diff --git a/README.md b/README.md index a763c16..94d589b 100644 --- a/README.md +++ b/README.md @@ -3,7 +3,7 @@ [![PyPI](https://img.shields.io/pypi/v/isotools.svg)](https://pypi.org/project/isotools) [![PyPIDownloadsTotal](https://pepy.tech/badge/isotools)](https://pepy.tech/project/isotools) [![Licence: MIT](https://img.shields.io/badge/license-MIT-blue)](https://github.com/HerwigLab/IsoTools2/blob/master/LICENSE.txt) -IsoTools Logo +IsoTools Logo # IsoTools diff --git a/docs/notebooks/01_prepare_data.ipynb b/docs/notebooks/01_prepare_data.ipynb index b770389..90c7046 100644 --- a/docs/notebooks/01_prepare_data.ipynb +++ b/docs/notebooks/01_prepare_data.ipynb @@ -12,7 +12,7 @@ "* Corresponding reference genome sequence in fasta format (and corresponding index)\n", "* Aligned LRTS data in bam format (and corresponding index)\n", "\n", - "In this tutorial, we provide guidelines about how to prepare aligned LRTS read files (.bam) and the reference genome and annotation data. **Subsequent tutorials on IsoTools workflow do not depend on executing these steps**. We have compiled a small pre-processed demonstration data set, based on a subset of the genome ([download link](https://nc.molgen.mpg.de/cloud/index.php/s/zYe7g6qnyxGDxRd)). Below, we document how this example data set was produced. \n", + "In this tutorial, we provide guidelines about how to prepare aligned LRTS read files (.bam) and the reference genome and annotation data. **Subsequent tutorials on IsoTools workflow do not depend on executing these steps**. We have compiled a small pre-processed demonstration data set, based on a subset of the genome ([download link](https://nc.molgen.mpg.de/cloud/index.php/s/Mf2zMePGBzFWFk8)). Below, we document how this example data set was produced. \n", "\n", "In order to prepare the files for IsoTools analysis, the following tools are needed:\n", "\n", @@ -369,6 +369,11 @@ "Please note that when following the PacBio IsoSeq pipeline, resulting sequencing reads are stored in unaligned `bam` files, which need to be formatted in `fastq` before alignment with minimap2. The following command uses the recommended parameters for PacBio isoseq reads (with additional `--MD` for mutation information, which is optional), and sorts the resulting alignment by genomic position. For more details, please refer to the [IsoSeq documentation](https://isoseq.how/)." ] }, + { + "cell_type": "markdown", + "source": "IsoTools supports both PacBio and Oxford Nanopore (ONT) long-read data, including ONT direct RNA sequencing (dRNA). The recommended minimap2 parameters depend on the sequencing protocol:\n\n| Protocol | minimap2 parameters |\n| --- | --- |\n| cDNA_PacBio | `-ax splice:hq -uf` |\n| cDNA_ONT | `-ax splice` |\n| dRNA_ONT | `-ax splice -uf -k14` |\n\nThe command below uses the PacBio Isoseq parameters as an example; substitute the parameters above for ONT cDNA or dRNA data.", + "metadata": {} + }, { "cell_type": "code", "execution_count": null, @@ -561,4 +566,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file diff --git a/docs/notebooks/02_api_vs_cli.ipynb b/docs/notebooks/02_api_vs_cli.ipynb index 8c608ec..08b58f4 100644 --- a/docs/notebooks/02_api_vs_cli.ipynb +++ b/docs/notebooks/02_api_vs_cli.ipynb @@ -12,13 +12,12 @@ "All command line parameters are described in the [CLI section](../isotoolsCLI.html):\n", "\n", "\n", - "To run the commands, need the following **input files** from the [prepared demonstration dataset](https://nc.molgen.mpg.de/cloud/index.php/s/zYe7g6qnyxGDxRd):\n", + "To run the commands, need the following **input files** from the [prepared demonstration dataset](https://nc.molgen.mpg.de/cloud/index.php/s/Mf2zMePGBzFWFk8):\n", "\n", "* sample description file 'encode_samples.tsv'\n", "* six .bam alignment files for the six samples\n", "* six corresponding .bam.bai indices\n", - "* reference annotation file gencode.v42.chr_patch_hapl_scaff.annotation_sorted_chr8.gff3.gz\n", - "* corresponding .gff3.gz.tbi index file\n", + "* reference annotation file gencode.v42.chr_patch_hapl_scaff.annotation_sorted_chr8.gff3.gz (index not required)\n", "* genomic reference file GRCh38.p13.genome_chr8.fa\n", "* corresponding .fai index file\n", "\n", @@ -41,78 +40,415 @@ " * creation of the pkl file can be skipped with --no-pkl\n", " * import of the previous pkl file can be bypassed with the --force-recreate command\n", " * if a pkl file is present, and a sample table containing novel samples is provided, only the novel samples are added\n", - "* the two parameters \"--log\" INFO and \"--progress_bar\" enable readout of the progress. " + "* the \"--log\" INFO parameter enables readout of the progress. A \"--progress_bar\" flag is also available, but omitted in the commands below to keep the notebook output concise." ] }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:31:46.865708Z", + "iopub.status.busy": "2026-08-06T00:31:46.864912Z", + "iopub.status.idle": "2026-08-06T00:34:57.496622Z", + "shell.execute_reply": "2026-08-06T00:34:57.493854Z" + } + }, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "2024-08-13 17:14:37 INFO: This is isotools version 0.3.5rc10\n", - "2024-08-13 17:14:37 INFO: loading transcriptome from ./PacBio_isotools_substantial_isotools.pkl\n", - "2024-08-13 17:14:37 INFO: importing reference from gff3 file gencode.v42.chr_patch_hapl_scaff.annotation_sorted_chr8.gff3.gz\n", - "100%|█████████▉| 2.70M/2.70M [00:02<00:00, 1.23MB/s]\n", - "2024-08-13 17:14:39 INFO: skipped the following categories: {'three_prime_UTR', 'CDS', 'five_prime_UTR'}\n", - "2024-08-13 17:14:39 INFO: collapsed 0 immunoglobulin loci and 0 T-cell receptor loci\n", - "2024-08-13 17:14:39 INFO: adding sample GM12878_a from file ENCFF417VHJ_aligned_mm2_chr8.bam\n", - "100%|██████████| 53.0k/53.0k [00:12<00:00, 4.37kreads/s, chr=KI270757.1]\n", - "2024-08-13 17:14:51 INFO: skipped 113 reads aligned fraction of less than 0.75.\n", - "2024-08-13 17:14:51 INFO: skipped 10940 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n", - "2024-08-13 17:14:51 WARNING: ignored 532 chimeric alignments with only one part aligned to specified chromosomes.\n", - "2024-08-13 17:14:51 INFO: ignoring 2235 chimeric alignments with less than 2 reads\n", - "2024-08-13 17:14:51 INFO: imported 40177 nonchimeric reads (including 14 chained chimeric alignments) and 73 chimeric reads with coverage of at least 2.\n", - "2024-08-13 17:14:51 INFO: adding sample GM12878_b from file ENCFF450VAU_aligned_mm2_chr8.bam\n", - "100%|██████████| 68.3k/68.3k [00:12<00:00, 5.27kreads/s, chr=KI270757.1]\n", - "2024-08-13 17:15:04 INFO: skipped 72 reads aligned fraction of less than 0.75.\n", - "2024-08-13 17:15:04 INFO: skipped 12598 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n", - "2024-08-13 17:15:04 WARNING: ignored 485 chimeric alignments with only one part aligned to specified chromosomes.\n", - "2024-08-13 17:15:04 INFO: ignoring 1275 chimeric alignments with less than 2 reads\n", - "2024-08-13 17:15:04 INFO: imported 54856 nonchimeric reads (including 12 chained chimeric alignments) and 7 chimeric reads with coverage of at least 2.\n", - "2024-08-13 17:15:04 INFO: adding sample GM12878_c from file ENCFF694DIE_aligned_mm2_chr8.bam\n", - "[W::hts_idx_load3] The index file is older than the data file: ENCFF694DIE_aligned_mm2_chr8.bam.bai\n", - "100%|██████████| 90.6k/90.6k [00:15<00:00, 5.94kreads/s, chr=KI270757.1]\n", - "2024-08-13 17:15:20 INFO: skipped 84 reads aligned fraction of less than 0.75.\n", - "2024-08-13 17:15:20 INFO: skipped 17108 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n", - "2024-08-13 17:15:20 WARNING: ignored 456 chimeric alignments with only one part aligned to specified chromosomes.\n", - "2024-08-13 17:15:20 INFO: ignoring 1412 chimeric alignments with less than 2 reads\n", - "2024-08-13 17:15:20 INFO: imported 72445 nonchimeric reads (including 38 chained chimeric alignments) and 12 chimeric reads with coverage of at least 2.\n", - "2024-08-13 17:15:20 INFO: adding sample K562_a from file ENCFF696GDL_aligned_mm2_chr8.bam\n", - "[W::hts_idx_load3] The index file is older than the data file: ENCFF696GDL_aligned_mm2_chr8.bam.bai\n", - "100%|██████████| 77.9k/77.9k [00:16<00:00, 4.78kreads/s, chr=KI270757.1]\n", - "2024-08-13 17:15:36 INFO: skipped 166 reads aligned fraction of less than 0.75.\n", - "2024-08-13 17:15:36 INFO: skipped 14966 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n", - "2024-08-13 17:15:36 WARNING: ignored 1145 chimeric alignments with only one part aligned to specified chromosomes.\n", - "2024-08-13 17:15:36 INFO: ignoring 4547 chimeric alignments with less than 2 reads\n", - "2024-08-13 17:15:36 INFO: imported 59121 nonchimeric reads (including 49 chained chimeric alignments) and 281 chimeric reads with coverage of at least 2.\n", - "2024-08-13 17:15:36 INFO: adding sample K562_b from file ENCFF429VVB_aligned_mm2_chr8.bam\n", - "100%|██████████| 107k/107k [00:20<00:00, 5.08kreads/s, chr=KI270757.1]\n", - "2024-08-13 17:15:57 INFO: skipped 299 reads aligned fraction of less than 0.75.\n", - "2024-08-13 17:15:57 INFO: skipped 23934 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n", - "2024-08-13 17:15:57 WARNING: ignored 2161 chimeric alignments with only one part aligned to specified chromosomes.\n", - "2024-08-13 17:15:58 INFO: ignoring 7465 chimeric alignments with less than 2 reads\n", - "2024-08-13 17:15:58 INFO: imported 76686 nonchimeric reads (including 63 chained chimeric alignments) and 415 chimeric reads with coverage of at least 2.\n", - "2024-08-13 17:15:58 INFO: adding sample K562_c from file ENCFF634YSN_aligned_mm2_chr8.bam\n", - "[W::hts_idx_load3] The index file is older than the data file: ENCFF634YSN_aligned_mm2_chr8.bam.bai\n", - "100%|██████████| 117k/117k [00:20<00:00, 5.56kreads/s, chr=KI270757.1]\n", - "2024-08-13 17:16:19 INFO: skipped 295 reads aligned fraction of less than 0.75.\n", - "2024-08-13 17:16:19 INFO: skipped 30149 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n", - "2024-08-13 17:16:19 WARNING: ignored 2522 chimeric alignments with only one part aligned to specified chromosomes.\n", - "2024-08-13 17:16:19 INFO: ignoring 8023 chimeric alignments with less than 2 reads\n", - "2024-08-13 17:16:19 INFO: imported 80338 nonchimeric reads (including 46 chained chimeric alignments) and 369 chimeric reads with coverage of at least 2.\n", - "100%|██████████| 10801/10801 [01:12<00:00, 149.26genes/s]\n", - "2024-08-13 17:17:31 INFO: adding new filter rule COVERED in transcript context\n", - "2024-08-13 17:17:32 INFO: replaced existing filter rule HIGH_COVER in transcript context\n", - "2024-08-13 17:17:32 INFO: writing transcript table to ./PacBio_isotools_substantial_transcripts.csv\n", - "100%|██████████| 10801/10801 [00:02<00:00, 4251.79genes/s]\n", - "2024-08-13 17:17:34 INFO: writing gtf file to ./PacBio_isotools_substantial_transcripts.gtf\n", - "100%|██████████| 10801/10801 [00:02<00:00, 5087.24genes/s]\n", - "2024-08-13 17:17:37 INFO: saving transcripts as pickle file\n", - "2024-08-13 17:17:37 INFO: saving transcriptome to ./PacBio_isotools_substantial_isotools.pkl\n" + "name": "stdout", + "output_type": "stream", + "text": [ + "2026-08-06 02:31:50 INFO: This is isotools version 2.1.4\n", + "2026-08-06 02:31:50 INFO: loading transcrip" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tome from ./demo_isotools_substantial_isotools.pkl\n", + "2026-08-06 02:31:50 INFO: importing reference fro" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "m gff3 file gencode.v42.chr_patch_hapl_scaff.annotation_sorted_chr8.gff3.gz\n", + "2026-08-06 02:31:53 INFO" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + ": skipped the following categories: dict_keys(['CDS', 'five_prime_UTR', 'three_prime_UTR'])\n", + "2026-08-" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "06 02:31:53 INFO: collapsed 0 immunoglobulin loci and 0 T-cell receptor loci\n", + "2026-08-06 02:31:53 INF" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "O: adding sample GM12878_a from file ENCFF417VHJ_aligned_mm2_chr8.bam\n", + "2026-08-06 02:32:09 INFO: skip" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ped 110 reads aligned fraction of less than 0.75.\n", + "2026-08-06 02:32:09 INFO: skipped 10972 secondary " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n", + "2026-08-06" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 02:32:09 WARNING: ignored 533 chimeric alignments with only one part aligned to specified chromosom" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "es.\n", + "2026-08-06 02:32:09 INFO: ignoring 2231 chimeric alignments with less than 2 reads\n", + "2026-08-06 02" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + ":32:09 INFO: imported 40182 nonchimeric reads (including 14 chained chimeric alignments) and 73 chi" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "meric reads with coverage of at least 2.\n", + "2026-08-06 02:32:09 INFO: adding sample GM12878_b from file" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " ENCFF450VAU_aligned_mm2_chr8.bam\n", + "2026-08-06 02:32:25 INFO: skipped 71 reads aligned fraction of les" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "s than 0.75.\n", + "2026-08-06 02:32:25 INFO: skipped 12700 secondary alignments (0x100), alignment that fa" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "iled quality check (0x200) or PCR duplicates (0x400)\n", + "2026-08-06 02:32:25 WARNING: ignored 484 chimer" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ic alignments with only one part aligned to specified chromosomes.\n", + "2026-08-06 02:32:25 INFO: ignorin" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "g 1273 chimeric alignments with less than 2 reads\n", + "2026-08-06 02:32:25 INFO: imported 54853 nonchimer" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ic reads (including 12 chained chimeric alignments) and 7 chimeric reads with coverage of at least " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.\n", + "2026-08-06 02:32:25 INFO: adding sample GM12878_c from file ENCFF694DIE_aligned_mm2_chr8.bam\n", + "2026" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-08-06 02:32:45 INFO: skipped 85 reads aligned fraction of less than 0.75.\n", + "2026-08-06 02:32:45 INFO:" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " skipped 17261 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR dupl" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "icates (0x400)\n", + "2026-08-06 02:32:45 WARNING: ignored 455 chimeric alignments with only one part align" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ed to specified chromosomes.\n", + "2026-08-06 02:32:45 INFO: ignoring 1410 chimeric alignments with less t" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "han 2 reads\n", + "2026-08-06 02:32:45 INFO: imported 72451 nonchimeric reads (including 38 chained chimer" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ic alignments) and 12 chimeric reads with coverage of at least 2.\n", + "2026-08-06 02:32:45 INFO: adding s" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ample K562_a from file ENCFF429VVB_aligned_mm2_chr8.bam\n", + "2026-08-06 02:33:12 INFO: skipped 297 reads " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "aligned fraction of less than 0.75.\n", + "2026-08-06 02:33:12 INFO: skipped 23990 secondary alignments (0x" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n", + "2026-08-06 02:33:12 WARN" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ING: ignored 2160 chimeric alignments with only one part aligned to specified chromosomes.\n", + "2026-08-0" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6 02:33:12 INFO: ignoring 7445 chimeric alignments with less than 2 reads\n", + "2026-08-06 02:33:12 INFO: " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "imported 76692 nonchimeric reads (including 57 chained chimeric alignments) and 415 chimeric reads " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "with coverage of at least 2.\n", + "2026-08-06 02:33:12 INFO: adding sample K562_b from file ENCFF696GDL_al" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "igned_mm2_chr8.bam\n", + "2026-08-06 02:33:32 INFO: skipped 165 reads aligned fraction of less than 0.75.\n", + "2" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "026-08-06 02:33:32 INFO: skipped 15026 secondary alignments (0x100), alignment that failed quality c" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "heck (0x200) or PCR duplicates (0x400)\n", + "2026-08-06 02:33:32 WARNING: ignored 1142 chimeric alignments" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " with only one part aligned to specified chromosomes.\n", + "2026-08-06 02:33:33 INFO: ignoring 4530 chimer" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ic alignments with less than 2 reads\n", + "2026-08-06 02:33:33 INFO: imported 59118 nonchimeric reads (inc" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "luding 43 chained chimeric alignments) and 284 chimeric reads with coverage of at least 2.\n", + "2026-08-" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "06 02:33:33 INFO: adding sample K562_c from file ENCFF634YSN_aligned_mm2_chr8.bam\n", + "2026-08-06 02:33:5" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8 INFO: skipped 294 reads aligned fraction of less than 0.75.\n", + "2026-08-06 02:33:58 INFO: skipped 3023" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "x400)\n", + "2026-08-06 02:33:58 WARNING: ignored 2528 chimeric alignments with only one part aligned to sp" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ecified chromosomes.\n", + "2026-08-06 02:33:59 INFO: ignoring 8019 chimeric alignments with less than 2 re" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ads\n", + "2026-08-06 02:33:59 INFO: imported 80343 nonchimeric reads (including 46 chained chimeric align" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ments) and 371 chimeric reads with coverage of at least 2.