0.0 +APC HSP90AB1 0.0 +APC RMC1 0.0 APC PNMA8C 0.0 APC CAB39L 0.0 APC RYR1 0.0 @@ -15447,6 +15440,7 @@ DVL2 HES1 0.0 DVL2 ADAM17 0.0 DVL2 IRF1 0.0 DVL2 CHUK 0.0 +DVL2 POU5F1 0.0 DVL2 SOX2 0.0 DVL2 NANOG 0.0 DVL2 LIN28A 0.0 @@ -15455,6 +15449,7 @@ DVL2 ACTB 0.0 DVL2 ATF4 0.0 DVL2 SMAD4 0.0 DVL2 ACY3 0.0 +DVL2 TAGAP 0.0 DVL2 UBQLN2 0.0 DVL2 RHOC 0.0 DVL2 MGAT4B 0.0 @@ -16384,7 +16379,6 @@ NFKBIA CALM3 0.0 NFKBIA TBC1D10A 0.0 NFKBIA ZYG11A 0.0 NFKBIA HEBP2 0.0 -NFKBIA RMC1 0.0 NFKBIA CAB39L 0.0 NFKBIA MVK 0.0 NFKBIA GUF1 0.0 @@ -16554,6 +16548,7 @@ JAK2 CD200R1L 0.0 JAK2 ATP6V0D1 0.0 JAK2 KIF9 0.0 JAK2 TCEA3 0.0 +JAK2 TAGAP 0.0 JAK2 JMJD6 0.0 JAK2 DPYSL3 0.0 JAK2 MGAT4B 0.0 @@ -16566,11 +16561,11 @@ JAK2 ZNF652 0.0 JAK2 SPATS1 0.0 JAK2 SGCB 0.0 JAK2 CALM3 0.0 -JAK2 KLF11 0.0 JAK2 SLC26A4 0.0 JAK2 ITGB5 0.0 JAK2 SDSL 0.0 JAK2 ACOT6 0.0 +JAK2 RMC1 0.0 JAK2 CAB39L 0.0 JAK2 MGA 0.0 JAK2 MVK 0.0 @@ -16721,6 +16716,7 @@ POU5F1 JUN 0.0 POU5F1 SNX25 0.0 POU5F1 ATP6V0D1 0.0 POU5F1 CEACAM19 0.0 +POU5F1 TAGAP 0.0 POU5F1 GATA2 0.0 POU5F1 EN1 0.0 POU5F1 ZBBX 0.0 @@ -16732,7 +16728,9 @@ POU5F1 TRMT44 0.0 POU5F1 SLC26A4 0.0 POU5F1 ZNF774 0.0 POU5F1 SDSL 0.0 +POU5F1 HSP90AB1 0.0 POU5F1 B4GALNT3 0.0 +POU5F1 RMC1 0.0 POU5F1 CHCHD4 0.0 POU5F1 PPP1R13B 0.0 POU5F1 PRTFDC1 0.0 @@ -17627,7 +17625,6 @@ SMAD4 FNDC7 0.0 SMAD4 EN1 0.0 SMAD4 ZBBX 0.0 SMAD4 SLC25A38 0.0 -SMAD4 RMC1 0.0 SMAD4 TMX3 0.0 SMAD4 NR1I2 0.0 SMAD4 RFX8 0.0 @@ -17642,6 +17639,7 @@ EVPL SNX25 0.0 EVPL CEACAM19 0.0 EVPL KIF9 0.0 EVPL TCEA3 0.0 +EVPL TAGAP 0.0 EVPL IDH3B 0.0 EVPL JMJD6 0.0 EVPL UBQLN2 0.0 @@ -18210,6 +18208,7 @@ TAGAP SDSL 0.0 TAGAP HSP90AB1 0.0 TAGAP ACOT6 0.0 TAGAP B4GALNT3 0.0 +TAGAP RMC1 0.0 TAGAP ZBTB24 0.0 TAGAP PNMA8C 0.0 TAGAP CAB39L 0.0 @@ -19368,6 +19367,7 @@ SDSL DNAJC30 0.0 SDSL PAX5 0.0 HSP90AB1 ACOT6 0.0 HSP90AB1 B4GALNT3 0.0 +HSP90AB1 RMC1 0.0 HSP90AB1 ZBTB24 0.0 HSP90AB1 MVK 0.0 HSP90AB1 TMX3 0.0 diff --git a/test/bayesian_blocks_tests.jl b/test/bayesian_blocks_tests.jl index 0b40d0c..37fb758 100644 --- a/test/bayesian_blocks_tests.jl +++ b/test/bayesian_blocks_tests.jl @@ -153,3 +153,29 @@ end @test PIDCConfig(bb_backend = :cpu).bb_backend == :cpu @test_throws ArgumentError PIDCConfig(bb_backend = :invalid) end + +@testset "Discretizer fallback writes bin ids in place" begin + # Heavily repeated values make the equal-count edges non-unique, so + # `get_bin_ids!` falls back to uniform width. The fallback must fill the + # caller's `bin_ids` array, exactly as the non-fallback branches do. + values = Float64[fill(0.0, 9); 1.0] + + bin_ids = zeros(Int, length(values)) + number_of_bins = + FastPIDC.get_bin_ids!(values, "uniform_count", 5, bin_ids) + + expected_ids = zeros(Int, length(values)) + expected_bins = + FastPIDC.get_bin_ids!(values, "uniform_width", 5, expected_ids) + + @test number_of_bins == expected_bins + @test bin_ids == expected_ids + @test all(1 .<= bin_ids .<= number_of_bins) + + # The Node constructor tallies frequencies from these ids, so an unfilled + # array would index at zero rather than producing a usable node. + node = Node("G", values, "uniform_count", "maximum_likelihood", 5) + @test node.number_of_bins == expected_bins + @test node.binned_values == expected_ids + @test sum(node.probabilities) ≈ 1.0 +end diff --git a/test/cuda_bayesian_blocks_tests.jl b/test/cuda_bayesian_blocks_tests.jl index dc89af7..163e471 100644 --- a/test/cuda_bayesian_blocks_tests.jl +++ b/test/cuda_bayesian_blocks_tests.jl @@ -155,19 +155,47 @@ if CUDA.functional() end @testset "Bayesian-block backtracking edge cases" begin - @test cuda_ext._change_points_from_last(UInt8[1], 1, 1) == + # The shared CUDA C kernel writes 0-based predecessor indices, so + # these raw back-pointer arrays use the device encoding: a valid + # entry for state `s` lies in 0:(s-1). The resulting 1-based edge + # paths are unchanged. + @test cuda_ext._change_points_from_last(UInt8[0], 1, 1) == Int64[1, 2] - @test cuda_ext._change_points_from_last(UInt8[1, 2], 1, 2) == + @test cuda_ext._change_points_from_last(UInt8[0, 1], 1, 2) == Int64[1, 2, 3] - @test cuda_ext._change_points_from_last(UInt8[1, 1], 1, 2) == + @test cuda_ext._change_points_from_last(UInt8[0, 0], 1, 2) == Int64[1, 3] + # A back-pointer that points forward past its own state. @test_throws ArgumentError cuda_ext._change_points_from_last( - UInt8[1, 0], + UInt8[0, 2], 1, 2, ) end + @testset "Shared kernel entry point selection" begin + @test cuda_ext._bb_kernel_name(UInt8, UInt8) == + "bayesian_blocks_dp_u8_u8" + @test cuda_ext._bb_kernel_name(UInt32, UInt16) == + "bayesian_blocks_dp_u32_u16" + @test cuda_ext._bb_kernel_name(UInt64, UInt64) == + "bayesian_blocks_dp_u64_u64" + # U_g never exceeds the observation count, so a back-pointer type + # wider than the prefix-count type is not instantiated. + @test_throws ArgumentError cuda_ext._bb_kernel_name(UInt8, UInt16) + @test_throws ArgumentError cuda_ext._bb_kernel_name(Int32, UInt8) + + # Every advertised entry point must exist in the compiled module. + md = cuda_ext._get_module() + for count_type in (UInt8, UInt16, UInt32, UInt64), + index_type in (UInt8, UInt16, UInt32, UInt64) + + sizeof(index_type) <= sizeof(count_type) || continue + name = cuda_ext._bb_kernel_name(count_type, index_type) + @test CUDA.CuFunction(md, name) isa CUDA.CuFunction + end + end + @testset "Lightweight U_g bucketing and batching" begin buckets = cuda_ext._bb_quantile_buckets(problems) @test sort(vcat(buckets...)) == collect(eachindex(problems)) diff --git a/test/cuda_numeric_tests.jl b/test/cuda_numeric_tests.jl index 2a450ef..1ae620d 100644 --- a/test/cuda_numeric_tests.jl +++ b/test/cuda_numeric_tests.jl @@ -16,7 +16,7 @@ if CUDA.functional() cuda_ext = Base.get_extension(FastPIDC, :FastPIDCCUDAExt) @test cuda_ext !== nothing - @testset "Compact GPU integer type selection" begin + @testset "Compact Bayesian Blocks GPU integer type selection" begin @test cuda_ext._smallest_unsigned_type(34) == UInt8 @test cuda_ext._smallest_unsigned_type(255) == UInt8 @test cuda_ext._smallest_unsigned_type(256) == UInt16 @@ -26,21 +26,6 @@ if CUDA.functional() @test_throws ArgumentError cuda_ext._smallest_unsigned_type(-1) end - @testset "Compact storage matches Int32 reference" begin - mi_compact, puc_compact = - FastPIDC.compute_puc_full_cuda(nodes, config_cuda, 2) - mi_int32, puc_int32 = cuda_ext._compute_puc_full_cuda_typed( - nodes, - config_cuda, - 2, - Int32, - Int32, - ) - - @test mi_compact == mi_int32 - @test puc_compact == puc_int32 - end - # We need to call the internal matrix generators directly, not just the Network wrapper mi_cpu, puc_cpu = FastPIDC.compute_puc_full(nodes, config = config_cpu, base = 2) mi_gpu, puc_gpu = FastPIDC.compute_puc_full_cuda(nodes, config_cuda, 2.0)