\n", + "2026-08-06 02:34:48 INFO: adding new filt" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "er rule COVERED in transcript context\n", + "2026-08-06 02:34:48 INFO: replaced existing filter rule HIGH_C" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "OVER in transcript context\n", + "2026-08-06 02:34:48 INFO: writing transcript table to ./demo_isotools_sub" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "stantial_transcripts.csv\n", + "2026-08-06 02:34:52 INFO: writing gtf file to ./demo_isotools_substantial_t" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ranscripts.gtf\n", + "2026-08-06 02:34:54 INFO: saving transcripts as pickle file\n", + "2026-08-06 02:34:54 INFO:" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " saving transcriptome to ./demo_isotools_substantial_isotools.pkl\n" ] } ], @@ -127,13 +463,12 @@ "run_isotools \\\n", " --anno $anno \\\n", " --log INFO \\\n", - " --progress_bar \\\n", " --genome $genome \\\n", " --samples $samples \\\n", - " --file_prefix ./PacBio_isotools_substantial \\\n", - " --custom_filter_tag \"COVERED=any(gene.coverage[:,transcript_id] > 2)\" \"HIGH_COVER=gene.coverage.sum(0)[transcript_id] >= 7\" \\\n", + " --file_prefix ./demo_isotools_substantial \\\n", + " --custom_filter_tag \"COVERED=any(gene.coverage[:,trid] > 2)\" \"HIGH_COVER=gene.coverage.sum(0)[trid] >= 7\" \\\n", " --filter_query \"(COVERED and FSM) or (HIGH_COVER and SUBSTANTIAL and not INTERNAL_PRIMING)\" \\\n", - " --gtf_out --transcript_table" + " --gtf_out --transcript_table 2>&1 | grep -v \"is ambiguous\"" ] }, { @@ -143,30 +478,92 @@ "Running the command for the next time will automatically load the stored '.pkl' file. \n", "Here, we use the command line interface to perform differential splicing analysis.\n", "The resulting table with test statistics for all alternative splicing events is written to the file \n", - "PacBio_isotools_substantial_diff_K562_GM12878.csv.\n", + "demo_isotools_substantial_diff_K562_GM12878.csv.\n", "In addidtion, the command creates sashimi coverage plots for the top 5 differentially spliced genes" ] }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:34:57.504082Z", + "iopub.status.busy": "2026-08-06T00:34:57.503164Z", + "iopub.status.idle": "2026-08-06T00:36:05.812118Z", + "shell.execute_reply": "2026-08-06T00:36:05.809039Z" + } + }, "outputs": [ { - "name": "stderr", + "name": "stdout", + "output_type": "stream", + "text": [ + "2026-08-06 02:35:01 INFO: This is isotools version 2.1.4\n", + "2026-08-06 02:35:01 INFO: loading transcrip" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tome from ./demo_isotools_substantial_isotools.pkl\n", + "2026-08-06 02:35:03 INFO: testing differential sp" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "licing for K562 (3) vs GM12878 (3) using betabinom_lr test\n", + "2026-08-06 02:35:41 INFO: 193 differentia" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "l splice sites in 83 genes for K562 vs GM12878\n", + "2026-08-06 02:35:41 INFO: sashimi plot for differenti" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ally spliced gene RIPK2\n", + "2026-08-06 02:35:42 INFO: sashimi plot for differentially spliced gene RPL8\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2026-08-06 02:35:44 INFO: sashimi plot for differentially spliced gene PABPC1\n", + "2026-08-06 02:35:50 IN" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "FO: sashimi plot for differentially spliced gene NCALD\n", + "2026-08-06 02:35:53 INFO: sashimi plot for di" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "fferentially spliced gene PVT1\n", + "2026-08-06 02:36:01 INFO: saving transcripts as pickle file\n", + "2026-08-0" + ] + }, + { + "name": "stdout", "output_type": "stream", "text": [ - "2024-08-13 17:17:44 INFO: This is isotools version 0.3.5rc10\n", - "2024-08-13 17:17:44 INFO: loading transcriptome from ./PacBio_isotools_substantial_isotools.pkl\n", - "2024-08-13 17:17:47 INFO: testing differential splicing for K562 (3) vs GM12878 (3) using betabinom_lr test\n", - "100%|██████████| 10801/10801 [00:26<00:00, 406.49genes/s]\n", - "2024-08-13 17:18:14 INFO: 175 differential splice sites in 112 genes for K562 vs GM12878\n", - "2024-08-13 17:18:14 INFO: sashimi plot for differentially spliced gene RIPK2\n", - "2024-08-13 17:18:16 INFO: sashimi plot for differentially spliced gene PVT1\n", - "2024-08-13 17:18:27 INFO: sashimi plot for differentially spliced gene TUSC3\n", - "2024-08-13 17:18:29 INFO: sashimi plot for differentially spliced gene NCALD\n", - "2024-08-13 17:18:33 INFO: saving transcripts as pickle file\n", - "2024-08-13 17:18:33 INFO: saving transcriptome to ./PacBio_isotools_substantial_isotools.pkl\n" + "6 02:36:01 INFO: saving transcriptome to ./demo_isotools_substantial_isotools.pkl\n" ] } ], @@ -175,11 +572,10 @@ "cd demonstration_dataset\n", "run_isotools \\\n", " --log INFO \\\n", - " --progress_bar \\\n", - " --file_prefix ./PacBio_isotools_substantial \\\n", + " --file_prefix ./demo_isotools_substantial \\\n", " --group_by group \\\n", " --diff_plots 5 \\\n", - " --diff K562/GM12878" + " --diff K562/GM12878 2>&1 | grep -v \"is ambiguous\"" ] } ], @@ -199,7 +595,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.5" + "version": "3.12.8" } }, "nbformat": 4, diff --git a/docs/notebooks/03_transcriptome_reconstruction.ipynb b/docs/notebooks/03_transcriptome_reconstruction.ipynb index dab7e85..9ca8150 100644 --- a/docs/notebooks/03_transcriptome_reconstruction.ipynb +++ b/docs/notebooks/03_transcriptome_reconstruction.ipynb @@ -6,15 +6,14 @@ "source": [ "# Transcriptome Reconstruction\n", "This tutorial processes the example data set, based on PacBio Isoseq samples of hematopoetic cells from ENCODE. This dataset contains only a subset of genomic regions, allowing for fast processing of the demonstration tutorials. \n", - "All required data files to run the tutorials can be obtained here: ([download link](https://nc.molgen.mpg.de/cloud/index.php/s/zYe7g6qnyxGDxRd)). \n", + "All required data files to run the tutorials can be obtained here: ([download link](https://nc.molgen.mpg.de/cloud/index.php/s/Mf2zMePGBzFWFk8)). \n", "\n", "To run this example, you will you will need the following **input files**:\n", "\n", "* sample description file 'encode_samples.tsv'\n", "* six .bam alignment files for the six samples\n", "* six corresponding .bam.bai indices\n", - "* reference annotation file gencode.v42.chr_patch_hapl_scaff.annotation_sorted_chr8.gff3.gz\n", - "* corresponding .gff3.gz.tbi index file\n", + "* reference annotation file gencode.v42.chr_patch_hapl_scaff.annotation_sorted_chr8.gff3.gz (index not required)\n", "* genomic reference file GRCh38.p13.genome_chr8.fa\n", "* corresponding .fai index file\n", "\n", @@ -26,13 +25,20 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:45:57.982936Z", + "iopub.status.busy": "2026-08-06T00:45:57.982238Z", + "iopub.status.idle": "2026-08-06T00:46:01.134796Z", + "shell.execute_reply": "2026-08-06T00:46:01.132554Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:This is isotools version 0.3.5rc10\n" + "INFO:This is isotools version 2.1.4\n" ] } ], @@ -47,6 +53,9 @@ "logging.basicConfig(format='%(levelname)s:%(message)s', level=logging.INFO)\n", "logger=logging.getLogger('isotools')\n", "logger.info(f'This is isotools version {isotools_version}')\n", + "# some GENCODE gene names/ids are shared across multiple genes; suppress the resulting\n", + "# lookup-ambiguity warnings for this demo (use the gene id instead of the name to avoid them)\n", + "logger.addFilter(lambda record: 'is ambiguous' not in record.getMessage())\n", "\n", "\n", "path='demonstration_dataset'" @@ -63,22 +72,34 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:46:01.226376Z", + "iopub.status.busy": "2026-08-06T00:46:01.225776Z", + "iopub.status.idle": "2026-08-06T00:46:03.965479Z", + "shell.execute_reply": "2026-08-06T00:46:03.963537Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:importing reference from gff3 file demonstration_dataset/gencode.v42.chr_patch_hapl_scaff.annotation_sorted_chr8.gff3.gz\n", - "100%|█████████▉| 2.70M/2.70M [00:02<00:00, 1.22MB/s]\n", - "INFO:skipped the following categories: {'three_prime_UTR', 'five_prime_UTR', 'CDS'}\n" + "INFO:importing reference from gff3 file demonstration_dataset/gencode.v42.chr_patch_hapl_scaff.annotation_sorted_chr8.gff3.gz\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:skipped the following categories: dict_keys(['CDS', 'five_prime_UTR', 'three_prime_UTR'])\n" ] } ], "source": [ "annotation_fn=f'{path}/gencode.v42.chr_patch_hapl_scaff.annotation_sorted_chr8.gff3.gz'\n", "#create the IsoTools transcriptome object from the reference annotation\n", - "isoseq=Transcriptome.from_reference(annotation_fn)\n" + "transcriptome=Transcriptome.from_reference(annotation_fn, progress_bar=False)\n" ] }, { @@ -96,7 +117,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:46:03.970645Z", + "iopub.status.busy": "2026-08-06T00:46:03.970322Z", + "iopub.status.idle": "2026-08-06T00:46:03.995406Z", + "shell.execute_reply": "2026-08-06T00:46:03.993556Z" + } + }, "outputs": [ { "data": { @@ -146,13 +174,13 @@ " \n", " 3\n", " K562_a\n", - " demonstration_dataset/ENCFF696GDL_aligned_mm2_...\n", + " demonstration_dataset/ENCFF429VVB_aligned_mm2_...\n", " K562\n", " \n", " \n", " 4\n", " K562_b\n", - " demonstration_dataset/ENCFF429VVB_aligned_mm2_...\n", + " demonstration_dataset/ENCFF696GDL_aligned_mm2_...\n", " K562\n", " \n", " \n", @@ -170,8 +198,8 @@ "0 GM12878_a demonstration_dataset/ENCFF417VHJ_aligned_mm2_... GM12878\n", "1 GM12878_b demonstration_dataset/ENCFF450VAU_aligned_mm2_... GM12878\n", "2 GM12878_c demonstration_dataset/ENCFF694DIE_aligned_mm2_... GM12878\n", - "3 K562_a demonstration_dataset/ENCFF696GDL_aligned_mm2_... K562\n", - "4 K562_b demonstration_dataset/ENCFF429VVB_aligned_mm2_... K562\n", + "3 K562_a demonstration_dataset/ENCFF429VVB_aligned_mm2_... K562\n", + "4 K562_b demonstration_dataset/ENCFF696GDL_aligned_mm2_... K562\n", "5 K562_c demonstration_dataset/ENCFF634YSN_aligned_mm2_... K562" ] }, @@ -192,57 +220,265 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:46:03.999890Z", + "iopub.status.busy": "2026-08-06T00:46:03.999562Z", + "iopub.status.idle": "2026-08-06T00:48:11.501477Z", + "shell.execute_reply": "2026-08-06T00:48:11.498685Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:adding sample GM12878_a from file demonstration_dataset/ENCFF417VHJ_aligned_mm2_chr8.bam\n", - "100%|██████████| 53.0k/53.0k [00:12<00:00, 4.12kreads/s, chr=KI270757.1]\n", - "INFO:skipped 113 reads aligned fraction of less than 0.75.\n", - "INFO:skipped 10940 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n", - "WARNING:ignored 532 chimeric alignments with only one part aligned to specified chromosomes.\n", - "INFO:ignoring 2235 chimeric alignments with less than 2 reads\n", - "INFO:imported 40177 nonchimeric reads (including 14 chained chimeric alignments) and 73 chimeric reads with coverage of at least 2.\n", - "INFO:adding sample GM12878_b from file demonstration_dataset/ENCFF450VAU_aligned_mm2_chr8.bam\n", - "100%|██████████| 68.3k/68.3k [00:13<00:00, 5.16kreads/s, chr=KI270757.1]\n", - "INFO:skipped 72 reads aligned fraction of less than 0.75.\n", - "INFO:skipped 12598 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n", - "WARNING:ignored 485 chimeric alignments with only one part aligned to specified chromosomes.\n", - "INFO:ignoring 1275 chimeric alignments with less than 2 reads\n", - "INFO:imported 54856 nonchimeric reads (including 12 chained chimeric alignments) and 7 chimeric reads with coverage of at least 2.\n", - "INFO:adding sample GM12878_c from file demonstration_dataset/ENCFF694DIE_aligned_mm2_chr8.bam\n", - "[W::hts_idx_load3] The index file is older than the data file: demonstration_dataset/ENCFF694DIE_aligned_mm2_chr8.bam.bai\n", - "100%|██████████| 90.6k/90.6k [00:15<00:00, 6.03kreads/s, chr=KI270757.1]\n", - "INFO:skipped 84 reads aligned fraction of less than 0.75.\n", - "INFO:skipped 17108 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n", - "WARNING:ignored 456 chimeric alignments with only one part aligned to specified chromosomes.\n", - "INFO:ignoring 1412 chimeric alignments with less than 2 reads\n", - "INFO:imported 72445 nonchimeric reads (including 38 chained chimeric alignments) and 12 chimeric reads with coverage of at least 2.\n", - "INFO:adding sample K562_a from file demonstration_dataset/ENCFF696GDL_aligned_mm2_chr8.bam\n", - "[W::hts_idx_load3] The index file is older than the data file: demonstration_dataset/ENCFF696GDL_aligned_mm2_chr8.bam.bai\n", - "100%|██████████| 77.9k/77.9k [00:16<00:00, 4.61kreads/s, chr=KI270757.1]\n", - "INFO:skipped 166 reads aligned fraction of less than 0.75.\n", - "INFO:skipped 14966 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n", - "WARNING:ignored 1145 chimeric alignments with only one part aligned to specified chromosomes.\n", - "INFO:ignoring 4547 chimeric alignments with less than 2 reads\n", - "INFO:imported 59121 nonchimeric reads (including 49 chained chimeric alignments) and 281 chimeric reads with coverage of at least 2.\n", - "INFO:adding sample K562_b from file demonstration_dataset/ENCFF429VVB_aligned_mm2_chr8.bam\n", - "100%|██████████| 107k/107k [00:20<00:00, 5.25kreads/s, chr=KI270757.1]\n", - "INFO:skipped 299 reads aligned fraction of less than 0.75.\n", - "INFO:skipped 23934 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n", - "WARNING:ignored 2161 chimeric alignments with only one part aligned to specified chromosomes.\n", - "INFO:ignoring 7465 chimeric alignments with less than 2 reads\n", - "INFO:imported 76686 nonchimeric reads (including 63 chained chimeric alignments) and 415 chimeric reads with coverage of at least 2.\n", - "INFO:adding sample K562_c from file demonstration_dataset/ENCFF634YSN_aligned_mm2_chr8.bam\n", - "[W::hts_idx_load3] The index file is older than the data file: demonstration_dataset/ENCFF634YSN_aligned_mm2_chr8.bam.bai\n", - "100%|██████████| 117k/117k [00:22<00:00, 5.10kreads/s, chr=KI270757.1]\n", - "INFO:skipped 295 reads aligned fraction of less than 0.75.\n", - "INFO:skipped 30149 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n", - "WARNING:ignored 2522 chimeric alignments with only one part aligned to specified chromosomes.\n", - "INFO:ignoring 8023 chimeric alignments with less than 2 reads\n", - "INFO:imported 80338 nonchimeric reads (including 46 chained chimeric alignments) and 369 chimeric reads with coverage of at least 2.\n" + "INFO:adding sample GM12878_a from file demonstration_dataset/ENCFF417VHJ_aligned_mm2_chr8.bam\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:skipped 110 reads aligned fraction of less than 0.75.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:skipped 10972 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:ignored 533 chimeric alignments with only one part aligned to specified chromosomes.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:ignoring 2231 chimeric alignments with less than 2 reads\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:imported 40182 nonchimeric reads (including 14 chained chimeric alignments) and 73 chimeric reads with coverage of at least 2.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:adding sample GM12878_b from file demonstration_dataset/ENCFF450VAU_aligned_mm2_chr8.bam\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:skipped 71 reads aligned fraction of less than 0.75.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:skipped 12700 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:ignored 484 chimeric alignments with only one part aligned to specified chromosomes.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:ignoring 1273 chimeric alignments with less than 2 reads\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:imported 54853 nonchimeric reads (including 12 chained chimeric alignments) and 7 chimeric reads with coverage of at least 2.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:adding sample GM12878_c from file demonstration_dataset/ENCFF694DIE_aligned_mm2_chr8.bam\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:skipped 85 reads aligned fraction of less than 0.75.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:skipped 17261 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:ignored 455 chimeric alignments with only one part aligned to specified chromosomes.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:ignoring 1410 chimeric alignments with less than 2 reads\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:imported 72451 nonchimeric reads (including 38 chained chimeric alignments) and 12 chimeric reads with coverage of at least 2.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:adding sample K562_a from file demonstration_dataset/ENCFF429VVB_aligned_mm2_chr8.bam\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:skipped 297 reads aligned fraction of less than 0.75.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:skipped 23990 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:ignored 2160 chimeric alignments with only one part aligned to specified chromosomes.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:ignoring 7445 chimeric alignments with less than 2 reads\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:imported 76692 nonchimeric reads (including 57 chained chimeric alignments) and 415 chimeric reads with coverage of at least 2.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:adding sample K562_b from file demonstration_dataset/ENCFF696GDL_aligned_mm2_chr8.bam\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:skipped 165 reads aligned fraction of less than 0.75.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:skipped 15026 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:ignored 1142 chimeric alignments with only one part aligned to specified chromosomes.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:ignoring 4530 chimeric alignments with less than 2 reads\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:imported 59118 nonchimeric reads (including 43 chained chimeric alignments) and 284 chimeric reads with coverage of at least 2.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:adding sample K562_c from file demonstration_dataset/ENCFF634YSN_aligned_mm2_chr8.bam\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:skipped 294 reads aligned fraction of less than 0.75.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:skipped 30231 secondary alignments (0x100), alignment that failed quality check (0x200) or PCR duplicates (0x400)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:ignored 2528 chimeric alignments with only one part aligned to specified chromosomes.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:ignoring 8019 chimeric alignments with less than 2 reads\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:imported 80343 nonchimeric reads (including 46 chained chimeric alignments) and 371 chimeric reads with coverage of at least 2.\n" ] }, { @@ -279,7 +515,7 @@ " GM12878_a\n", " demonstration_dataset/ENCFF417VHJ_aligned_mm2_...\n", " GM12878\n", - " 40177\n", + " 40182\n", " 73\n", " \n", " \n", @@ -287,7 +523,7 @@ " GM12878_b\n", " demonstration_dataset/ENCFF450VAU_aligned_mm2_...\n", " GM12878\n", - " 54856\n", + " 54853\n", " 7\n", " \n", " \n", @@ -295,32 +531,32 @@ " GM12878_c\n", " demonstration_dataset/ENCFF694DIE_aligned_mm2_...\n", " GM12878\n", - " 72445\n", + " 72451\n", " 12\n", " \n", " \n", " 3\n", " K562_a\n", - " demonstration_dataset/ENCFF696GDL_aligned_mm2_...\n", + " demonstration_dataset/ENCFF429VVB_aligned_mm2_...\n", " K562\n", - " 59121\n", - " 281\n", + " 76692\n", + " 415\n", " \n", " \n", " 4\n", " K562_b\n", - " demonstration_dataset/ENCFF429VVB_aligned_mm2_...\n", + " demonstration_dataset/ENCFF696GDL_aligned_mm2_...\n", " K562\n", - " 76686\n", - " 415\n", + " 59118\n", + " 284\n", " \n", " \n", " 5\n", " K562_c\n", " demonstration_dataset/ENCFF634YSN_aligned_mm2_...\n", " K562\n", - " 80338\n", - " 369\n", + " 80343\n", + " 371\n", " \n", " \n", "\n", @@ -331,17 +567,17 @@ "0 GM12878_a demonstration_dataset/ENCFF417VHJ_aligned_mm2_... GM12878 \n", "1 GM12878_b demonstration_dataset/ENCFF450VAU_aligned_mm2_... GM12878 \n", "2 GM12878_c demonstration_dataset/ENCFF694DIE_aligned_mm2_... GM12878 \n", - "3 K562_a demonstration_dataset/ENCFF696GDL_aligned_mm2_... K562 \n", - "4 K562_b demonstration_dataset/ENCFF429VVB_aligned_mm2_... K562 \n", + "3 K562_a demonstration_dataset/ENCFF429VVB_aligned_mm2_... K562 \n", + "4 K562_b demonstration_dataset/ENCFF696GDL_aligned_mm2_... K562 \n", "5 K562_c demonstration_dataset/ENCFF634YSN_aligned_mm2_... K562 \n", "\n", " nonchimeric_reads chimeric_reads \n", - "0 40177 73 \n", - "1 54856 7 \n", - "2 72445 12 \n", - "3 59121 281 \n", - "4 76686 415 \n", - "5 80338 369 " + "0 40182 73 \n", + "1 54853 7 \n", + "2 72451 12 \n", + "3 76692 415 \n", + "4 59118 284 \n", + "5 80343 371 " ] }, "execution_count": 4, @@ -353,9 +589,9 @@ "# integrate the samples\n", "for i,row in samples.iterrows():\n", " # this step takes about 5-30 seconds per sample\n", - " isoseq.add_sample_from_bam(row.file_name, sample_name=row.sample_name, group=row.group)\n", + " transcriptome.add_sample_from_bam(row.file_name, sample_name=row.sample_name, group=row.group, progress_bar=False)\n", "# the sample table of the transcriptome object contains the number of imported reads\n", - "isoseq.sample_table" + "transcriptome.sample_table" ] }, { @@ -375,22 +611,20 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 10801/10801 [01:06<00:00, 162.33genes/s]\n", - "100%|██████████| 10801/10801 [00:49<00:00, 220.16genes/s]\n" - ] + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:48:11.507519Z", + "iopub.status.busy": "2026-08-06T00:48:11.507076Z", + "iopub.status.idle": "2026-08-06T00:49:50.342358Z", + "shell.execute_reply": "2026-08-06T00:49:50.340510Z" } - ], + }, + "outputs": [], "source": [ "# compute qc metrics\n", - "isoseq.add_qc_metrics(genome_fn)\n", + "transcriptome.add_qc_metrics(genome_fn, progress_bar=False)\n", "# add ORF predictions\n", - "isoseq.add_orf_prediction(genome_fn)\n" + "transcriptome.add_orf_prediction(genome_fn, progress_bar=False)\n" ] }, { @@ -412,27 +646,41 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:49:50.346951Z", + "iopub.status.busy": "2026-08-06T00:49:50.346652Z", + "iopub.status.idle": "2026-08-06T00:49:52.465029Z", + "shell.execute_reply": "2026-08-06T00:49:52.463056Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:saving transcriptome to demonstration_dataset/PacBio_isotools.pkl\n" + "INFO:saving transcriptome to demonstration_dataset/demo_isotools.pkl\n" ] } ], "source": [ "# export the transcriptome object for later use.\n", - "isoseq.save(f'{path}/PacBio_isotools.pkl')\n", + "transcriptome.save(f'{path}/demo_isotools.pkl')\n", "# to load the data in the next session, use\n", - "# isoseq=Transcriptome.load('PacBio_isotools_substantial_isotools.pkl')" + "# transcriptome=Transcriptome.load('demo_isotools_substantial_isotools.pkl')" ] }, { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:49:52.469957Z", + "iopub.status.busy": "2026-08-06T00:49:52.469661Z", + "iopub.status.idle": "2026-08-06T00:49:54.065312Z", + "shell.execute_reply": "2026-08-06T00:49:54.063391Z" + } + }, "outputs": [ { "name": "stderr", @@ -445,8 +693,8 @@ "source": [ "# export gtf:\n", "query_string = 'SUBSTANTIAL and not (NOVEL_TRANSCRIPT and UNSPLICED)'\n", - "isoseq.write_gtf(f'{path}/demonstration_dataset_substantial_transcripts.gtf.gz',\n", - " source='isoseq', min_coverage=5,\n", + "transcriptome.write_gtf(f'{path}/demonstration_dataset_substantial_transcripts.gtf.gz',\n", + " source='transcriptome', min_coverage=5,\n", " gzip=True,\n", " query=query_string)\n" ] @@ -454,13 +702,68 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:49:54.068927Z", + "iopub.status.busy": "2026-08-06T00:49:54.068651Z", + "iopub.status.idle": "2026-08-06T00:49:54.568453Z", + "shell.execute_reply": "2026-08-06T00:49:54.567014Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 10801/10801 [00:00<00:00, 22686.76genes/s]\n" + "\r", + " 0%| | 0/10705 [00:00novelty_subclasses\n", " GM12878_sum_coverage\n", " K562_sum_coverage\n", - " GM12878_sum_tpm\n", - " K562_sum_tpm\n", + " GM12878_sum_cpm\n", + " K562_sum_cpm\n", " \n", " \n", " \n", " \n", " 0\n", " chr8\n", - " 15540261\n", + " 15540232\n", " 15764645\n", " +\n", " ENSG00000104723.21\n", " TUSC3\n", - " 16\n", - " 1640\n", + " 17\n", + " 1669\n", " 10\n", - " 15540261,15623079,15650696,15659506,15662155,1...\n", + " 15540232,15623079,15650696,15659506,15662155,1...\n", " 15540568,15623249,15650814,15659647,15662296,1...\n", " FSM\n", " FSM\n", " 0\n", " 226\n", " 0.0\n", - " 1045.594393\n", + " 1045.555694\n", " \n", " \n", " 1\n", " chr8\n", - " 15540261\n", - " 15764645\n", + " 15540232\n", + " 15758273\n", " +\n", " ENSG00000104723.21\n", " TUSC3\n", - " 17\n", - " 1705\n", + " 18\n", + " 1535\n", " 11\n", - " 15540261,15623079,15650696,15659506,15662155,1...\n", + " 15540232,15623079,15650696,15659506,15662155,1...\n", " 15540568,15623249,15650814,15659647,15662296,1...\n", - " FSM\n", - " FSM\n", + " NIC\n", + " novel combination\n", " 0\n", - " 52\n", + " 20\n", " 0.0\n", - " 240.579241\n", + " 92.527053\n", " \n", " \n", " 2\n", " chr8\n", - " 15540261\n", + " 15540232\n", " 15764645\n", " +\n", " ENSG00000104723.21\n", " TUSC3\n", - " 18\n", - " 1549\n", - " 9\n", - " 15540261,15623079,15650696,15659506,15662155,1...\n", + " 19\n", + " 1734\n", + " 11\n", + " 15540232,15623079,15650696,15659506,15662155,1...\n", " 15540568,15623249,15650814,15659647,15662296,1...\n", " FSM\n", " FSM\n", " 0\n", - " 6\n", + " 52\n", " 0.0\n", - " 27.759143\n", + " 240.570337\n", " \n", " \n", " 3\n", " chr8\n", - " 15540261\n", + " 15540232\n", " 15758273\n", " +\n", " ENSG00000104723.21\n", " TUSC3\n", - " 20\n", - " 1441\n", + " 21\n", + " 1470\n", " 10\n", - " 15540261,15623079,15650696,15659506,15662155,1...\n", + " 15540232,15623079,15650696,15659506,15662155,1...\n", " 15540568,15623249,15650814,15659647,15662296,1...\n", " NIC\n", " exon skipping\n", " 0\n", " 20\n", " 0.0\n", - " 92.530477\n", + " 92.527053\n", " \n", " \n", " 4\n", " chr8\n", - " 15540261\n", - " 15758273\n", + " 15540232\n", + " 15764645\n", " +\n", " ENSG00000104723.21\n", " TUSC3\n", - " 21\n", - " 1506\n", - " 11\n", - " 15540261,15623079,15650696,15659506,15662155,1...\n", + " 26\n", + " 1578\n", + " 9\n", + " 15540232,15623079,15650696,15659506,15662155,1...\n", " 15540568,15623249,15650814,15659647,15662296,1...\n", - " NIC\n", - " novel combination\n", + " FSM\n", + " FSM\n", " 0\n", - " 20\n", + " 6\n", " 0.0\n", - " 92.530477\n", + " 27.758116\n", " \n", " \n", "\n", @@ -610,46 +913,46 @@ ], "text/plain": [ " chr transcript_start transcript_end strand gene_id \\\n", - "0 chr8 15540261 15764645 + ENSG00000104723.21 \n", - "1 chr8 15540261 15764645 + ENSG00000104723.21 \n", - "2 chr8 15540261 15764645 + ENSG00000104723.21 \n", - "3 chr8 15540261 15758273 + ENSG00000104723.21 \n", - "4 chr8 15540261 15758273 + ENSG00000104723.21 \n", + "0 chr8 15540232 15764645 + ENSG00000104723.21 \n", + "1 chr8 15540232 15758273 + ENSG00000104723.21 \n", + "2 chr8 15540232 15764645 + ENSG00000104723.21 \n", + "3 chr8 15540232 15758273 + ENSG00000104723.21 \n", + "4 chr8 15540232 15764645 + ENSG00000104723.21 \n", "\n", " gene_name transcript_nr transcript_length num_exons \\\n", - "0 TUSC3 16 1640 10 \n", - "1 TUSC3 17 1705 11 \n", - "2 TUSC3 18 1549 9 \n", - "3 TUSC3 20 1441 10 \n", - "4 TUSC3 21 1506 11 \n", + "0 TUSC3 17 1669 10 \n", + "1 TUSC3 18 1535 11 \n", + "2 TUSC3 19 1734 11 \n", + "3 TUSC3 21 1470 10 \n", + "4 TUSC3 26 1578 9 \n", "\n", " exon_starts \\\n", - "0 15540261,15623079,15650696,15659506,15662155,1... \n", - "1 15540261,15623079,15650696,15659506,15662155,1... \n", - "2 15540261,15623079,15650696,15659506,15662155,1... \n", - "3 15540261,15623079,15650696,15659506,15662155,1... \n", - "4 15540261,15623079,15650696,15659506,15662155,1... \n", + "0 15540232,15623079,15650696,15659506,15662155,1... \n", + "1 15540232,15623079,15650696,15659506,15662155,1... \n", + "2 15540232,15623079,15650696,15659506,15662155,1... \n", + "3 15540232,15623079,15650696,15659506,15662155,1... \n", + "4 15540232,15623079,15650696,15659506,15662155,1... \n", "\n", " exon_ends novelty_class \\\n", "0 15540568,15623249,15650814,15659647,15662296,1... FSM \n", - "1 15540568,15623249,15650814,15659647,15662296,1... FSM \n", + "1 15540568,15623249,15650814,15659647,15662296,1... NIC \n", "2 15540568,15623249,15650814,15659647,15662296,1... FSM \n", "3 15540568,15623249,15650814,15659647,15662296,1... NIC \n", - "4 15540568,15623249,15650814,15659647,15662296,1... NIC \n", + "4 15540568,15623249,15650814,15659647,15662296,1... FSM \n", "\n", " novelty_subclasses GM12878_sum_coverage K562_sum_coverage \\\n", "0 FSM 0 226 \n", - "1 FSM 0 52 \n", - "2 FSM 0 6 \n", + "1 novel combination 0 20 \n", + "2 FSM 0 52 \n", "3 exon skipping 0 20 \n", - "4 novel combination 0 20 \n", + "4 FSM 0 6 \n", "\n", - " GM12878_sum_tpm K562_sum_tpm \n", - "0 0.0 1045.594393 \n", - "1 0.0 240.579241 \n", - "2 0.0 27.759143 \n", - "3 0.0 92.530477 \n", - "4 0.0 92.530477 " + " GM12878_sum_cpm K562_sum_cpm \n", + "0 0.0 1045.555694 \n", + "1 0.0 92.527053 \n", + "2 0.0 240.570337 \n", + "3 0.0 92.527053 \n", + "4 0.0 27.758116 " ] }, "execution_count": 8, @@ -659,7 +962,7 @@ ], "source": [ "# export transcript table with the same filter criteria:\n", - "transcript_tab=isoseq.transcript_table( groups=isoseq.groups(),cpm=True,coverage=True,\n", + "transcript_tab=transcriptome.transcript_table( groups=transcriptome.groups(),cpm=True,coverage=True,\n", " min_coverage=5, progress_bar=True,\n", " query=query_string)\n", "# write to csv file\n", @@ -668,6 +971,20 @@ "#show the first lines\n", "transcript_tab.head()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "This tutorial covered:\n", + "\n", + "* importing a reference annotation with `Transcriptome.from_reference`\n", + "* reconstructing a transcriptome from long-read BAM files with `add_sample_from_bam`\n", + "* computing QC metrics and ORF predictions with `add_qc_metrics`/`add_orf_prediction`\n", + "* saving the transcriptome, and exporting a filtered transcript table and gtf" + ] } ], "metadata": { @@ -686,7 +1003,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.5" + "version": "3.12.8" }, "vscode": { "interpreter": { diff --git a/docs/notebooks/03b_transcriptome_import.ipynb b/docs/notebooks/03b_transcriptome_import.ipynb index 7435e8a..f0c6b2a 100644 --- a/docs/notebooks/03b_transcriptome_import.ipynb +++ b/docs/notebooks/03b_transcriptome_import.ipynb @@ -11,12 +11,12 @@ "\n", "The transcriptome gtf should contain a transcript entry for each transcript with long read coverage, but may also contain additional transcripts for reference. The transcript table contains one row per transcript, with transcript id, and a column for each sample specifying the number of long reads. \n", "All additional tags from the gtf info field get imported, and can be used within isotools for subsequent analysis. \n", - "All files used in the tutorial can be obtained here: ([download link](https://nc.molgen.mpg.de/cloud/index.php/s/zYe7g6qnyxGDxRd)). \n", + "All files used in the tutorial can be obtained here: ([download link](https://nc.molgen.mpg.de/cloud/index.php/s/Mf2zMePGBzFWFk8)). \n", "\n", "\n", "You will need:\n", "\n", - "* reference annotation file (*.gff3.gz) and corresponding index file (.tbi)\n", + "* reference annotation file (*.gff3.gz or *.gtf.gz, index not required by IsoTools)\n", "* genomic reference file genome.fa and corresponding .fai index file\n", "* gtf file with the long read transcripts (e.g. from external tool) \n", "* corresponding table with **number of long reads per transcripts** for the samples to be added. This is a csv file, with one column for each sample. The sample names are specified in the header (first line). Row names (first column) must correspond to transcript names from the gtf file.\n", @@ -29,19 +29,27 @@ "\n", "## Reference Gene and Transcript to Gene Assignment\n", "Transcript to gene assignment is either taken from the transcript_file, or recreated, as specified by the reconstruct_genes parameter. In the first case, the genes are matched to overlapping genes from the reference annotation by gene id. In absence of a overlapping gene with same id, the assignment falls back to \"recreate\". In that case, the gene is matched to existing genes by splice junction, and renamed accordingly. A map reflecting the the renaming is returned as a dictionary. Transcripts without matching existing gene constitute a new gene.\n", + "Gtf/gff3 files produced by external tools sometimes contain only transcript/exon lines, without explicit gene entries. In that case, pass `infer_genes=True` to `add_sample_from_csv` (or `Transcriptome.from_reference`), and the gene structure is inferred directly from the transcript lines instead.\n", "\n" ] }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:50:04.745358Z", + "iopub.status.busy": "2026-08-06T00:50:04.744731Z", + "iopub.status.idle": "2026-08-06T00:50:07.575997Z", + "shell.execute_reply": "2026-08-06T00:50:07.574678Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:This is isotools version 0.3.5rc10\n" + "INFO:This is isotools version 2.1.4\n" ] } ], @@ -56,24 +64,83 @@ "logging.basicConfig(format='%(levelname)s:%(message)s', level=logging.INFO)\n", "logger=logging.getLogger('isotools')\n", "logger.info(f'This is isotools version {isotools_version}')\n", + "# some GENCODE gene names/ids are shared across multiple genes; suppress the resulting\n", + "# lookup-ambiguity warnings for this demo (use the gene id instead of the name to avoid them)\n", + "logger.addFilter(lambda record: 'is ambiguous' not in record.getMessage())\n", "\n", "path='demonstration_dataset'\n" ] }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:50:07.654820Z", + "iopub.status.busy": "2026-08-06T00:50:07.654299Z", + "iopub.status.idle": "2026-08-06T00:50:17.281476Z", + "shell.execute_reply": "2026-08-06T00:50:17.280049Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:importing reference from gff3 file demonstration_dataset/gencode.v42.chr_patch_hapl_scaff.annotation_sorted_chr8.gff3.gz\n", - "100%|█████████▉| 2.70M/2.70M [00:02<00:00, 1.02MB/s]\n", - "INFO:skipped the following categories: {'CDS', 'five_prime_UTR', 'three_prime_UTR'}\n", - "INFO:adding samples \"GM12878_pooled\", \"K562_pooled\" from csv\n", - "100%|██████████| 2609/2609 [00:10<00:00, 258.49genes/s]\n" + "INFO:importing reference from gff3 file demonstration_dataset/gencode.v42.chr_patch_hapl_scaff.annotation_sorted_chr8.gff3.gz\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:skipped the following categories: dict_keys(['CDS', 'five_prime_UTR', 'three_prime_UTR'])\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:adding samples \"GM12878_pooled\", \"K562_pooled\" from csv\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:importing transcripts from demonstration_dataset/demonstration_dataset_substantial_transcripts.gtf.gz. Please note transcripts with missing annotations will be skipped.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + " 0%| | 0.00/236k [00:00GM12878_pooled\n", " demonstration_dataset/demonstration_dataset_su...\n", " GM12878_pooled\n", - " 125956\n", + " 126933\n", " 0\n", " \n", " \n", @@ -118,7 +185,7 @@ " K562_pooled\n", " demonstration_dataset/demonstration_dataset_su...\n", " K562_pooled\n", - " 143973\n", + " 142974\n", " 0\n", " \n", " \n", @@ -131,11 +198,11 @@ "1 K562_pooled demonstration_dataset/demonstration_dataset_su... \n", "\n", " group nonchimeric_reads chimeric_reads \n", - "0 GM12878_pooled 125956 0 \n", - "1 K562_pooled 143973 0 " + "0 GM12878_pooled 126933 0 \n", + "1 K562_pooled 142974 0 " ] }, - "execution_count": 4, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -143,13 +210,13 @@ "source": [ "annotation_fn=f'{path}/gencode.v42.chr_patch_hapl_scaff.annotation_sorted_chr8.gff3.gz'\n", "# create the IsoTools transcriptome object from the reference annotation\n", - "isoseq=Transcriptome.from_reference(annotation_fn)\n", + "transcriptome=Transcriptome.from_reference(annotation_fn, progress_bar=False)\n", "\n", "#specify the columns with the read counts per transcript\n", "read_count_cols={'GM12878_pooled':'GM12878_sum_coverage','K562_pooled':'K562_sum_coverage'}\n", "\n", "# add the transcripts from the gtf file\n", - "id_map=isoseq.add_sample_from_csv(\n", + "id_map=transcriptome.add_sample_from_csv(\n", " f'{path}/demonstration_dataset_substantial_transcripts.csv',\n", " transcripts_file=f'{path}/demonstration_dataset_substantial_transcripts.gtf.gz',\n", " sample_cov_cols=read_count_cols,\n", @@ -157,9 +224,21 @@ ")\n", "# now we want to add qc metrics\n", "genome_fn=f'{path}/GRCh38.p13.genome_chr8.fa'\n", - "isoseq.add_qc_metrics(genome_fn)\n", + "transcriptome.add_qc_metrics(genome_fn, progress_bar=False)\n", + "\n", + "transcriptome.sample_table" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "This tutorial covered:\n", "\n", - "isoseq.sample_table" + "* importing transcripts and read counts from an external gtf/csv with `add_sample_from_csv`\n", + "* matching transcripts to the reference gene structure, or reconstructing genes from scratch, via the `reconstruct_genes` parameter" ] } ], @@ -179,7 +258,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.5" + "version": "3.12.8" }, "vscode": { "interpreter": { diff --git a/docs/notebooks/04_saturation_analysis.ipynb b/docs/notebooks/04_saturation_analysis.ipynb index 5a1d4b5..2ad4562 100644 --- a/docs/notebooks/04_saturation_analysis.ipynb +++ b/docs/notebooks/04_saturation_analysis.ipynb @@ -17,29 +17,57 @@ " * If the curve is relatively flat towards the right, deeper sequencing would yield little additional transcripts.\n", " * Can be restricted to a subset of transcripts (e.g. only matching reference annotation or only novel genes)\n", " \n", - "The following steps assume you have run the [previous tutorial](03_transcriptome_reconstruction.html), and prepared a transcriptome pkl file PacBio_isotools.pkl based on the [demonstration dataset](https://nc.molgen.mpg.de/cloud/index.php/s/zYe7g6qnyxGDxRd)." + "The following steps assume you have run the [previous tutorial](03_transcriptome_reconstruction.html), and prepared a transcriptome pkl file demo_isotools.pkl based on the [demonstration dataset](https://nc.molgen.mpg.de/cloud/index.php/s/Mf2zMePGBzFWFk8)." ] }, { "cell_type": "code", "execution_count": 1, - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:50:24.282450Z", + "iopub.status.busy": "2026-08-06T00:50:24.281862Z", + "iopub.status.idle": "2026-08-06T00:50:29.305386Z", + "shell.execute_reply": "2026-08-06T00:50:29.303448Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:loading transcriptome from demonstration_dataset/demo_isotools.pkl\n" + ] + } + ], "source": [ "from isotools import Transcriptome\n", + "import logging\n", + "logging.basicConfig(format='%(levelname)s:%(message)s', level=logging.INFO)\n", + "logger = logging.getLogger('isotools')\n", + "# some GENCODE gene names/ids are shared across multiple genes; suppress the resulting\n", + "# lookup-ambiguity warnings for this demo (use the gene id instead of the name to avoid them)\n", + "logger.addFilter(lambda record: 'is ambiguous' not in record.getMessage())\n", "\n", "path='demonstration_dataset'\n", - "isoseq=Transcriptome.load(f'{path}/PacBio_isotools.pkl')" + "transcriptome=Transcriptome.load(f'{path}/demo_isotools.pkl')" ] }, { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:50:29.310615Z", + "iopub.status.busy": "2026-08-06T00:50:29.310348Z", + "iopub.status.idle": "2026-08-06T00:50:30.974191Z", + "shell.execute_reply": "2026-08-06T00:50:30.972633Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -57,13 +85,13 @@ "plt.rcParams[\"figure.figsize\"] = (10,5)\n", "fig, axs=plt.subplots(1,2)\n", "\n", - "plot_saturation(isoseq,cov_th=5, expr_th=[100, 200, 400, 1000, 5000],\n", + "plot_saturation(transcriptome,cov_th=5, expr_th=[100, 200, 400, 1000, 5000],\n", " x_range=(1e2,1.3e5,1e2), ax=axs[0])\n", "\n", "# for reproducibility\n", "np.random.seed(0)\n", "\n", - "rarefaction, total=isoseq.rarefaction(min_coverage=2, tr_filter={'query':'FSM'})\n", + "rarefaction, total=transcriptome.rarefaction(min_coverage=2, tr_filter={'query':'FSM'})\n", "plot_rarefaction(rarefaction, total=total, ax=axs[1])\n", "\n", "fig.tight_layout()" @@ -77,6 +105,18 @@ "\n", "The right figure shows the number of different full splice match (FSM) transcripts, depending on the number of reads. Generaly, the deeper the sequencing, the less new transcripts are discovered, indicating beginning saturation. Lower curves, such as with GM12878_c (green) indicate lower library complexity (e.g. less different templates in the sample)." ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "This tutorial covered:\n", + "\n", + "* `plot_saturation` to assess whether sequencing depth is sufficient to capture the diversity of expressed transcripts\n", + "* `rarefaction`/`plot_rarefaction` to estimate how many transcripts would be found at different sequencing depths" + ] } ], "metadata": { @@ -95,7 +135,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.12.8" } }, "nbformat": 4, diff --git a/docs/notebooks/05_qc.ipynb b/docs/notebooks/05_qc.ipynb index c397112..0d4951e 100644 --- a/docs/notebooks/05_qc.ipynb +++ b/docs/notebooks/05_qc.ipynb @@ -19,26 +19,57 @@ "\n", "We will quantify these artifacts using [filter_stats](../isotoolsAPI.html?highlight=filter_stats#isotools.Transcriptome.filter_stats), which returns a table with the number of reads affected per sample or group of samples.\n", "The fraction of affected reads can be visualized as bars, plot using [plot_bar](../isotoolsAPI.html?highlight=plot_bar#isotools.plots.plot_bar) function.\n", - "This tutorial assumes you have run the tutorial on [transcriptome reconstruction](03_transcriptome_reconstruction.html) already, and prepared the transcriptome pkl file \"PacBio_isotools.pkl\" based on the [demonstration data set](https://nc.molgen.mpg.de/cloud/index.php/s/zYe7g6qnyxGDxRd)." + "This tutorial assumes you have run the tutorial on [transcriptome reconstruction](03_transcriptome_reconstruction.html) already, and prepared the transcriptome pkl file \"demo_isotools.pkl\" based on the [demonstration data set](https://nc.molgen.mpg.de/cloud/index.php/s/Mf2zMePGBzFWFk8)." ] }, { "cell_type": "code", "execution_count": 1, - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T14:23:11.851141Z", + "iopub.status.busy": "2026-08-06T14:23:11.850671Z", + "iopub.status.idle": "2026-08-06T14:23:16.887084Z", + "shell.execute_reply": "2026-08-06T14:23:16.885033Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:loading transcriptome from demonstration_dataset/demo_isotools.pkl\n" + ] + } + ], "source": [ "from isotools import Transcriptome\n", + "import logging\n", + "logging.basicConfig(format='%(levelname)s:%(message)s', level=logging.INFO)\n", + "logger = logging.getLogger('isotools')\n", + "# some GENCODE gene names/ids are shared across multiple genes; suppress the resulting\n", + "# lookup-ambiguity warnings for this demo (use the gene id instead of the name to avoid them)\n", + "logger.addFilter(lambda record: 'is ambiguous' not in record.getMessage())\n", "import matplotlib.pyplot as plt\n", "\n", "path='demonstration_dataset'\n", - "isoseq=Transcriptome.load(f'{path}/PacBio_isotools.pkl')" + "transcriptome=Transcriptome.load(f'{path}/demo_isotools.pkl')\n", + "groups = transcriptome.groups()\n", + "group_colors = {'GM12878': '#f28e2b', 'K562': 'rebeccapurple'}\n", + "sample_idx = {s: i for i, s in enumerate(transcriptome.samples)}\n" ] }, { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T14:23:16.892892Z", + "iopub.status.busy": "2026-08-06T14:23:16.892646Z", + "iopub.status.idle": "2026-08-06T14:23:16.901927Z", + "shell.execute_reply": "2026-08-06T14:23:16.899726Z" + } + }, "outputs": [ { "name": "stdout", @@ -52,23 +83,30 @@ ], "source": [ "for tag in ['INTERNAL_PRIMING','FRAGMENT','RTTS']:\n", - " print(f'{tag}: {isoseq.filter[\"transcript\"][tag]}')" + " print(f'{tag}: {transcriptome.filter[\"transcript\"][tag]}')" ] }, { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T14:23:16.907206Z", + "iopub.status.busy": "2026-08-06T14:23:16.906927Z", + "iopub.status.idle": "2026-08-06T14:23:19.544072Z", + "shell.execute_reply": "2026-08-06T14:23:19.541450Z" + } + }, "outputs": [], "source": [ "#statistic on the filter flags\n", - "f_stats_groups=isoseq.filter_stats(\n", + "f_stats_groups=transcriptome.filter_stats(\n", " tags=['RTTS','FRAGMENT','INTERNAL_PRIMING'],\n", - " groups=isoseq.groups(),\n", + " groups=transcriptome.groups(),\n", " weight_by_coverage=True,\n", " min_coverage=2)\n", "\n", - "f_stats_samples=isoseq.filter_stats(\n", + "f_stats_samples=transcriptome.filter_stats(\n", " tags=['RTTS','FRAGMENT','INTERNAL_PRIMING'],\n", " weight_by_coverage=True,\n", " min_coverage=2)" @@ -77,7 +115,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T14:23:19.548801Z", + "iopub.status.busy": "2026-08-06T14:23:19.548573Z", + "iopub.status.idle": "2026-08-06T14:23:20.560958Z", + "shell.execute_reply": "2026-08-06T14:23:20.559363Z" + } + }, "outputs": [ { "data": { @@ -91,7 +136,7 @@ }, { "data": { - "image/png": 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" ] @@ -102,19 +147,38 @@ ], "source": [ "from isotools.plots import plot_bar\n", + "import matplotlib.colors as mcolors\n", "\n", "plt.rcParams[\"figure.figsize\"] = (15,5)\n", "plt.rcParams.update({'font.size': 14})\n", "\n", "fig, axs = plt.subplots(1,2)\n", "\n", - "# groupwise statistics\n", + "# groupwise statistics, colored by group\n", "plot_bar(f_stats_groups[0], ax=axs[0], drop_categories=['PASS'], bar_width=.9,\n", - " legend=True, **f_stats_groups[1])\n", + " legend=True, colors=group_colors, **f_stats_groups[1])\n", + "\n", + "# samplewise statistics: same hue as the sample's group, shaded by replicate\n", + "sample_colors = {}\n", + "for group_name, group_samples in groups.items():\n", + " r, g, b = mcolors.to_rgb(group_colors[group_name])\n", + " for i, sample_name in enumerate(group_samples):\n", + " sample_colors[sample_name] = (r, g, b, 1 - i * 0.3)\n", "\n", - "# sample wise statistics\n", "plot_bar(f_stats_samples[0], ax=axs[1], drop_categories=['PASS'], bar_width=.9,\n", - " legend=True, **f_stats_samples[1])\n" + " legend=True, colors=sample_colors, **f_stats_samples[1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "This tutorial covered:\n", + "\n", + "* the predefined technical-artifact tags (INTERNAL_PRIMING, FRAGMENT, RTTS)\n", + "* quantifying them per group and per sample with `filter_stats`/`plot_bar`" ] } ], @@ -134,7 +198,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.5" + "version": "3.12.8" } }, "nbformat": 4, diff --git a/docs/notebooks/06_filtering.ipynb b/docs/notebooks/06_filtering.ipynb index d2d6663..bfed494 100644 --- a/docs/notebooks/06_filtering.ipynb +++ b/docs/notebooks/06_filtering.ipynb @@ -17,165 +17,46 @@ "* define custom tags and filter expressions, to tailor filter queries.\n", "\n", "\n", - "This tutorial assumes you have run the tutorial on [transcriptome reconstruction](03_transcriptome_reconstruction.html) already, and prepared the transcriptome pkl file \"PacBio_isotools.pkl\" based on the [demonstration data set](https://nc.molgen.mpg.de/cloud/index.php/s/zYe7g6qnyxGDxRd)." + "This tutorial assumes you have run the tutorial on [transcriptome reconstruction](03_transcriptome_reconstruction.html) already, and prepared the transcriptome pkl file \"demo_isotools.pkl\" based on the [demonstration data set](https://nc.molgen.mpg.de/cloud/index.php/s/Mf2zMePGBzFWFk8)." ] }, { "cell_type": "code", "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from isotools import Transcriptome\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "\n", - "path='demonstration_dataset'\n", - "isoseq=Transcriptome.load(f'{path}/PacBio_isotools.pkl')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Access genes by name or id\n", - "[Gene objects](../isotoolsAPI.html?highlight=isotools.Gene#isotools-gene) can be retrieved from the transcriptome object using the square bracket operator. This works with both the gene name and gene id. The gene object contains all information of the gene, like the coverage and the list of transcripts, which in turn contain the list of exons, comparison with reference annotation and much more. " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "found the same gene by name and id\n", - "Gene RIPK2 chr8:89757805-89791064(+), 4 reference transcripts, 46 expressed transcripts\n", - "920 reads in total\n" - ] - } - ], - "source": [ - "gene=isoseq['ENSG00000104312.8']\n", - "if gene==isoseq['RIPK2']:\n", - " print('found the same gene by name and id')\n", - "\n", - "#string representation\n", - "print(gene)\n", - "# obtain the sum coverage over all transcripts and samples\n", - "total_cov=gene.coverage.sum()\n", - "print(f\"{total_cov} reads in total\")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7 transcripts contribute at least 1% to that gene\n" - ] - } - ], - "source": [ - "#This gene has 52 expressed transcripts, only 4 of them are in the reference.\n", - "#However, most are supported by few reads only\n", - "num_transcripts = sum([cov>total_cov *.01 for cov in gene.coverage.sum(0)])\n", - "print(f'{num_transcripts} transcripts contribute at least 1% to that gene')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The primary transcript is number 2.\n", - "This transcript contributes 40.87% (376/920 reads)\n" - ] + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T16:19:48.238265Z", + "iopub.status.busy": "2026-08-06T16:19:48.237642Z", + "iopub.status.idle": "2026-08-06T16:19:53.257207Z", + "shell.execute_reply": "2026-08-06T16:19:53.255418Z" } - ], - "source": [ - "#lets look at the primary transcript\n", - "max_i=np.argmax(gene.coverage.sum(0))\n", - "max_contr=gene.coverage.sum(0)[max_i]\n", - "print(f'''The primary transcript is number {max_i}.\n", - "This transcript contributes {max_contr/total_cov:.2%} ({max_contr}/{total_cov} reads)''')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "These are the infos for this transcript:\n", - "exons: [[np.int64(89757791), 89758233], [89762828, 89762982], [89765340, 89765496], [89769771, 89769929], [...\n", - "strand: +\n", - "coverage: {'GM12878_a': 48, 'GM12878_b': 137, 'GM12878_c': 141, 'K562_a': 18, 'K562_b': 19, 'K562_c': 13}\n", - "TSS: {'GM12878_a': {89757763: 1, 89757766: 1, 89757778: 1, 89757782: 3, 89757783: 4, 89757784: 4, 8975778...\n", - "PAS: {'GM12878_a': {89790462: 3, 89791057: 3, 89790608: 5, 89790939: 3, 89790606: 3, 89790425: 1, 8979046...\n", - "annotation: (0, {'FSM': [1]})\n", - "TSS_unified: {'GM12878_a': {np.int64(89757791): 48}, 'GM12878_b': {np.int64(89757791): 137}, 'GM12878_c': {np.int...\n", - "PAS_unified: {'GM12878_a': {np.int64(89790462): 20, np.int64(89790982): 10, np.int64(89790605): 11, np.int64(8979...\n", - "direct_repeat_len: [3, 3, 4, 5, 7, 3, 5, 4, 6, 4]\n", - "downstream_A_content: 0.2\n", - "ORF: (np.int64(89758060), np.int64(89790416), {\"5'UTR\": np.int64(269), 'CDS': np.int64(1623), \"3'UTR\": np...\n" - ] - } - ], - "source": [ - "#all the information for this transcript are stored in this dict:\n", - "primary=gene.transcripts[max_i]\n", - "print(f'\\nThese are the infos for this transcript:')\n", - "for k,v in primary.items():\n", - " print(f'{k}: {str(v)[:100]}{\"...\" if len(str(v))>100 else \"\"}')\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, + }, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "\n", - "The corresponding reference transcript: \n", - "transcript_id: ENST00000220751.5\n", - "transcript_type: protein_coding\n", - "transcript_name: RIPK2-201\n", - "transcript_support_level: 1\n", - "exons: [(89757815, 89758233), (89762828, 89762982), (89765340, 89765496), (89769771, 89769929), (89771740, ...\n", - "CDS: (89758060, 89790416)\n", - "downstream_A_content: 0.06666666666666667\n", - "ORF: (np.int64(89758060), np.int64(89790416), {\"5'UTR\": 245, 'CDS': 1623, \"3'UTR\": np.int64(648), 'start_...\n" + "INFO:loading transcriptome from demonstration_dataset/demo_isotools.pkl\n" ] } ], "source": [ + "from isotools import Transcriptome\n", + "import logging\n", + "logging.basicConfig(format='%(levelname)s:%(message)s', level=logging.INFO)\n", + "logger = logging.getLogger('isotools')\n", + "# some GENCODE gene names/ids are shared across multiple genes; suppress the resulting\n", + "# lookup-ambiguity warnings for this demo (use the gene id instead of the name to avoid them)\n", + "logger.addFilter(lambda record: 'is ambiguous' not in record.getMessage())\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", "\n", - "# this 'annotation' line reveals that it is a FSM with reference transcript nr 1:\n", - "# annotation: (0, {'FSM': [1]})\n", - "\n", - "print(f'\\nThe corresponding reference transcript: ')\n", - "for k,v in gene.ref_transcripts[primary[\"annotation\"][1][\"FSM\"][0]].items():\n", - " print(f'{k}: {str(v)[:100]}{\"...\" if len(str(v))>100 else \"\"}')" + "path='demonstration_dataset'\n", + "transcriptome=Transcriptome.load(f'{path}/demo_isotools.pkl')\n", + "groups = transcriptome.groups()\n", + "group_colors = {'GM12878': '#f28e2b', 'K562': 'rebeccapurple'}\n", + "sample_idx = {s: i for i, s in enumerate(transcriptome.samples)}\n" ] }, { @@ -188,24 +69,31 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T16:19:53.262538Z", + "iopub.status.busy": "2026-08-06T16:19:53.262298Z", + "iopub.status.idle": "2026-08-06T16:19:53.282050Z", + "shell.execute_reply": "2026-08-06T16:19:53.279982Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Gene OSGIN2 chr8:89901848-89927888(+), 4 reference transcripts, 47 expressed transcripts\n", + "Gene OSGIN2 chr8:89901848-89927888(+), 4 reference transcripts, 48 expressed transcripts\n", "\t573 reads\n", - "Gene RIPK2 chr8:89757805-89791064(+), 4 reference transcripts, 46 expressed transcripts\n", + "Gene RIPK2 chr8:89757805-89791064(+), 4 reference transcripts, 52 expressed transcripts\n", "\t920 reads\n", - "Gene NBN chr8:89924514-90003228(-), 38 reference transcripts, 294 expressed transcripts\n", + "Gene NBN chr8:89924514-90003228(-), 38 reference transcripts, 327 expressed transcripts\n", "\t2259 reads\n" ] } ], "source": [ - "for gene in isoseq.iter_genes(region='chr8:89000000-90000000', min_coverage=100):\n", + "for gene in transcriptome.iter_genes(region='chr8:89000000-90000000', min_coverage=100):\n", " print(gene)\n", " print(f'\\t{gene.coverage.sum()} reads')" ] @@ -229,8 +117,15 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T16:19:53.286943Z", + "iopub.status.busy": "2026-08-06T16:19:53.286704Z", + "iopub.status.idle": "2026-08-06T16:19:53.295225Z", + "shell.execute_reply": "2026-08-06T16:19:53.293421Z" + } + }, "outputs": [ { "name": "stdout", @@ -252,11 +147,15 @@ "- FRAGMENT:\tfragments and any(\"novel exonic \" in a or \"fragment\" in a for a in annotation[1])\n", "- UNSPLICED:\tlen(exons)==1\n", "- MULTIEXON:\tlen(exons)>1\n", - "- SUBSTANTIAL:\tgene.coverage.sum() * .01 < gene.coverage[:,transcript_id].sum()\n", - "- HIGH_COVER:\tgene.coverage.sum(0)[transcript_id] >= 7\n", - "- PERMISSIVE:\tgene.coverage.sum(0)[transcript_id] >= 2 and (FSM or not (RTTS or INTERNAL_PRIMING or FRAGMENT))\n", - "- BALANCED:\tgene.coverage.sum(0)[transcript_id] >= 2 and (FSM or (HIGH_COVER and not (RTTS or FRAGMENT or INTERNAL_PRIMING)))\n", - "- STRICT:\tgene.coverage.sum(0)[transcript_id] >= 7 and SUBSTANTIAL and (FSM or not (RTTS or FRAGMENT or INTERNAL_PRIMING))\n", + "- SUBSTANTIAL:\tgene.coverage.sum() * .01 < gene.coverage[:,trid].sum()\n", + "- HIGH_COVER:\tgene.coverage.sum(0)[trid] >= 7\n", + "- PERMISSIVE:\tgene.coverage.sum(0)[trid] >= 2 and (FSM or not (RTTS or INTERNAL_PRIMING or FRAGMENT))\n", + "- BALANCED:\tgene.coverage.sum(0)[trid] >= 2 and (FSM or (HIGH_COVER and not (RTTS or FRAGMENT or INTERNAL_PRIMING)))\n", + "- STRICT:\tgene.coverage.sum(0)[trid] >= 7 and SUBSTANTIAL and (FSM or not (RTTS or FRAGMENT or INTERNAL_PRIMING))\n", + "- CAGE_SUPPORT:\tsqanti_classification is not None and sqanti_classification[\"within_CAGE_peak\"]\n", + "- TSS_RATIO:\tsqanti_classification is not None and sqanti_classification[\"ratio_TSS\"] > 1.5\n", + "- POLYA_MOTIF:\tsqanti_classification is not None and sqanti_classification[\"polyA_motif_found\"]\n", + "- POLYA_SITE:\tsqanti_classification is not None and sqanti_classification[\"within_polyA_site\"]\n", "- ANTISENSE:\t\"antisense\" in annotation[1]\n", "- INTERGENIC:\t\"intergenic\" in annotation[1]\n", "- GENIC_GENOMIC:\t\"genic genomic\" in annotation[1]\n", @@ -293,12 +192,415 @@ "source": [ "\n", "#print all defined filter expressions\n", - "for context in isoseq.filter:\n", + "for context in transcriptome.filter:\n", " print(f'\\n{context}\\n{\"=\"*len(context)}')\n", - " for tag,expression in isoseq.filter[context].items():\n", + " for tag,expression in transcriptome.filter[context].items():\n", " print(f'- {tag}:\\t{expression}')\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Filter statistics\n", + "\n", + "[filter_stats](../isotoolsAPI.html?highlight=filter_stats#isotools.Transcriptome.filter_stats) counts, for each tag and group, the number (or fraction, with `weight_by_coverage=False`) of transcripts carrying that tag -- useful to get an overview of how many transcripts are affected by the artifact tags before deciding on a filtering scheme." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T16:19:53.301072Z", + "iopub.status.busy": "2026-08-06T16:19:53.300809Z", + "iopub.status.idle": "2026-08-06T16:19:55.193754Z", + "shell.execute_reply": "2026-08-06T16:19:55.191850Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " GM12878 K562\n", + "total 6215.0 7881.0\n", + "PASS 4222.0 5178.0\n", + "INTERNAL_PRIMING 1139.0 1433.0\n", + "FRAGMENT 766.0 1163.0\n", + "RTTS 91.0 117.0" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f_stats, bar_params = transcriptome.filter_stats(\n", + " tags=['INTERNAL_PRIMING', 'RTTS', 'FRAGMENT'], groups=transcriptome.groups(), weight_by_coverage=False)\n", + "f_stats" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importing SQANTI3 classification\n", + "\n", + "[SQANTI3](https://github.com/ConesaLab/SQANTI3) is a widely used tool for quality control and structural classification of long-read transcripts. It computes its own structural category (full-splice_match, incomplete-splice_match, novel_in_catalog, novel_not_in_catalog, ...) independently from IsoTools, along with additional QC metrics such as CAGE peak and polyA site support.\n", + "\n", + "IsoTools can import a SQANTI3 classification report and attach it to the matching transcripts, via [import_sqanti_classification](../isotoolsAPI.html?highlight=import_sqanti_classification#isotools.Transcriptome.import_sqanti_classification)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Generating the SQANTI3 classification file\n", + "\n", + "SQANTI3 is a separate tool with its own installation (see the [SQANTI3 documentation](https://github.com/ConesaLab/SQANTI3/wiki) for setup instructions). It classifies a gtf of query transcripts against a reference annotation and genome. We first export a gtf of the transcripts we want classified -- here, the `BALANCED` tag shown above -- using [write_gtf](../isotoolsAPI.html?highlight=write_gtf#isotools.Transcriptome.write_gtf):\n", + "\n", + "```python\n", + "transcriptome.write_gtf('demonstration_dataset/for_sqanti_query.gtf', source='isotools', query='BALANCED', min_coverage=2)\n", + "```\n", + "\n", + "`sqanti3_qc.py` requires a reference annotation in **gtf** format (not gff3) and a genome fasta. With those in place, running:\n", + "\n", + "```bash\n", + "sqanti3_qc.py --isoforms for_sqanti_query.gtf --refGTF gencode.v42.chr8.gtf --refFasta GRCh38.p13.genome_chr8.fa -o isotools_chr8_sqanti --skipORF\n", + "```\n", + "\n", + "produces (among other files) `isotools_chr8_sqanti_classification.txt`, which is what we import below. This file is included in the [demonstration data set](https://nc.molgen.mpg.de/cloud/index.php/s/Mf2zMePGBzFWFk8), so you don't need to run SQANTI3 yourself to follow this tutorial." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Importing the classification\n", + "\n", + "The `isoform` column of a SQANTI3 classification file identifies transcripts as `{gene_id}_{transcript_number}`, matching the transcript ids IsoTools itself uses when exporting a gtf via `write_gtf` -- so as long as the classification file was generated from a gtf exported from this same transcriptome, `import_sqanti_classification` can match every row back to the correct transcript." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T16:19:55.285092Z", + "iopub.status.busy": "2026-08-06T16:19:55.284862Z", + "iopub.status.idle": "2026-08-06T16:19:56.794501Z", + "shell.execute_reply": "2026-08-06T16:19:56.792567Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + " 0%| | 0/3031 [00:00 0:\n", + " category_counts[group_name][novelty] += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T16:19:57.440678Z", + "iopub.status.busy": "2026-08-06T16:19:57.440437Z", + "iopub.status.idle": "2026-08-06T16:19:57.816223Z", + "shell.execute_reply": "2026-08-06T16:19:57.813839Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 2, figsize=(9, 4))\n", + "for ax, group_name in zip(axs, groups):\n", + " values = [category_counts[group_name][c] for c in novelty_order]\n", + " colors = [novelty_palette[c] for c in novelty_order]\n", + " ax.bar(novelty_order, values, color=colors)\n", + " ax.set_title(group_name, color=group_colors[group_name])\n", + " ax.set_ylabel('number of transcripts')\n", + "plt.tight_layout()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -312,15 +614,22 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T16:19:57.821076Z", + "iopub.status.busy": "2026-08-06T16:19:57.820842Z", + "iopub.status.idle": "2026-08-06T16:19:57.862759Z", + "shell.execute_reply": "2026-08-06T16:19:57.860512Z" + } + }, "outputs": [], "source": [ "#add /modify custom filter\n", "\n", - "isoseq.add_filter(tag=\"HIGH_SUPPORT\",\n", + "transcriptome.add_filter(tag=\"HIGH_SUPPORT\",\n", " expression='transcript_support_level==\"1\"',\n", " context='reference')\n", - "isoseq.add_filter(tag=\"PROTEIN_CODING\",\n", + "transcriptome.add_filter(tag=\"PROTEIN_CODING\",\n", " expression='transcript_type==\"protein_coding\"',\n", " context='reference')\n" ] @@ -337,35 +646,34 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T16:19:57.867644Z", + "iopub.status.busy": "2026-08-06T16:19:57.867387Z", + "iopub.status.idle": "2026-08-06T16:19:58.048073Z", + "shell.execute_reply": "2026-08-06T16:19:58.045719Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Transcript nr 1 of \"Gene SLC20A2 chr8:42416474-42541926(-), 14 reference transcripts, 53 expressed transcripts\" with a coverage of 50\n", - " -> [[42480458, 42480513]]\n", - "Transcript nr 4 of \"Gene ARMC1 chr8:65602457-65634217(-), 6 reference transcripts, 57 expressed transcripts\" with a coverage of 51\n", - " -> [[65605421, 65605538]]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Transcript nr 3 of \"Gene ZNF7 chr8:144827517-144847509(+), 18 reference transcripts, 86 expressed transcripts\" with a coverage of 52\n", + "Transcript nr 5 of \"Gene ARMC1 chr8:65602457-65634217(-), 6 reference transcripts, 59 expressed transcripts\" with a coverage of 51\n", + " -> [[65605421, 65605538]]\n", + "Transcript nr 3 of \"Gene ZNF7 chr8:144827517-144847509(+), 18 reference transcripts, 85 expressed transcripts\" with a coverage of 52\n", " -> [[144828007, 144828053], [144828728, 144828950], [144829042, 144829604], [144830930, 144831029]]\n", - "Transcript nr 0 of \"Gene CIBAR1 chr8:93698560-93731527(+), 18 reference transcripts, 30 expressed transcripts\" with a coverage of 296\n", + "Transcript nr 0 of \"Gene CIBAR1 chr8:93698560-93731527(+), 18 reference transcripts, 29 expressed transcripts\" with a coverage of 296\n", " -> [[93707201, 93707281], [93708010, 93708016]]\n", - "Transcript nr 7 of \"Gene RIPK2 chr8:89757805-89791064(+), 4 reference transcripts, 46 expressed transcripts\" with a coverage of 117\n", + "Transcript nr 8 of \"Gene RIPK2 chr8:89757805-89791064(+), 4 reference transcripts, 52 expressed transcripts\" with a coverage of 115\n", " -> [[89784049, 89784139]]\n", - "Transcript nr 12 of \"Gene RIPK2 chr8:89757805-89791064(+), 4 reference transcripts, 46 expressed transcripts\" with a coverage of 126\n", + "Transcript nr 16 of \"Gene RIPK2 chr8:89757805-89791064(+), 4 reference transcripts, 52 expressed transcripts\" with a coverage of 124\n", " -> [[89784049, 89784139]]\n" ] } ], "source": [ - "for gene, transcript_number, transcript in isoseq.iter_transcripts(query='EXON_SKIPPING and SUBSTANTIAL',\n", + "for gene, transcript_number, transcript in transcriptome.iter_transcripts(query='EXON_SKIPPING and SUBSTANTIAL',\n", " min_coverage=50 ):\n", " print(f'Transcript nr {transcript_number} of \"{gene}\" with a coverage of {gene.coverage.sum(0)[transcript_number]}')\n", " print(f\" -> {transcript['annotation'][1]['exon skipping']}\")\n" @@ -389,7 +697,14 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T16:19:58.052449Z", + "iopub.status.busy": "2026-08-06T16:19:58.052217Z", + "iopub.status.idle": "2026-08-06T16:19:58.059252Z", + "shell.execute_reply": "2026-08-06T16:19:58.057010Z" + } + }, "outputs": [], "source": [ "# define the filtering shemes\n", @@ -412,21 +727,139 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T16:19:58.063753Z", + "iopub.status.busy": "2026-08-06T16:19:58.063502Z", + "iopub.status.idle": "2026-08-06T16:20:00.205873Z", + "shell.execute_reply": "2026-08-06T16:20:00.203341Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 10801/10801 [00:00<00:00, 16481.89genes/s]\n" + "INFO:writing gtf file to demonstration_dataset/demonstration_dataset_transcripts_balanced.gtf\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + " 0%| | 0/10705 [00:00total_cov *.01 for cov in gene.coverage.sum(0)])\n", + "print(f'{num_transcripts} transcripts contribute at least 1% to that gene')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T12:55:55.505926Z", + "iopub.status.busy": "2026-08-06T12:55:55.505086Z", + "iopub.status.idle": "2026-08-06T12:55:55.518056Z", + "shell.execute_reply": "2026-08-06T12:55:55.515409Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The primary transcript is number 2.\n", + "This transcript contributes 40.33% (371/920 reads)\n" + ] + } + ], + "source": [ + "#lets look at the primary transcript\n", + "max_i=np.argmax(gene.coverage.sum(0))\n", + "max_contr=gene.coverage.sum(0)[max_i]\n", + "print(f'''The primary transcript is number {max_i}.\n", + "This transcript contributes {max_contr/total_cov:.2%} ({max_contr}/{total_cov} reads)''')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T12:55:55.524746Z", + "iopub.status.busy": "2026-08-06T12:55:55.524030Z", + "iopub.status.idle": "2026-08-06T12:55:55.538635Z", + "shell.execute_reply": "2026-08-06T12:55:55.536007Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "These are the infos for this transcript:\n", + "exons: [[np.int64(89757791), 89758233], [89762828, 89762982], [89765340, 89765496], [89769771, 89769929], [...\n", + "strand: +\n", + "coverage: {'GM12878_a': 48, 'GM12878_b': 135, 'GM12878_c': 138, 'K562_a': 19, 'K562_b': 18, 'K562_c': 13}\n", + "TSS: {'GM12878_a': {89757763: 1, 89757766: 1, 89757778: 1, 89757782: 3, 89757783: 4, 89757784: 4, 8975778...\n", + "PAS: {'GM12878_a': {89790462: 3, 89791057: 3, 89790608: 5, 89790939: 3, 89790606: 3, 89790425: 1, 8979046...\n", + "annotation: (0, {'FSM': [1]})\n", + "TSS_unified: {'GM12878_a': {np.int64(89757791): 48}, 'GM12878_b': {np.int64(89757791): 135}, 'GM12878_c': {np.int...\n", + "PAS_unified: {'GM12878_a': {np.int64(89790462): 20, np.int64(89790982): 10, np.int64(89790605): 11, np.int64(8979...\n", + "direct_repeat_len: [3, 3, 4, 5, 7, 3, 5, 4, 6, 4]\n", + "downstream_A_content: 0.2\n", + "ORF: (np.int64(89758060), np.int64(89790416), {\"5'UTR\": np.int64(269), 'CDS': np.int64(1623), \"3'UTR\": np...\n" + ] + } + ], + "source": [ + "#all the information for this transcript are stored in this dict:\n", + "primary=gene.transcripts[max_i]\n", + "print(f'\\nThese are the infos for this transcript:')\n", + "for k,v in primary.items():\n", + " print(f'{k}: {str(v)[:100]}{\"...\" if len(str(v))>100 else \"\"}')\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T12:55:55.544764Z", + "iopub.status.busy": "2026-08-06T12:55:55.544123Z", + "iopub.status.idle": "2026-08-06T12:55:55.558487Z", + "shell.execute_reply": "2026-08-06T12:55:55.555365Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "The corresponding reference transcript: \n", + "transcript_id: ENST00000220751.5\n", + "transcript_type: protein_coding\n", + "transcript_name: RIPK2-201\n", + "transcript_support_level: 1\n", + "exons: [(89757815, 89758233), (89762828, 89762982), (89765340, 89765496), (89769771, 89769929), (89771740, ...\n", + "CDS: (89758060, 89790416)\n", + "downstream_A_content: 0.06666666666666667\n", + "ORF: (np.int64(89758060), np.int64(89790416), {\"5'UTR\": 245, 'CDS': 1623, \"3'UTR\": np.int64(648), 'start_...\n" + ] + } + ], + "source": [ + "# this 'annotation' line reveals that it is a FSM with reference transcript nr 1:\n", + "# annotation: (0, {'FSM': [1]})\n", + "\n", + "print(f'\\nThe corresponding reference transcript: ')\n", + "for k,v in gene.ref_transcripts[primary[\"annotation\"][1][\"FSM\"][0]].items():\n", + " print(f'{k}: {str(v)[:100]}{\"...\" if len(str(v))>100 else \"\"}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will restrict the following analyses to transcripts passing the `BALANCED` filter scheme (introduced in the [filtering tutorial](06_filtering.html#Filter-Queries-for-transcript-export))." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T12:55:55.565594Z", + "iopub.status.busy": "2026-08-06T12:55:55.564798Z", + "iopub.status.idle": "2026-08-06T12:55:55.575017Z", + "shell.execute_reply": "2026-08-06T12:55:55.571397Z" + } + }, + "outputs": [], + "source": [ + "query_string = 'BALANCED'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Structural variation: TSS, exon chain and PAS\n", + "\n", + "[str_var_calculation](../isotoolsAPI.html?highlight=str_var_calculation#isotools.Transcriptome.str_var_calculation) quantifies, for each gene, how much of the observed transcript variation is due to distinct TSS positions, distinct exon chains, or distinct PAS positions. The three fractions sum to 1 and are visualized as simplex coordinates in a triangle plot: a gene close to a corner is dominated by that source of variation, while a gene in the center shows a mix of all three." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T12:55:55.582230Z", + "iopub.status.busy": "2026-08-06T12:55:55.581444Z", + "iopub.status.idle": "2026-08-06T12:55:58.487149Z", + "shell.execute_reply": "2026-08-06T12:55:58.484693Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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gene_idgene_nameGM12878_tssGM12878_ecGM12878_pasK562_tssK562_ecK562_pas
0ENSG00000104723.21TUSC3NaNNaNNaN0.2666670.4666670.266667
1ENSG00000172164.15SNTB10.3225810.1935480.483871NaNNaNNaN
2IT_novel_01788IT_novel_017880.3333330.3333330.3333330.3333330.3333330.333333
3ENSG00000147408.16CSGALNACT10.3333330.3333330.333333NaNNaNNaN
4ENSG00000147485.13PXDNL0.3333330.3333330.333333NaNNaNNaN
\n", + "
" + ], + "text/plain": [ + " gene_id gene_name GM12878_tss GM12878_ec GM12878_pas \\\n", + "0 ENSG00000104723.21 TUSC3 NaN NaN NaN \n", + "1 ENSG00000172164.15 SNTB1 0.322581 0.193548 0.483871 \n", + "2 IT_novel_01788 IT_novel_01788 0.333333 0.333333 0.333333 \n", + "3 ENSG00000147408.16 CSGALNACT1 0.333333 0.333333 0.333333 \n", + "4 ENSG00000147485.13 PXDNL 0.333333 0.333333 0.333333 \n", + "\n", + " K562_tss K562_ec K562_pas \n", + "0 0.266667 0.466667 0.266667 \n", + "1 NaN NaN NaN \n", + "2 0.333333 0.333333 0.333333 \n", + "3 NaN NaN NaN \n", + "4 NaN NaN NaN " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "str_var_tab = transcriptome.str_var_calculation(groups=groups, query=query_string, strict_ec=0, strict_pos=15)\n", + "str_var_tab.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T12:55:58.492846Z", + "iopub.status.busy": "2026-08-06T12:55:58.492445Z", + "iopub.status.idle": "2026-08-06T12:55:58.979688Z", + "shell.execute_reply": "2026-08-06T12:55:58.977421Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/scratch/local/claude-16752/-home-Ayalanbi-src/f7e6815a-e937-41c0-a67a-faab9beb3220/scratchpad/venv_tutorials/lib/python3.12/site-packages/ternary/plotting.py:148: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n", + " ax.scatter(xs, ys, vmin=vmin, vmax=vmax, **kwargs)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(8, 7))\n", + "triangle_plot(str_var_tab, ax=ax, colors=group_colors, tax_title='all genes together')\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Genes can change category between conditions. For example, *CA8* is close to the TSS/exon-chain mix in GM12878, but shifts towards PAS-dominated variation in K562." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T12:55:58.985776Z", + "iopub.status.busy": "2026-08-06T12:55:58.985455Z", + "iopub.status.idle": "2026-08-06T12:56:00.359556Z", + "shell.execute_reply": "2026-08-06T12:56:00.357118Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Gene: CA8 (ENSG00000178538.10)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/scratch/local/claude-16752/-home-Ayalanbi-src/f7e6815a-e937-41c0-a67a-faab9beb3220/scratchpad/venv_tutorials/lib/python3.12/site-packages/ternary/plotting.py:148: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n", + " ax.scatter(xs, ys, vmin=vmin, vmax=vmax, **kwargs)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "example_gene = 'ENSG00000178538.10' # CA8\n", + "print(f'Gene: CA8 ({example_gene})')\n", + "fig, ax = plt.subplots(1, figsize=(8, 7))\n", + "triangle_plot(str_var_tab[str_var_tab['gene_id'] == example_gene], ax=ax, colors=group_colors, tax_title=example_gene)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T12:56:00.365614Z", + "iopub.status.busy": "2026-08-06T12:56:00.365153Z", + "iopub.status.idle": "2026-08-06T12:56:01.690724Z", + "shell.execute_reply": "2026-08-06T12:56:01.688249Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "balanced_ids = transcriptome[example_gene].filter_transcripts(query=query_string)\n", + "fig, axs = plt.subplots(2, 1, figsize=(10, 5), sharex=True)\n", + "for ax, (group_name, group_samples) in zip(axs, groups.items()):\n", + " g_idx = [sample_idx[s] for s in group_samples]\n", + " expressed_ids = [i for i in balanced_ids if transcriptome[example_gene].coverage[g_idx, i].sum() > 0]\n", + " transcriptome[example_gene].gene_track(ax=ax, reference=False, query=query_string, select_transcripts=expressed_ids)\n", + " ax.set_title(f'{group_name}: {query_string} transcripts in {example_gene} expressed in this group')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`str_var_calculation` can also report the raw counts of distinct TSSs, exon chains and PASs per gene (`count_number=True`), which [plot_str_var_number](../isotoolsAPI.html?highlight=plot_str_var_number#isotools.plots.plot_str_var_number) summarizes as a histogram per group." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T12:56:01.695826Z", + "iopub.status.busy": "2026-08-06T12:56:01.695437Z", + "iopub.status.idle": "2026-08-06T12:56:05.000870Z", + "shell.execute_reply": "2026-08-06T12:56:04.998145Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "str_var_count = transcriptome.str_var_calculation(groups=groups, query=query_string, strict_ec=0, strict_pos=15, count_number=True)\n", + "for group_name in groups:\n", + " fig = plot_str_var_number(str_var_count, group_name, fig_title=group_name)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Transcript usage entropy\n", + "\n", + "[entropy_calculation](../isotoolsAPI.html?highlight=entropy_calculation#isotools.Transcriptome.entropy_calculation) quantifies how evenly the reads of a gene are distributed across its transcripts. Relative entropy (`relative=True`, the default) scales the Shannon entropy to [0, 1] relative to the theoretical maximum for the number of transcripts observed in that gene: a value close to 0 means one isoform dominates, a value close to 1 means usage is spread evenly across isoforms." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T12:56:05.007357Z", + "iopub.status.busy": "2026-08-06T12:56:05.006932Z", + "iopub.status.idle": "2026-08-06T12:56:06.709986Z", + "shell.execute_reply": "2026-08-06T12:56:06.707605Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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gene_idgene_nameGM12878_ntrGM12878_rel_entropyK562_ntrK562_rel_entropy
0ENSG00000104723.21TUSC3NaNNaN70.57385
1ENSG00000172164.15SNTB130.770561NaNNaN
2IT_novel_01788IT_novel_017881NaN1NaN
3ENSG00000147408.16CSGALNACT11NaNNaNNaN
4ENSG00000147485.13PXDNL1NaNNaNNaN
\n", + "
" + ], + "text/plain": [ + " gene_id gene_name GM12878_ntr GM12878_rel_entropy \\\n", + "0 ENSG00000104723.21 TUSC3 NaN NaN \n", + "1 ENSG00000172164.15 SNTB1 3 0.770561 \n", + "2 IT_novel_01788 IT_novel_01788 1 NaN \n", + "3 ENSG00000147408.16 CSGALNACT1 1 NaN \n", + "4 ENSG00000147485.13 PXDNL 1 NaN \n", + "\n", + " K562_ntr K562_rel_entropy \n", + "0 7 0.57385 \n", + "1 NaN NaN \n", + "2 1 NaN \n", + "3 NaN NaN \n", + "4 NaN NaN " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "entropy_tab = transcriptome.entropy_calculation(groups=groups, query=query_string, relative=True)\n", + "entropy_tab.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*CPQ* is a good example: usage is dominated by a single isoform in GM12878 (low entropy), but split between two isoforms in K562 (high entropy).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T12:56:06.716650Z", + "iopub.status.busy": "2026-08-06T12:56:06.716178Z", + "iopub.status.idle": "2026-08-06T12:56:06.737303Z", + "shell.execute_reply": "2026-08-06T12:56:06.734611Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Gene: CPQ (ENSG00000104324.16)\n" + ] + }, + { + "data": { + "text/html": [ + "
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gene_idgene_nameGM12878_ntrGM12878_rel_entropyK562_ntrK562_rel_entropy
200ENSG00000104324.16CPQ20.22228520.857148
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" + ], + "text/plain": [ + " gene_id gene_name GM12878_ntr GM12878_rel_entropy K562_ntr \\\n", + "200 ENSG00000104324.16 CPQ 2 0.222285 2 \n", + "\n", + " K562_rel_entropy \n", + "200 0.857148 " + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "example_gene = 'ENSG00000104324.16' # CPQ\n", + "print(f'Gene: CPQ ({example_gene})')\n", + "entropy_tab[entropy_tab['gene_id'] == example_gene]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T12:56:06.744064Z", + "iopub.status.busy": "2026-08-06T12:56:06.743639Z", + "iopub.status.idle": "2026-08-06T12:56:07.120633Z", + "shell.execute_reply": "2026-08-06T12:56:07.118149Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gene = transcriptome[example_gene]\n", + "balanced_ids = gene.filter_transcripts(query=query_string)\n", + "gene_entropy = entropy_tab.loc[entropy_tab['gene_id'] == example_gene].iloc[0]\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(8, 3.5), constrained_layout=True)\n", + "for ax, (group_name, group_samples) in zip(axs, groups.items()):\n", + " g_idx = [sample_idx[s] for s in group_samples]\n", + " cov = gene.coverage[g_idx][:, balanced_ids].sum(0)\n", + " expressed = [(tid, c) for tid, c in zip(balanced_ids, cov) if c > 0]\n", + " total = sum(c for _, c in expressed)\n", + " rel_entropy = gene_entropy[f'{group_name}_rel_entropy']\n", + "\n", + " # color bars by relative entropy: low = one isoform dominates, high = usage spread across isoforms\n", + " if rel_entropy < 0.3:\n", + " bar_color = 'lightcoral'\n", + " elif rel_entropy > 0.7:\n", + " bar_color = 'powderblue'\n", + " else:\n", + " bar_color = 'lightgrey'\n", + "\n", + " x = range(len(expressed))\n", + " ax.bar(x, [c for _, c in expressed], color=bar_color, width=0.4)\n", + " for j, (tid, c) in enumerate(expressed):\n", + " ax.text(j, c, f'{c / total * 100:.1f}%', ha='center', va='bottom', fontsize=8)\n", + " ax.set_xticks(list(x))\n", + " ax.set_xticklabels([f'{gene.name}_{tid}' for tid, _ in expressed])\n", + " ax.set_ylabel('coverage')\n", + " ax.set_xlabel('transcript id')\n", + " ax.set_title(f'{group_name}\\nrelative entropy = {rel_entropy:.2f}', color=group_colors[group_name])\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "This tutorial introduced gene model characteristics beyond simple transcript counts:\n", + "\n", + "* `str_var_calculation` and `triangle_plot` to localize structural variation to TSS, exon chain, or PAS\n", + "* `entropy_calculation` to quantify how evenly transcript usage is distributed within a gene\n", + "* `gene_track(colorbySqanti=True)` to color transcripts by their SQANTI structural category" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/notebooks/08_alternative_splicing.ipynb b/docs/notebooks/08_alternative_splicing.ipynb index b063261..a3d5c35 100644 --- a/docs/notebooks/08_alternative_splicing.ipynb +++ b/docs/notebooks/08_alternative_splicing.ipynb @@ -22,38 +22,66 @@ "In this tutorial, we learn to use ASE to calculate 2D embeddings (PCA, UMAP), representing the relation of the samples with respect to alternative splicing. \n", "This representation may be a useful as a first step of the analysis, to validate hypothesis and check sample integrity. \n", "\n", - "This tutorial assumes you have run the tutorial on [transcriptome reconstruction](03_transcriptome_reconstruction.html) already, and prepared the transcriptome pkl file \"PacBio_isotools.pkl\" based on the [demonstration data set](https://nc.molgen.mpg.de/cloud/index.php/s/zYe7g6qnyxGDxRd)." + "This tutorial assumes you have run the tutorial on [transcriptome reconstruction](03_transcriptome_reconstruction.html) already, and prepared the transcriptome pkl file \"demo_isotools.pkl\" based on the [demonstration data set](https://nc.molgen.mpg.de/cloud/index.php/s/Mf2zMePGBzFWFk8)." ] }, { "cell_type": "code", "execution_count": 1, - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:51:18.912401Z", + "iopub.status.busy": "2026-08-06T00:51:18.912110Z", + "iopub.status.idle": "2026-08-06T00:51:24.771976Z", + "shell.execute_reply": "2026-08-06T00:51:24.769394Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:loading transcriptome from demonstration_dataset/demo_isotools.pkl\n" + ] + } + ], "source": [ "from isotools import Transcriptome\n", + "import logging\n", + "logging.basicConfig(format='%(levelname)s:%(message)s', level=logging.INFO)\n", + "logger = logging.getLogger('isotools')\n", + "# some GENCODE gene names/ids are shared across multiple genes; suppress the resulting\n", + "# lookup-ambiguity warnings for this demo (use the gene id instead of the name to avoid them)\n", + "logger.addFilter(lambda record: 'is ambiguous' not in record.getMessage())\n", "import matplotlib.pyplot as plt\n", "\n", "path='demonstration_dataset'\n", - "isoseq=Transcriptome.load(f'{path}/PacBio_isotools.pkl')" + "transcriptome=Transcriptome.load(f'{path}/demo_isotools.pkl')" ] }, { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:51:24.777028Z", + "iopub.status.busy": "2026-08-06T00:51:24.776726Z", + "iopub.status.idle": "2026-08-06T00:51:36.104573Z", + "shell.execute_reply": "2026-08-06T00:51:36.103037Z" + } + }, "outputs": [ { "data": { "text/plain": [ "splice_type\n", - "TSS 393\n", - "PAS 252\n", - "ES 106\n", - "IR 78\n", - "5AS 50\n", - "3AS 35\n", - "ME 8\n", + "TSS 1013\n", + "PAS 376\n", + "ES 106\n", + "IR 80\n", + "5AS 51\n", + "3AS 38\n", + "ME 8\n", "Name: count, dtype: int64" ] }, @@ -64,7 +92,7 @@ ], "source": [ "# compute the alternative splicing events\n", - "splice_events=isoseq.alternative_splicing_events()\n", + "splice_events=transcriptome.alternative_splicing_events()\n", "# count the identified events by type\n", "splice_events.splice_type.value_counts()" ] @@ -81,11 +109,18 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:51:36.108714Z", + "iopub.status.busy": "2026-08-06T00:51:36.108425Z", + "iopub.status.idle": "2026-08-06T00:51:38.568611Z", + "shell.execute_reply": "2026-08-06T00:51:38.566939Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -106,7 +141,7 @@ " pca[t]=plot_embedding(splice_events,\n", " ax=ax,\n", " labels=True,\n", - " groups=isoseq.groups(),\n", + " groups=transcriptome.groups(),\n", " splice_types=t)\n", "\n", "\n", @@ -121,6 +156,18 @@ "source": [ "While the samples cluster as expected, e.g. the groups cluster together, it seems like sample GM12878_a is diverging from the two other samples of the same group. This could indicate quality issues for this sample." ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "This tutorial covered:\n", + "\n", + "* identifying alternative splicing events with `alternative_splicing_events`\n", + "* visualizing sample relationships by splicing profile with `plot_embedding` (PCA/UMAP)" + ] } ], "metadata": { @@ -139,7 +186,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.5" + "version": "3.12.8" } }, "nbformat": 4, diff --git a/docs/notebooks/09_diff_splice.ipynb b/docs/notebooks/09_diff_splice.ipynb index 17ed03d..c098caa 100644 --- a/docs/notebooks/09_diff_splice.ipynb +++ b/docs/notebooks/09_diff_splice.ipynb @@ -12,21 +12,42 @@ "\n", "In this tutorial, we will apply the statistical test to find differential splicing between K562 and GM12878 (on chromosome 8), and how to interpret and depict the results. \n", "\n", - "This tutorial assumes you have run the tutorial on [transcriptome reconstruction](03_transcriptome_reconstruction.html) already, and prepared the transcriptome pkl file \"PacBio_isotools.pkl\" based on the [demonstration data set](https://nc.molgen.mpg.de/cloud/index.php/s/zYe7g6qnyxGDxRd)." + "This tutorial assumes you have run the tutorial on [transcriptome reconstruction](03_transcriptome_reconstruction.html) already, and prepared the transcriptome pkl file \"demo_isotools.pkl\" based on the [demonstration data set](https://nc.molgen.mpg.de/cloud/index.php/s/Mf2zMePGBzFWFk8)." ] }, { "cell_type": "code", "execution_count": 1, - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T15:52:20.719469Z", + "iopub.status.busy": "2026-08-06T15:52:20.718976Z", + "iopub.status.idle": "2026-08-06T15:52:25.720866Z", + "shell.execute_reply": "2026-08-06T15:52:25.718795Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:loading transcriptome from demonstration_dataset/demo_isotools.pkl\n" + ] + } + ], "source": [ "from isotools import Transcriptome\n", + "import logging\n", + "logging.basicConfig(format='%(levelname)s:%(message)s', level=logging.INFO)\n", + "logger = logging.getLogger('isotools')\n", + "# some GENCODE gene names/ids are shared across multiple genes; suppress the resulting\n", + "# lookup-ambiguity warnings for this demo (use the gene id instead of the name to avoid them)\n", + "logger.addFilter(lambda record: 'is ambiguous' not in record.getMessage())\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "path='demonstration_dataset'\n", - "isoseq=Transcriptome.load(f'{path}/PacBio_isotools.pkl')" + "transcriptome=Transcriptome.load(f'{path}/demo_isotools.pkl')" ] }, { @@ -46,34 +67,27 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T15:52:25.726295Z", + "iopub.status.busy": "2026-08-06T15:52:25.726050Z", + "iopub.status.idle": "2026-08-06T15:52:33.607628Z", + "shell.execute_reply": "2026-08-06T15:52:33.605574Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - " 0%| | 0/10801 [00:00True\n", " 0.000175\n", " 0.000001\n", - " [12, 7, 25, 36, 32, 33, 34, 42, 43, 44, 21, 24...\n", - " [2, 0, 9, 4, 8, 10, 11, 13, 14, 15, 16, 17, 18...\n", - " 0.538168\n", - " 0.387560\n", + " [16, 8, 26, 34, 41, 46, 32, 36, 39, 40, 42, 47...\n", + " [2, 0, 12, 9, 13, 4, 5, 10, 11, 14, 15, 17, 18...\n", + " 0.549618\n", + " 0.393939\n", " 0.994244\n", - " 8.728420e-08\n", + " 8.728419e-08\n", " 0.296339\n", " 1.059189e-05\n", " 0.719659\n", @@ -184,10 +205,10 @@ " 220\n", " 224\n", " 225\n", - " 41\n", - " 153\n", " 34\n", " 104\n", + " 41\n", + " 153\n", " 34\n", " 111\n", " \n", @@ -201,30 +222,30 @@ " 18067133\n", " IR\n", " True\n", - " 0.007221\n", - " 0.000137\n", - " [10, 12, 88, 97, 68, 69, 72, 78, 79, 80, 81, 8...\n", - " [11, 13, 67, 41, 43]\n", - " 0.049430\n", + " 0.007029\n", + " 0.000135\n", + " [11, 13, 80, 99, 69, 70, 101, 79, 81, 83, 88, ...\n", + " [12, 14, 68, 42, 44]\n", + " 0.053030\n", " 0.012987\n", " 0.512441\n", " 1.078330e-03\n", - " 0.010389\n", - " 3.357134e-07\n", - " 0.231627\n", - " 0.068987\n", + " 0.010335\n", + " 3.306517e-07\n", + " 0.231512\n", + " 0.069018\n", " 13\n", " 31\n", " 23\n", " 35\n", " 39\n", " 81\n", - " 1\n", - " 81\n", " 0\n", " 51\n", " 1\n", - " 61\n", + " 81\n", + " 1\n", + " 62\n", " \n", " \n", " 2\n", @@ -236,28 +257,28 @@ " 144511910\n", " 5AS\n", " False\n", - " 0.007221\n", - " 0.000149\n", - " [22, 31, 6, 20, 11, 70, 13, 33, 77, 8, 2, 36, ...\n", - " [187, 116, 111, 38, 153, 104, 138, 199, 154, 1...\n", - " 0.438596\n", - " 0.439316\n", - " 0.012498\n", - " 9.360036e-07\n", - " 0.401870\n", - " 1.206957e-04\n", - " 0.240195\n", - " 0.041163\n", + " 0.007029\n", + " 0.000145\n", + " [22, 31, 6, 20, 11, 72, 13, 33, 8, 79, 2, 105,...\n", + " [114, 147, 124, 38, 143, 205, 123, 152, 197, 1...\n", + " 0.465366\n", + " 0.458904\n", + " 0.012575\n", + " 9.366640e-07\n", + " 0.401486\n", + " 1.211899e-04\n", + " 0.240155\n", + " 0.041071\n", " 1\n", - " 151\n", + " 150\n", " 1\n", " 9\n", " 0\n", " 1\n", + " 278\n", + " 666\n", " 127\n", " 301\n", - " 279\n", - " 667\n", " 177\n", " 482\n", " \n", @@ -271,10 +292,10 @@ " 66922613\n", " IR\n", " False\n", - " 0.011577\n", + " 0.011452\n", " 0.000409\n", - " [1, 10, 22, 25, 17, 13, 16, 19, 20, 23, 27]\n", - " [4, 9]\n", + " [1, 10, 17, 29, 16, 15, 6, 14, 19, 23, 24, 25,...\n", + " [3, 9]\n", " 1.000000\n", " 1.000000\n", " 0.255022\n", @@ -289,47 +310,47 @@ " 45\n", " 21\n", " 82\n", - " 3\n", - " 72\n", " 1\n", " 70\n", + " 3\n", + " 72\n", " 1\n", " 91\n", " \n", " \n", " 4\n", - " NAPRT\n", - " ENSG00000147813.16\n", + " SMIM19\n", + " ENSG00000176209.12\n", " chr8\n", - " -\n", - " 143575093\n", - " 143575190\n", - " IR\n", + " +\n", + " 42541705\n", + " 42546468\n", + " 5AS\n", " False\n", - " 0.011577\n", - " 0.000473\n", - " [0, 38, 5, 4, 6, 25, 85, 94, 16, 22, 51, 14, 4...\n", - " [20, 23, 1, 30, 11, 60, 92, 27, 41, 49, 75, 86...\n", - " 0.122244\n", - " 0.517442\n", - " 0.048454\n", - " 1.886016e-06\n", - " 0.302310\n", - " 5.216971e-04\n", - " 0.181299\n", - " 0.016255\n", - " 4\n", - " 69\n", - " 1\n", - " 36\n", - " 1\n", - " 19\n", - " 39\n", - " 160\n", - " 58\n", - " 187\n", - " 69\n", - " 200\n", + " 0.011452\n", + " 0.000471\n", + " [3, 4, 21]\n", + " [2, 5, 9, 26, 7, 17, 22, 24, 27, 28]\n", + " 0.000000\n", + " 0.019802\n", + " 0.097171\n", + " 1.705951e-02\n", + " 0.593322\n", + " 2.732809e-05\n", + " 0.304097\n", + " 0.074889\n", + " 10\n", + " 37\n", + " 2\n", + " 48\n", + " 0\n", + " 68\n", + " 26\n", + " 43\n", + " 38\n", + " 63\n", + " 25\n", + " 44\n", " \n", " \n", " ...\n", @@ -368,38 +389,38 @@ " \n", " \n", " 140\n", - " RNF170\n", - " ENSG00000120925.16\n", + " MRPS28\n", + " ENSG00000147586.10\n", " chr8\n", " -\n", - " 42861855\n", - " 42870003\n", - " ES\n", - " False\n", + " 80003180\n", + " 80030053\n", + " 5AS\n", + " True\n", " 1.000000\n", - " 0.986423\n", - " [9, 23, 21, 38, 43, 18, 30]\n", - " [3, 4, 20, 16, 15, 10, 13, 8, 27, 32, 42, 6, 1...\n", - " 0.862069\n", - " 0.138728\n", - " 0.852105\n", - " 5.859088e-05\n", - " 0.861528\n", - " 8.070359e-06\n", - " 0.856429\n", - " 0.000020\n", - " 10\n", - " 10\n", - " 31\n", - " 36\n", - " 51\n", - " 62\n", - " 35\n", - " 41\n", - " 22\n", - " 26\n", + " 0.986636\n", + " [5, 14, 30, 23]\n", + " [0, 4, 2, 20, 15, 22, 17, 32, 42, 13, 48, 18]\n", + " 0.000000\n", + " 0.003937\n", + " 0.766587\n", + " 1.523315e-05\n", + " 0.776720\n", + " 2.492912e-05\n", + " 0.769574\n", + " 0.000008\n", " 24\n", - " 27\n", + " 30\n", + " 66\n", + " 89\n", + " 84\n", + " 108\n", + " 31\n", + " 42\n", + " 11\n", + " 13\n", + " 38\n", + " 48\n", " \n", " \n", " 141\n", @@ -413,10 +434,10 @@ " False\n", " 1.000000\n", " 0.994807\n", - " [7, 11, 15, 20, 40, 43, 31]\n", - " [1, 0, 2, 12, 3, 10, 23, 24, 26, 30, 5, 9, 13,...\n", + " [7, 11, 15, 20, 36, 40, 43]\n", + " [1, 0, 2, 12, 3, 10, 23, 24, 27, 35, 5, 9, 13,...\n", " 0.500000\n", - " 0.438735\n", + " 0.442688\n", " 0.894198\n", " 1.207652e-05\n", " 0.894023\n", @@ -429,10 +450,10 @@ " 61\n", " 87\n", " 99\n", - " 35\n", - " 37\n", " 33\n", " 36\n", + " 35\n", + " 37\n", " 33\n", " 40\n", " \n", @@ -448,10 +469,10 @@ " False\n", " 1.000000\n", " 0.996899\n", - " [29, 11, 65, 31, 30, 38, 61, 135, 16, 149, 158...\n", - " [5, 0, 13, 25, 41, 4, 17, 6, 37, 46, 27, 73, 2...\n", - " 0.642857\n", - " 0.459350\n", + " [31, 11, 94, 79, 56, 103, 142, 17, 155, 165, 4...\n", + " [5, 0, 14, 27, 36, 4, 18, 58, 6, 67, 12, 29, 3...\n", + " 0.666667\n", + " 0.670732\n", " 0.852941\n", " NaN\n", " 0.854052\n", @@ -464,10 +485,10 @@ " 0\n", " 0\n", " 0\n", - " 40\n", - " 52\n", " 97\n", " 110\n", + " 40\n", + " 52\n", " 80\n", " 92\n", " \n", @@ -483,28 +504,28 @@ " False\n", " 1.000000\n", " 1.000000\n", - " [0, 7, 3, 6, 17, 31, 37, 2, 9, 24, 35, 47, 48,...\n", - " [1, 4, 5, 18, 25, 39, 44, 52, 32, 36, 38, 41, ...\n", - " 0.064220\n", + " [0, 7, 3, 6, 18, 33, 38, 2, 25, 9, 36, 50, 56,...\n", + " [1, 4, 5, 19, 26, 42, 48, 54, 32, 34, 37, 41, ...\n", + " 0.058824\n", " 0.094937\n", - " 0.224312\n", - " 5.214322e-06\n", - " 0.225830\n", - " 1.241680e-05\n", - " 0.224583\n", - " 0.000003\n", + " 0.229832\n", + " 5.468918e-06\n", + " 0.231743\n", + " 4.678234e-06\n", + " 0.230432\n", + " 0.000002\n", " 22\n", - " 98\n", + " 95\n", " 22\n", - " 113\n", + " 110\n", " 56\n", - " 235\n", - " 15\n", - " 54\n", + " 230\n", " 19\n", - " 95\n", + " 93\n", + " 15\n", + " 53\n", " 24\n", - " 108\n", + " 104\n", " \n", " \n", " 144\n", @@ -518,10 +539,10 @@ " True\n", " 1.000000\n", " 1.000000\n", - " [68, 15, 1, 6, 157, 11, 31, 35, 32, 152, 260, ...\n", - " [43, 233, 256, 390, 290, 304, 237, 388, 146, 1...\n", - " 0.160279\n", - " 0.125000\n", + " [68, 15, 1, 6, 160, 31, 35, 11, 154, 253, 32, ...\n", + " [43, 237, 271, 411, 335, 242, 258, 387, 266, 2...\n", + " 0.233449\n", + " 0.218750\n", " 0.102550\n", " 1.556612e-05\n", " 0.098836\n", @@ -534,10 +555,10 @@ " 26\n", " 7\n", " 51\n", - " 2\n", - " 53\n", " 11\n", " 88\n", + " 2\n", + " 53\n", " 7\n", " 61\n", " \n", @@ -552,9 +573,9 @@ "1 ASAH1 ENSG00000104763.20 chr8 - 18067104 18067133 \n", "2 RECQL4 ENSG00000160957.15 chr8 - 144511789 144511910 \n", "3 SNHG6 ENSG00000245910.9 chr8 - 66922392 66922613 \n", - "4 NAPRT ENSG00000147813.16 chr8 - 143575093 143575190 \n", + "4 SMIM19 ENSG00000176209.12 chr8 + 42541705 42546468 \n", ".. ... ... ... ... ... ... \n", - "140 RNF170 ENSG00000120925.16 chr8 - 42861855 42870003 \n", + "140 MRPS28 ENSG00000147586.10 chr8 - 80003180 80030053 \n", "141 POLB ENSG00000070501.12 chr8 + 42361365 42369270 \n", "142 SCRIB ENSG00000180900.20 chr8 - 143804825 143804954 \n", "143 CHCHD7 ENSG00000170791.18 chr8 + 56214667 56216432 \n", @@ -562,67 +583,67 @@ "\n", " splice_type novel padj pvalue \\\n", "0 ES True 0.000175 0.000001 \n", - "1 IR True 0.007221 0.000137 \n", - "2 5AS False 0.007221 0.000149 \n", - "3 IR False 0.011577 0.000409 \n", - "4 IR False 0.011577 0.000473 \n", + "1 IR True 0.007029 0.000135 \n", + "2 5AS False 0.007029 0.000145 \n", + "3 IR False 0.011452 0.000409 \n", + "4 5AS False 0.011452 0.000471 \n", ".. ... ... ... ... \n", - "140 ES False 1.000000 0.986423 \n", + "140 5AS True 1.000000 0.986636 \n", "141 ES False 1.000000 0.994807 \n", "142 5AS False 1.000000 0.996899 \n", "143 3AS False 1.000000 1.000000 \n", "144 3AS True 1.000000 1.000000 \n", "\n", " trA \\\n", - "0 [12, 7, 25, 36, 32, 33, 34, 42, 43, 44, 21, 24... \n", - "1 [10, 12, 88, 97, 68, 69, 72, 78, 79, 80, 81, 8... \n", - "2 [22, 31, 6, 20, 11, 70, 13, 33, 77, 8, 2, 36, ... \n", - "3 [1, 10, 22, 25, 17, 13, 16, 19, 20, 23, 27] \n", - "4 [0, 38, 5, 4, 6, 25, 85, 94, 16, 22, 51, 14, 4... \n", + "0 [16, 8, 26, 34, 41, 46, 32, 36, 39, 40, 42, 47... \n", + "1 [11, 13, 80, 99, 69, 70, 101, 79, 81, 83, 88, ... \n", + "2 [22, 31, 6, 20, 11, 72, 13, 33, 8, 79, 2, 105,... \n", + "3 [1, 10, 17, 29, 16, 15, 6, 14, 19, 23, 24, 25,... \n", + "4 [3, 4, 21] \n", ".. ... \n", - "140 [9, 23, 21, 38, 43, 18, 30] \n", - "141 [7, 11, 15, 20, 40, 43, 31] \n", - "142 [29, 11, 65, 31, 30, 38, 61, 135, 16, 149, 158... \n", - "143 [0, 7, 3, 6, 17, 31, 37, 2, 9, 24, 35, 47, 48,... \n", - "144 [68, 15, 1, 6, 157, 11, 31, 35, 32, 152, 260, ... \n", + "140 [5, 14, 30, 23] \n", + "141 [7, 11, 15, 20, 36, 40, 43] \n", + "142 [31, 11, 94, 79, 56, 103, 142, 17, 155, 165, 4... \n", + "143 [0, 7, 3, 6, 18, 33, 38, 2, 25, 9, 36, 50, 56,... \n", + "144 [68, 15, 1, 6, 160, 31, 35, 11, 154, 253, 32, ... \n", "\n", " trB nmdA nmdB \\\n", - "0 [2, 0, 9, 4, 8, 10, 11, 13, 14, 15, 16, 17, 18... 0.538168 0.387560 \n", - "1 [11, 13, 67, 41, 43] 0.049430 0.012987 \n", - "2 [187, 116, 111, 38, 153, 104, 138, 199, 154, 1... 0.438596 0.439316 \n", - "3 [4, 9] 1.000000 1.000000 \n", - "4 [20, 23, 1, 30, 11, 60, 92, 27, 41, 49, 75, 86... 0.122244 0.517442 \n", + "0 [2, 0, 12, 9, 13, 4, 5, 10, 11, 14, 15, 17, 18... 0.549618 0.393939 \n", + "1 [12, 14, 68, 42, 44] 0.053030 0.012987 \n", + "2 [114, 147, 124, 38, 143, 205, 123, 152, 197, 1... 0.465366 0.458904 \n", + "3 [3, 9] 1.000000 1.000000 \n", + "4 [2, 5, 9, 26, 7, 17, 22, 24, 27, 28] 0.000000 0.019802 \n", ".. ... ... ... \n", - "140 [3, 4, 20, 16, 15, 10, 13, 8, 27, 32, 42, 6, 1... 0.862069 0.138728 \n", - "141 [1, 0, 2, 12, 3, 10, 23, 24, 26, 30, 5, 9, 13,... 0.500000 0.438735 \n", - "142 [5, 0, 13, 25, 41, 4, 17, 6, 37, 46, 27, 73, 2... 0.642857 0.459350 \n", - "143 [1, 4, 5, 18, 25, 39, 44, 52, 32, 36, 38, 41, ... 0.064220 0.094937 \n", - "144 [43, 233, 256, 390, 290, 304, 237, 388, 146, 1... 0.160279 0.125000 \n", + "140 [0, 4, 2, 20, 15, 22, 17, 32, 42, 13, 48, 18] 0.000000 0.003937 \n", + "141 [1, 0, 2, 12, 3, 10, 23, 24, 27, 35, 5, 9, 13,... 0.500000 0.442688 \n", + "142 [5, 0, 14, 27, 36, 4, 18, 58, 6, 67, 12, 29, 3... 0.666667 0.670732 \n", + "143 [1, 4, 5, 19, 26, 42, 48, 54, 32, 34, 37, 41, ... 0.058824 0.094937 \n", + "144 [43, 237, 271, 411, 335, 242, 258, 387, 266, 2... 0.233449 0.218750 \n", "\n", " GM12878_PSI GM12878_disp K562_PSI K562_disp total_PSI total_disp \\\n", - "0 0.994244 8.728420e-08 0.296339 1.059189e-05 0.719659 0.103622 \n", - "1 0.512441 1.078330e-03 0.010389 3.357134e-07 0.231627 0.068987 \n", - "2 0.012498 9.360036e-07 0.401870 1.206957e-04 0.240195 0.041163 \n", + "0 0.994244 8.728419e-08 0.296339 1.059189e-05 0.719659 0.103622 \n", + "1 0.512441 1.078330e-03 0.010335 3.306517e-07 0.231512 0.069018 \n", + "2 0.012575 9.366640e-07 0.401486 1.211899e-04 0.240155 0.041071 \n", "3 0.255022 1.506108e-05 0.021488 1.779160e-06 0.128672 0.014606 \n", - "4 0.048454 1.886016e-06 0.302310 5.216971e-04 0.181299 0.016255 \n", + "4 0.097171 1.705951e-02 0.593322 2.732809e-05 0.304097 0.074889 \n", ".. ... ... ... ... ... ... \n", - "140 0.852105 5.859088e-05 0.861528 8.070359e-06 0.856429 0.000020 \n", + "140 0.766587 1.523315e-05 0.776720 2.492912e-05 0.769574 0.000008 \n", "141 0.894198 1.207652e-05 0.894023 2.830737e-04 0.893994 0.000007 \n", "142 0.852941 NaN 0.854052 3.572960e-05 0.854019 0.000025 \n", - "143 0.224312 5.214322e-06 0.225830 1.241680e-05 0.224583 0.000003 \n", + "143 0.229832 5.468918e-06 0.231743 4.678234e-06 0.230432 0.000002 \n", "144 0.102550 1.556612e-05 0.098836 4.151420e-05 0.100326 0.000007 \n", "\n", " GM12878_a_GM12878_in_cov GM12878_a_GM12878_total_cov \\\n", "0 76 76 \n", "1 13 31 \n", - "2 1 151 \n", + "2 1 150 \n", "3 5 26 \n", - "4 4 69 \n", + "4 10 37 \n", ".. ... ... \n", - "140 10 10 \n", + "140 24 30 \n", "141 10 10 \n", "142 29 34 \n", - "143 22 98 \n", + "143 22 95 \n", "144 3 40 \n", "\n", " GM12878_b_GM12878_in_cov GM12878_b_GM12878_total_cov \\\n", @@ -630,12 +651,12 @@ "1 23 35 \n", "2 1 9 \n", "3 13 45 \n", - "4 1 36 \n", + "4 2 48 \n", ".. ... ... \n", - "140 31 36 \n", + "140 66 89 \n", "141 55 61 \n", "142 0 0 \n", - "143 22 113 \n", + "143 22 110 \n", "144 2 26 \n", "\n", " GM12878_c_GM12878_in_cov GM12878_c_GM12878_total_cov \\\n", @@ -643,39 +664,39 @@ "1 39 81 \n", "2 0 1 \n", "3 21 82 \n", - "4 1 19 \n", + "4 0 68 \n", ".. ... ... \n", - "140 51 62 \n", + "140 84 108 \n", "141 87 99 \n", "142 0 0 \n", - "143 56 235 \n", + "143 56 230 \n", "144 7 51 \n", "\n", " K562_a_K562_in_cov K562_a_K562_total_cov K562_b_K562_in_cov \\\n", - "0 41 153 34 \n", - "1 1 81 0 \n", - "2 127 301 279 \n", - "3 3 72 1 \n", - "4 39 160 58 \n", + "0 34 104 41 \n", + "1 0 51 1 \n", + "2 278 666 127 \n", + "3 1 70 3 \n", + "4 26 43 38 \n", ".. ... ... ... \n", - "140 35 41 22 \n", - "141 35 37 33 \n", - "142 40 52 97 \n", - "143 15 54 19 \n", - "144 2 53 11 \n", + "140 31 42 11 \n", + "141 33 36 35 \n", + "142 97 110 40 \n", + "143 19 93 15 \n", + "144 11 88 2 \n", "\n", " K562_b_K562_total_cov K562_c_K562_in_cov K562_c_K562_total_cov \n", - "0 104 34 111 \n", - "1 51 1 61 \n", - "2 667 177 482 \n", - "3 70 1 91 \n", - "4 187 69 200 \n", + "0 153 34 111 \n", + "1 81 1 62 \n", + "2 301 177 482 \n", + "3 72 1 91 \n", + "4 63 25 44 \n", ".. ... ... ... \n", - "140 26 24 27 \n", - "141 36 33 40 \n", - "142 110 80 92 \n", - "143 95 24 108 \n", - "144 88 7 61 \n", + "140 13 38 48 \n", + "141 37 33 40 \n", + "142 52 80 92 \n", + "143 53 24 104 \n", + "144 53 7 61 \n", "\n", "[145 rows x 32 columns]" ] @@ -700,11 +721,18 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T15:52:33.745702Z", + "iopub.status.busy": "2026-08-06T15:52:33.745454Z", + "iopub.status.idle": "2026-08-06T15:52:35.733227Z", + "shell.execute_reply": "2026-08-06T15:52:35.731642Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -727,11 +755,18 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T15:52:35.738875Z", + "iopub.status.busy": "2026-08-06T15:52:35.738585Z", + "iopub.status.idle": "2026-08-06T15:52:36.732281Z", + "shell.execute_reply": "2026-08-06T15:52:36.730237Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -744,16 +779,16 @@ "plt.rcParams[\"figure.figsize\"] = (10,10)\n", "pos=[89780160-500,89786592+500]\n", "fig,axs=plt.subplots(3)\n", - "gene=isoseq['RIPK2']\n", + "gene=transcriptome['RIPK2']\n", "gene.gene_track(x_range=pos,\n", " ax=axs[0],\n", " reference=False,\n", " select_transcripts=gene.filter_transcripts('SUBSTANTIAL'))\n", - "gene.sashimi_plot(samples=isoseq.groups()['K562'],\n", + "gene.sashimi_plot(samples=transcriptome.groups()['K562'],\n", " x_range=pos, ax=axs[1],\n", " title='K562',\n", " log_y=False)\n", - "gene.sashimi_plot(samples=isoseq.groups()['GM12878'],\n", + "gene.sashimi_plot(samples=transcriptome.groups()['GM12878'],\n", " x_range=pos,\n", " ax=axs[2],\n", " title='GM12878',\n", @@ -767,28 +802,22 @@ "metadata": {}, "source": [ "## Splicing coordination\n", - "A particular strength of long read sequencing is the fact that distal splicing events on the same gene are covered by the same read, facilitating analysis of splicing coordination. Isotools implements a pairwise independence test for all pairs of Alternative Splicing Events (ASEs) of a gene with the [coordination_test](../isotoolsAPI.html?highlight=coordination_test#isotools.Transcriptome.coordination_test) method." + "\n", + "A particular strength of long read sequencing is the fact that distal splicing events on the same gene are covered by the same read, facilitating analysis of splicing coordination. Isotools implements a pairwise independence test for all pairs of Alternative Splicing Events (ASEs) of a gene with the [coordination_test](../isotoolsAPI.html?highlight=coordination_test#isotools.Transcriptome.coordination_test) method. Each event has a primary (`pri`) and alternative (`alt`) state; for a pair of events A and B, every transcript falls into one of four combinations (`priA_priB`, `priA_altB`, `altA_priB`, `altA_altB`). These four counts form a 2x2 contingency table, which is tested for independence (Fisher's exact test by default)." ] }, { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T15:52:36.737880Z", + "iopub.status.busy": "2026-08-06T15:52:36.737605Z", + "iopub.status.idle": "2026-08-06T15:52:39.226178Z", + "shell.execute_reply": "2026-08-06T15:52:39.224099Z" + } + }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - " 0%| | 0/10801 [00:00eventA_type\n", " eventB_type\n", " eventA_start\n", - " evemtA_end\n", + " eventA_end\n", " eventB_start\n", " eventB_end\n", " pvalue\n", " padj\n", - " stat\n", + " statistic\n", " log2OR\n", " dcPSI_AB\n", " dcPSI_BA\n", @@ -829,15 +858,15 @@ " priA_altB\n", " altA_priB\n", " altA_altB\n", - " priA_priB_trID\n", - " priA_altB_trID\n", - " altA_priB_trID\n", - " altA_altB_trID\n", + " priA_priB_transcript_ids\n", + " priA_altB_transcript_ids\n", + " altA_priB_transcript_ids\n", + " altA_altB_transcript_ids\n", " \n", " \n", " \n", " \n", - " 55\n", + " 50\n", " ENSG00000147813.16\n", " NAPRT\n", " -\n", @@ -847,23 +876,23 @@ " 143575190\n", " 143574900\n", " 143574985\n", - " 3.913004e-77\n", - " 5.008646e-75\n", - " 88.571429\n", - " 6.468769\n", - " 0.513723\n", - " 0.640292\n", - " 480\n", - " 48\n", + " 8.463000e-78\n", + " 1.040949e-75\n", + " 92.901587\n", + " 6.537631\n", + " 0.523041\n", + " 0.640535\n", + " 472\n", + " 45\n", " 14\n", " 124\n", - " [0, 5, 4, 6, 25, 85, 94, 16, 51, 14, 42, 59, 8...\n", - " [23, 30, 123, 27, 129, 35, 135, 39, 137, 44, 8...\n", - " [38, 105, 107, 45, 110]\n", - " [20, 1, 11, 60, 92, 41, 49, 75, 86, 97, 128, 1...\n", + " [0, 5, 6, 7, 54, 62, 73, 17, 100, 24, 30, 46, ...\n", + " [25, 48, 129, 68, 128, 33, 133, 101, 135, 141,...\n", + " [41, 96, 110, 112, 115]\n", + " [21, 1, 12, 31, 71, 44, 51, 63, 78, 92, 132, 1...\n", " \n", " \n", - " 108\n", + " 104\n", " ENSG00000182325.11\n", " FBXL6\n", " -\n", @@ -873,49 +902,23 @@ " 144358031\n", " 144357121\n", " 144357438\n", - " 1.839136e-67\n", - " 1.177047e-65\n", - " 400.339286\n", - " 8.645079\n", - " 0.406497\n", - " 0.431435\n", - " 141\n", + " 1.074270e-67\n", + " 6.606760e-66\n", + " 400.642857\n", + " 8.646173\n", + " 0.409171\n", + " 0.434428\n", + " 142\n", " 14\n", " 4\n", - " 159\n", - " [1, 19, 51, 30, 74, 21, 52, 23, 56, 24, 53, 25]\n", - " [0, 27, 42, 76, 78]\n", - " [4, 54]\n", - " [2, 8, 18, 29, 16, 13, 22, 34, 38, 10, 35, 40,...\n", - " \n", - " \n", - " 112\n", - " ENSG00000182325.11\n", - " FBXL6\n", - " -\n", - " IR\n", - " IR\n", - " 144357502\n", - " 144357627\n", - " 144357121\n", - " 144357438\n", - " 7.166875e-60\n", - " 3.057867e-58\n", - " 171.468254\n", - " 7.421798\n", - " 0.442976\n", - " 0.413082\n", - " 149\n", - " 7\n", - " 18\n", - " 145\n", - " [1, 19, 0, 51, 30, 42, 74, 21, 52, 23, 56, 24,...\n", - " [27, 76, 53, 78]\n", - " [13, 22, 4, 32, 6, 39, 20, 57]\n", - " [2, 8, 18, 29, 16, 34, 38, 10, 35, 40, 33, 44,...\n", + " 158\n", + " [1, 21, 34, 7, 32, 36, 38, 72, 45, 81, 51, 85,...\n", + " [0, 29, 35, 71, 87, 89]\n", + " [4, 40]\n", + " [2, 9, 19, 31, 41, 14, 24, 44, 48, 56, 11, 54,...\n", " \n", " \n", - " 46\n", + " 41\n", " ENSG00000160957.15\n", " RECQL4\n", " -\n", @@ -925,23 +928,23 @@ " 144512846\n", " 144512324\n", " 144512391\n", - " 6.924872e-53\n", - " 2.215959e-51\n", - " 15.514957\n", - " 3.955588\n", - " 0.382058\n", - " 0.429050\n", - " 1233\n", + " 7.923559e-53\n", + " 3.248659e-51\n", + " 15.489791\n", + " 3.953246\n", + " 0.381897\n", + " 0.428869\n", + " 1231\n", " 104\n", " 81\n", " 106\n", - " [22, 31, 6, 20, 187, 116, 111, 11, 38, 70, 13,...\n", - " [2, 135, 152, 184, 92, 107, 191, 67, 227, 112,...\n", - " [109, 388, 277, 399, 48, 315, 343, 113, 372, 5...\n", - " [165, 21, 0, 213, 100, 262, 263, 118, 28, 29, ...\n", + " [22, 31, 6, 20, 114, 147, 124, 11, 38, 72, 13,...\n", + " [2, 401, 191, 221, 94, 364, 68, 204, 250, 127,...\n", + " [117, 136, 279, 259, 271, 532, 292, 49, 184, 2...\n", + " [146, 21, 0, 107, 104, 408, 110, 112, 28, 29, ...\n", " \n", " \n", - " 59\n", + " 54\n", " ENSG00000167700.9\n", " MFSD3\n", " +\n", @@ -951,20 +954,46 @@ " 144510359\n", " 144510507\n", " 144510597\n", - " 1.394788e-32\n", - " 3.570656e-31\n", + " 4.299909e-32\n", + " 1.322222e-30\n", " inf\n", - " 38.506901\n", - " 0.508065\n", - " 0.750000\n", - " 186\n", + " 38.459595\n", + " 0.503866\n", + " 0.743802\n", + " 180\n", " 20\n", " 0\n", " 42\n", - " [0, 3, 16, 34, 36, 5]\n", - " [2, 20, 17, 25, 30]\n", + " [0, 3, 23, 35, 5, 38, 39]\n", + " [2, 21, 19, 20, 29]\n", " []\n", - " [10, 22, 13, 35, 24]\n", + " [11, 26, 14, 36, 18]\n", + " \n", + " \n", + " 105\n", + " ENSG00000182325.11\n", + " FBXL6\n", + " -\n", + " IR\n", + " IR\n", + " 144357786\n", + " 144358031\n", + " 144356915\n", + " 144356989\n", + " 4.137357e-28\n", + " 1.017790e-26\n", + " 51.721154\n", + " 5.692683\n", + " 0.211262\n", + " 0.420453\n", + " 163\n", + " 104\n", + " 3\n", + " 99\n", + " [1, 12, 21, 34, 4, 7, 75, 86, 15, 23, 25, 26, ...\n", + " [2, 3, 41, 0, 24, 29, 44, 48, 49, 8, 17, 37, 6...\n", + " [32, 53]\n", + " [9, 19, 31, 14, 56, 11, 13, 54, 42, 59, 63, 64...\n", " \n", " \n", "\n", @@ -972,60 +1001,60 @@ ], "text/plain": [ " gene_id gene_name strand eventA_type eventB_type \\\n", - "55 ENSG00000147813.16 NAPRT - IR IR \n", - "108 ENSG00000182325.11 FBXL6 - IR IR \n", - "112 ENSG00000182325.11 FBXL6 - IR IR \n", - "46 ENSG00000160957.15 RECQL4 - IR IR \n", - "59 ENSG00000167700.9 MFSD3 + IR IR \n", + "50 ENSG00000147813.16 NAPRT - IR IR \n", + "104 ENSG00000182325.11 FBXL6 - IR IR \n", + "41 ENSG00000160957.15 RECQL4 - IR IR \n", + "54 ENSG00000167700.9 MFSD3 + IR IR \n", + "105 ENSG00000182325.11 FBXL6 - IR IR \n", "\n", - " eventA_start evemtA_end eventB_start eventB_end pvalue \\\n", - "55 143575093 143575190 143574900 143574985 3.913004e-77 \n", - "108 144357786 144358031 144357121 144357438 1.839136e-67 \n", - "112 144357502 144357627 144357121 144357438 7.166875e-60 \n", - "46 144512771 144512846 144512324 144512391 6.924872e-53 \n", - "59 144510015 144510359 144510507 144510597 1.394788e-32 \n", + " eventA_start eventA_end eventB_start eventB_end pvalue \\\n", + "50 143575093 143575190 143574900 143574985 8.463000e-78 \n", + "104 144357786 144358031 144357121 144357438 1.074270e-67 \n", + "41 144512771 144512846 144512324 144512391 7.923559e-53 \n", + "54 144510015 144510359 144510507 144510597 4.299909e-32 \n", + "105 144357786 144358031 144356915 144356989 4.137357e-28 \n", "\n", - " padj stat log2OR dcPSI_AB dcPSI_BA priA_priB \\\n", - "55 5.008646e-75 88.571429 6.468769 0.513723 0.640292 480 \n", - "108 1.177047e-65 400.339286 8.645079 0.406497 0.431435 141 \n", - "112 3.057867e-58 171.468254 7.421798 0.442976 0.413082 149 \n", - "46 2.215959e-51 15.514957 3.955588 0.382058 0.429050 1233 \n", - "59 3.570656e-31 inf 38.506901 0.508065 0.750000 186 \n", + " padj statistic log2OR dcPSI_AB dcPSI_BA priA_priB \\\n", + "50 1.040949e-75 92.901587 6.537631 0.523041 0.640535 472 \n", + "104 6.606760e-66 400.642857 8.646173 0.409171 0.434428 142 \n", + "41 3.248659e-51 15.489791 3.953246 0.381897 0.428869 1231 \n", + "54 1.322222e-30 inf 38.459595 0.503866 0.743802 180 \n", + "105 1.017790e-26 51.721154 5.692683 0.211262 0.420453 163 \n", "\n", " priA_altB altA_priB altA_altB \\\n", - "55 48 14 124 \n", - "108 14 4 159 \n", - "112 7 18 145 \n", - "46 104 81 106 \n", - "59 20 0 42 \n", + "50 45 14 124 \n", + "104 14 4 158 \n", + "41 104 81 106 \n", + "54 20 0 42 \n", + "105 104 3 99 \n", "\n", - " priA_priB_trID \\\n", - "55 [0, 5, 4, 6, 25, 85, 94, 16, 51, 14, 42, 59, 8... \n", - "108 [1, 19, 51, 30, 74, 21, 52, 23, 56, 24, 53, 25] \n", - "112 [1, 19, 0, 51, 30, 42, 74, 21, 52, 23, 56, 24,... \n", - "46 [22, 31, 6, 20, 187, 116, 111, 11, 38, 70, 13,... \n", - "59 [0, 3, 16, 34, 36, 5] \n", + " priA_priB_transcript_ids \\\n", + "50 [0, 5, 6, 7, 54, 62, 73, 17, 100, 24, 30, 46, ... \n", + "104 [1, 21, 34, 7, 32, 36, 38, 72, 45, 81, 51, 85,... \n", + "41 [22, 31, 6, 20, 114, 147, 124, 11, 38, 72, 13,... \n", + "54 [0, 3, 23, 35, 5, 38, 39] \n", + "105 [1, 12, 21, 34, 4, 7, 75, 86, 15, 23, 25, 26, ... \n", "\n", - " priA_altB_trID \\\n", - "55 [23, 30, 123, 27, 129, 35, 135, 39, 137, 44, 8... \n", - "108 [0, 27, 42, 76, 78] \n", - "112 [27, 76, 53, 78] \n", - "46 [2, 135, 152, 184, 92, 107, 191, 67, 227, 112,... \n", - "59 [2, 20, 17, 25, 30] \n", + " priA_altB_transcript_ids \\\n", + "50 [25, 48, 129, 68, 128, 33, 133, 101, 135, 141,... \n", + "104 [0, 29, 35, 71, 87, 89] \n", + "41 [2, 401, 191, 221, 94, 364, 68, 204, 250, 127,... \n", + "54 [2, 21, 19, 20, 29] \n", + "105 [2, 3, 41, 0, 24, 29, 44, 48, 49, 8, 17, 37, 6... \n", "\n", - " altA_priB_trID \\\n", - "55 [38, 105, 107, 45, 110] \n", - "108 [4, 54] \n", - "112 [13, 22, 4, 32, 6, 39, 20, 57] \n", - "46 [109, 388, 277, 399, 48, 315, 343, 113, 372, 5... \n", - "59 [] \n", + " altA_priB_transcript_ids \\\n", + "50 [41, 96, 110, 112, 115] \n", + "104 [4, 40] \n", + "41 [117, 136, 279, 259, 271, 532, 292, 49, 184, 2... \n", + "54 [] \n", + "105 [32, 53] \n", "\n", - " altA_altB_trID \n", - "55 [20, 1, 11, 60, 92, 41, 49, 75, 86, 97, 128, 1... \n", - "108 [2, 8, 18, 29, 16, 13, 22, 34, 38, 10, 35, 40,... \n", - "112 [2, 8, 18, 29, 16, 34, 38, 10, 35, 40, 33, 44,... \n", - "46 [165, 21, 0, 213, 100, 262, 263, 118, 28, 29, ... \n", - "59 [10, 22, 13, 35, 24] " + " altA_altB_transcript_ids \n", + "50 [21, 1, 12, 31, 71, 44, 51, 63, 78, 92, 132, 1... \n", + "104 [2, 9, 19, 31, 41, 14, 24, 44, 48, 56, 11, 54,... \n", + "41 [146, 21, 0, 107, 104, 408, 110, 112, 28, 29, ... \n", + "54 [11, 26, 14, 36, 18] \n", + "105 [9, 19, 31, 14, 56, 11, 13, 54, 42, 59, 63, 64... " ] }, "execution_count": 6, @@ -1034,10 +1063,100 @@ } ], "source": [ - "coordination_results=isoseq.coordination_test().sort_values('padj')\n", + "coordination_results=transcriptome.coordination_test().sort_values('padj')\n", "coordination_results.head()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The strongest result is a pair of intron retention (IR) events in *NAPRT*. Both are near the gene's 3' end (the low-coordinate end, since *NAPRT* is on the minus strand). The gene track below shows several transcripts with different combinations of these two introns retained or spliced out, and the sashimi plot shows the corresponding read support and junctions." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T15:52:39.231172Z", + "iopub.status.busy": "2026-08-06T15:52:39.230905Z", + "iopub.status.idle": "2026-08-06T15:52:40.038276Z", + "shell.execute_reply": "2026-08-06T15:52:40.036389Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gene = transcriptome['NAPRT']\n", + "pos = [143574900 - 300, 143575190 + 300]\n", + "fig, axs = plt.subplots(2, figsize=(10, 6))\n", + "gene.gene_track(x_range=pos, ax=axs[0], reference=False, select_transcripts=gene.filter_transcripts('BALANCED'))\n", + "gene.sashimi_plot(x_range=pos, ax=axs[1], title='all samples', log_y=False)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The contingency table counts (`priA_priB`, `priA_altB`, `altA_priB`, `altA_altB`) give the number of transcripts observed in each combination of states, and `dcPSI_AB`/`dcPSI_BA` quantify the coordination directly as a change in PSI (percent spliced in):\n", + "\n", + "* `dcPSI_AB` = PSI(B | A is alternative) - PSI(B) -- how much more (or less) often B is in its alternative state, given that A already is, compared to B's baseline\n", + "* `dcPSI_BA` = PSI(A | B is alternative) - PSI(A) -- the same, the other way round\n", + "\n", + "Both are strongly positive for the *NAPRT* pair, meaning the two introns are retained together far more often than expected if they were spliced independently -- consistent with a single, partially-processed isoform, rather than two unrelated events." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T15:52:40.043568Z", + "iopub.status.busy": "2026-08-06T15:52:40.043334Z", + "iopub.status.idle": "2026-08-06T15:52:40.054548Z", + "shell.execute_reply": "2026-08-06T15:52:40.052646Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "eventA_start 143575093\n", + "eventA_end 143575190\n", + "eventB_start 143574900\n", + "eventB_end 143574985\n", + "dcPSI_AB 0.523041\n", + "dcPSI_BA 0.640535\n", + "priA_priB 472\n", + "priA_altB 45\n", + "altA_priB 14\n", + "altA_altB 124\n", + "Name: 50, dtype: object" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "top = coordination_results.iloc[0]\n", + "top[['eventA_start', 'eventA_end', 'eventB_start', 'eventB_end',\n", + " 'dcPSI_AB', 'dcPSI_BA', 'priA_priB', 'priA_altB', 'altA_priB', 'altA_altB']]" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1049,14 +1168,21 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T15:52:40.059771Z", + "iopub.status.busy": "2026-08-06T15:52:40.059486Z", + "iopub.status.idle": "2026-08-06T15:52:40.710995Z", + "shell.execute_reply": "2026-08-06T15:52:40.709005Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 10801/10801 [00:00<00:00, 17224.09genes/s]\n" + "INFO:testing differential isoform expression (DIE) for GM12878 (3) vs K562 (3).\n" ] }, { @@ -1094,33 +1220,33 @@ " \n", " \n", " \n", - " 4610\n", - " ENSG00000164924.18\n", - " YWHAZ\n", + " 4726\n", + " ENSG00000161016.18\n", + " RPL8\n", " chr8\n", " -\n", - " 100916522\n", - " 100953388\n", + " 144789764\n", + " 144792587\n", " 0.000000e+00\n", " 0.000000e+00\n", - " 0.303267\n", - " [30, 10]\n", + " -0.691603\n", + " [80, 5]\n", " \n", " \n", - " 4791\n", - " ENSG00000161016.18\n", - " RPL8\n", + " 5001\n", + " ENSG00000156482.11\n", + " RPL30\n", " chr8\n", " -\n", - " 144789764\n", - " 144792587\n", + " 98024850\n", + " 98046469\n", " 0.000000e+00\n", " 0.000000e+00\n", - " -0.477156\n", - " [2, 7]\n", + " 0.516637\n", + " [3, 2]\n", " \n", " \n", - " 5971\n", + " 5878\n", " ENSG00000070756.17\n", " PABPC1\n", " chr8\n", @@ -1129,99 +1255,99 @@ " 100722809\n", " 0.000000e+00\n", " 0.000000e+00\n", - " -0.298982\n", + " -0.289215\n", " [2, 1]\n", " \n", " \n", - " 5082\n", - " ENSG00000156482.11\n", - " RPL30\n", - " chr8\n", - " -\n", - " 98024850\n", - " 98046469\n", - " 0.000000e+00\n", - " 0.000000e+00\n", - " 0.516326\n", - " [3, 2]\n", - " \n", - " \n", - " 4160\n", + " 4100\n", " ENSG00000147604.14\n", " RPL7\n", " chr8\n", " -\n", " 73290241\n", " 73295789\n", - " 4.781066e-167\n", - " 7.786752e-169\n", - " 0.090708\n", - " [2, 30]\n", + " 1.456166e-170\n", + " 1.885004e-172\n", + " 0.092221\n", + " [2, 31]\n", " \n", " \n", - " 3222\n", + " 4549\n", + " ENSG00000164924.18\n", + " YWHAZ\n", + " chr8\n", + " -\n", + " 100916522\n", + " 100953388\n", + " 3.368695e-157\n", + " 5.450963e-159\n", + " 0.256012\n", + " [0, 11]\n", + " \n", + " \n", + " 3180\n", " ENSG00000104408.11\n", " EIF3E\n", " chr8\n", " -\n", " 108162786\n", " 108443496\n", - " 5.425986e-137\n", - " 1.060453e-138\n", - " 0.165777\n", - " [0, 19]\n", + " 2.406840e-137\n", + " 4.673475e-139\n", + " 0.166874\n", + " [0, 20]\n", " \n", " \n", - " 9984\n", + " 9888\n", " ENSG00000104312.8\n", " RIPK2\n", " chr8\n", " +\n", " 89757805\n", " 89791064\n", - " 3.967475e-103\n", - " 9.046359e-105\n", - " 0.687663\n", + " 6.127843e-101\n", + " 1.388185e-102\n", + " 0.677697\n", " [2, 0]\n", " \n", " \n", - " 1519\n", - " ENSG00000104320.15\n", - " NBN\n", - " chr8\n", - " -\n", - " 89924514\n", - " 90003228\n", - " 6.938246e-103\n", - " 1.808012e-104\n", - " -0.443815\n", - " [2, 1]\n", - " \n", - " \n", - " 4223\n", + " 4160\n", " ENSG00000129696.13\n", " TTI2\n", " chr8\n", " -\n", " 33473385\n", " 33513185\n", - " 9.037862e-100\n", - " 2.649536e-101\n", + " 9.427721e-100\n", + " 2.440834e-101\n", " -0.617118\n", " [3, 22]\n", " \n", " \n", - " 1369\n", - " ENSG00000147684.10\n", - " NDUFB9\n", + " 1502\n", + " ENSG00000104320.15\n", + " NBN\n", + " chr8\n", + " -\n", + " 89924514\n", + " 90003228\n", + " 3.300988e-93\n", + " 9.614527e-95\n", + " -0.409024\n", + " [2, 1]\n", + " \n", + " \n", + " 3904\n", + " ENSG00000104529.19\n", + " EEF1D\n", " chr8\n", - " +\n", - " 124539100\n", - " 124580648\n", - " 5.318886e-90\n", - " 1.732536e-91\n", - " 0.400735\n", - " [0, -1]\n", + " -\n", + " 143579696\n", + " 143599541\n", + " 1.438238e-74\n", + " 4.654490e-76\n", + " 0.339486\n", + " [5, 12]\n", " \n", " \n", "\n", @@ -1229,37 +1355,50 @@ ], "text/plain": [ " gene_id gene_name chrom strand start end \\\n", - "4610 ENSG00000164924.18 YWHAZ chr8 - 100916522 100953388 \n", - "4791 ENSG00000161016.18 RPL8 chr8 - 144789764 144792587 \n", - "5971 ENSG00000070756.17 PABPC1 chr8 - 100685815 100722809 \n", - "5082 ENSG00000156482.11 RPL30 chr8 - 98024850 98046469 \n", - "4160 ENSG00000147604.14 RPL7 chr8 - 73290241 73295789 \n", - "3222 ENSG00000104408.11 EIF3E chr8 - 108162786 108443496 \n", - "9984 ENSG00000104312.8 RIPK2 chr8 + 89757805 89791064 \n", - "1519 ENSG00000104320.15 NBN chr8 - 89924514 90003228 \n", - "4223 ENSG00000129696.13 TTI2 chr8 - 33473385 33513185 \n", - "1369 ENSG00000147684.10 NDUFB9 chr8 + 124539100 124580648 \n", + "4726 ENSG00000161016.18 RPL8 chr8 - 144789764 144792587 \n", + "5001 ENSG00000156482.11 RPL30 chr8 - 98024850 98046469 \n", + "5878 ENSG00000070756.17 PABPC1 chr8 - 100685815 100722809 \n", + "4100 ENSG00000147604.14 RPL7 chr8 - 73290241 73295789 \n", + "4549 ENSG00000164924.18 YWHAZ chr8 - 100916522 100953388 \n", + "3180 ENSG00000104408.11 EIF3E chr8 - 108162786 108443496 \n", + "9888 ENSG00000104312.8 RIPK2 chr8 + 89757805 89791064 \n", + "4160 ENSG00000129696.13 TTI2 chr8 - 33473385 33513185 \n", + "1502 ENSG00000104320.15 NBN chr8 - 89924514 90003228 \n", + "3904 ENSG00000104529.19 EEF1D chr8 - 143579696 143599541 \n", "\n", " padj pvalue deltaPI transcript_ids \n", - "4610 0.000000e+00 0.000000e+00 0.303267 [30, 10] \n", - "4791 0.000000e+00 0.000000e+00 -0.477156 [2, 7] \n", - "5971 0.000000e+00 0.000000e+00 -0.298982 [2, 1] \n", - "5082 0.000000e+00 0.000000e+00 0.516326 [3, 2] \n", - "4160 4.781066e-167 7.786752e-169 0.090708 [2, 30] \n", - "3222 5.425986e-137 1.060453e-138 0.165777 [0, 19] \n", - "9984 3.967475e-103 9.046359e-105 0.687663 [2, 0] \n", - "1519 6.938246e-103 1.808012e-104 -0.443815 [2, 1] \n", - "4223 9.037862e-100 2.649536e-101 -0.617118 [3, 22] \n", - "1369 5.318886e-90 1.732536e-91 0.400735 [0, -1] " + "4726 0.000000e+00 0.000000e+00 -0.691603 [80, 5] \n", + "5001 0.000000e+00 0.000000e+00 0.516637 [3, 2] \n", + "5878 0.000000e+00 0.000000e+00 -0.289215 [2, 1] \n", + "4100 1.456166e-170 1.885004e-172 0.092221 [2, 31] \n", + "4549 3.368695e-157 5.450963e-159 0.256012 [0, 11] \n", + "3180 2.406840e-137 4.673475e-139 0.166874 [0, 20] \n", + "9888 6.127843e-101 1.388185e-102 0.677697 [2, 0] \n", + "4160 9.427721e-100 2.440834e-101 -0.617118 [3, 22] \n", + "1502 3.300988e-93 9.614527e-95 -0.409024 [2, 1] \n", + "3904 1.438238e-74 4.654490e-76 0.339486 [5, 12] " ] }, - "execution_count": 7, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "isoseq.die_test(groups=isoseq.groups()).sort_values('pvalue').head(10)" + "transcriptome.die_test(groups=transcriptome.groups()).sort_values('pvalue').head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "This tutorial covered:\n", + "\n", + "* testing for differential splicing between groups with `altsplice_test`, and visualizing results with `plot_diff_results` and sashimi plots\n", + "* testing whether pairs of splicing events within a gene are coordinated with `coordination_test`\n", + "* testing for differential isoform expression with `die_test`" ] } ], @@ -1279,7 +1418,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.5" + "version": "3.12.8" } }, "nbformat": 4, diff --git a/docs/notebooks/10_domains.ipynb b/docs/notebooks/10_domains.ipynb index bc0cc6f..2b5a6ae 100644 --- a/docs/notebooks/10_domains.ipynb +++ b/docs/notebooks/10_domains.ipynb @@ -15,21 +15,42 @@ "\n", "In this tutorial we learn how to use the different resources to functionally annotate the identified transcript isoforms, to depict the domain structure, and to integrate the domain information with differential splicing analysis. \n", "\n", - "This tutorial assumes you have run the tutorial on [transcriptome reconstruction](03_transcriptome_reconstruction.html) already, and prepared the transcriptome pkl file \"PacBio_isotools.pkl\" based on the [demonstration data set](https://nc.molgen.mpg.de/cloud/index.php/s/zYe7g6qnyxGDxRd). Since domains depend on ORF predictions, make sure you ran the [add_orf_prediction()](../isotoolsAPI.html?highlight=add_orf_prediction#isotools.Transcriptome.add_orf_prediction) function during transcriptome reconstruction. " + "This tutorial assumes you have run the tutorial on [transcriptome reconstruction](03_transcriptome_reconstruction.html) already, and prepared the transcriptome pkl file \"demo_isotools.pkl\" based on the [demonstration data set](https://nc.molgen.mpg.de/cloud/index.php/s/Mf2zMePGBzFWFk8). Since domains depend on ORF predictions, make sure you ran the [add_orf_prediction()](../isotoolsAPI.html?highlight=add_orf_prediction#isotools.Transcriptome.add_orf_prediction) function during transcriptome reconstruction. " ] }, { "cell_type": "code", "execution_count": 1, - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:52:21.640963Z", + "iopub.status.busy": "2026-08-06T00:52:21.640320Z", + "iopub.status.idle": "2026-08-06T00:52:27.752554Z", + "shell.execute_reply": "2026-08-06T00:52:27.749978Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:loading transcriptome from demonstration_dataset/demo_isotools.pkl\n" + ] + } + ], "source": [ "from isotools import Transcriptome\n", + "import logging\n", + "logging.basicConfig(format='%(levelname)s:%(message)s', level=logging.INFO)\n", + "logger = logging.getLogger('isotools')\n", + "# some GENCODE gene names/ids are shared across multiple genes; suppress the resulting\n", + "# lookup-ambiguity warnings for this demo (use the gene id instead of the name to avoid them)\n", + "logger.addFilter(lambda record: 'is ambiguous' not in record.getMessage())\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "path='demonstration_dataset'\n", - "isoseq=Transcriptome.load(f'{path}/PacBio_isotools.pkl')" + "transcriptome=Transcriptome.load(f'{path}/demo_isotools.pkl')" ] }, { @@ -43,13 +64,20 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:52:27.758656Z", + "iopub.status.busy": "2026-08-06T00:52:27.758301Z", + "iopub.status.idle": "2026-08-06T00:52:27.956884Z", + "shell.execute_reply": "2026-08-06T00:52:27.953886Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "ucsc_domains.tsv ucsc_interest.tsv ucsc_transmembrane.tsv\n" + "ls: cannot access 'demonstration_dataset/annotation_domains/': No such file or directory\r\n" ] } ], @@ -68,65 +96,22 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "domains\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " 0%| | 0/2583 [00:00" ] @@ -155,7 +147,7 @@ } ], "source": [ - "goi=isoseq['RIPK2']\n", + "goi=transcriptome['RIPK2']\n", "dom_cols={'domains':'green','transmembrane3':'pink', 'interest3':'yellow'}\n", "transcript_ids=goi.filter_transcripts('SUBSTANTIAL and not MONO_EXON')\n", "es_region=[[89780160, 89786592]] # region to highlight (red vertical stripe)\n", @@ -184,7 +176,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:52:28.360903Z", + "iopub.status.busy": "2026-08-06T00:52:28.360589Z", + "iopub.status.idle": "2026-08-06T00:52:28.432767Z", + "shell.execute_reply": "2026-08-06T00:52:28.430218Z" + } + }, "outputs": [], "source": [ "import ast\n", @@ -208,7 +207,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-06T00:52:28.437231Z", + "iopub.status.busy": "2026-08-06T00:52:28.436855Z", + "iopub.status.idle": "2026-08-06T00:52:28.555017Z", + "shell.execute_reply": "2026-08-06T00:52:28.552480Z" + } + }, "outputs": [ { "data": { @@ -242,13 +248,13 @@ " 0\n", " RIPK2\n", " {}\n", - " {Disordered}\n", - " {Disordered}\n", + " {}\n", + " {}\n", " \n", " \n", " 1\n", " ASAH1\n", - " {Disordered}\n", + " {}\n", " {}\n", " {}\n", " \n", @@ -268,10 +274,10 @@ " \n", " \n", " 4\n", - " NAPRT\n", + " SMIM19\n", + " {}\n", " {}\n", " {}\n", - " {Nicotinate pho...}\n", " \n", " \n", "\n", @@ -279,11 +285,11 @@ ], "text/plain": [ " gene trA-trB domains trB-trA domains trA|trB overlap domains\n", - "0 RIPK2 {} {Disordered} {Disordered}\n", - "1 ASAH1 {Disordered} {} {}\n", + "0 RIPK2 {} {} {}\n", + "1 ASAH1 {} {} {}\n", "2 RECQL4 {} {} {}\n", "3 SNHG6 {} {} {}\n", - "4 NAPRT {} {} {Nicotinate pho...}" + "4 SMIM19 {} {} {}" ] }, "execution_count": 6, @@ -296,7 +302,7 @@ "\n", "# get domains of the union of sets trA and trB, directly overlapping the event\n", "diff_splice=add_domains_to_table( table=diff_splice,\n", - " transcriptome=isoseq,\n", + " transcriptome=transcriptome,\n", " source='annotation',\n", " modes=['trA|trB'],\n", " overlap_only=True,\n", @@ -305,7 +311,7 @@ "\n", "# get domains unique to sets trA and trB, from the complete transcript\n", "diff_splice=add_domains_to_table( table=diff_splice,\n", - " transcriptome=isoseq,\n", + " transcriptome=transcriptome,\n", " source='annotation',\n", " modes=['trA-trB', 'trB-trA'],\n", " overlap_only=False,\n", @@ -315,6 +321,18 @@ "\n", "diff_splice[['gene']+[c for c in diff_splice.columns if 'domains' in c]].head()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "This tutorial covered:\n", + "\n", + "* annotating protein domains with `add_annotation_domains`/`add_hmmer_domains`\n", + "* visualizing domain structure with `plot_domains`" + ] } ], "metadata": { @@ -333,7 +351,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.5" + "version": "3.12.8" } }, "nbformat": 4, diff --git a/docs/quickstart.rst b/docs/quickstart.rst index 2fc7bec..93510df 100644 --- a/docs/quickstart.rst +++ b/docs/quickstart.rst @@ -4,13 +4,14 @@ IsoTools is a python module for Long Read Transcriptome Sequencing (LRTS) analys Key features: -* Import of LRTS bam files (aligned full length transcripts). +* Import of LRTS bam files (aligned full length transcripts) from both PacBio and Oxford Nanopore (ONT) platforms. * Import of reference annotation in gff3/gtf format. * Computation of quality control metrics. -* Annotation and classification of novel transcripts using the biologically motivated classification scheme SQANTI. +* Annotation and classification of novel transcripts using the biologically motivated classification scheme SQANTI, and import of classification reports from the SQANTI3 tool. * Evaluation of the coding potential of isoforms. * Definition of alternative splicing events based on segment graphs. -* Detection of differential alternative splicing between samples and groups of samples. +* Detection of differential alternative splicing and differential isoform expression between samples and groups of samples. +* Testing whether pairs of alternative splicing events within a gene are coordinated. * Gene modelling based on structural and expression variability. * Support for proteogenomic approaches at the interface of transcriptomics and proteomics. * Various data visualizations. @@ -38,13 +39,12 @@ For more comprehensive real world examples see the [tutorials](https://isotools. import logging logging.basicConfig(format='%(levelname)s:%(message)s', level=logging.INFO) transcriptome=Transcriptome.from_reference('reference_file.gff3.gz') - isoseq_bam_fn={'sample1':'isoseq_fn_s1.bam', 'sample2':'isoseq_fn_s2.bam'} + bam_files={'sample1':'sample1.bam', 'sample2':'sample2.bam'} groups={'sample1':'control', 'sample2':'treatment'} - for sa,bam in isoseq_bam_fn.items(): + for sa,bam in bam_files.items(): transcriptome.add_sample_from_bam(bam, sample_name=sa, group=groups[sa]) transcriptome.add_qc_metrics('genome.fa') transcriptome.make_index() - transcriptome.add_filter() transcriptome.save('example_isotools.pkl') Citation and feedback diff --git a/docs/tutorials.rst b/docs/tutorials.rst index 8eb7b97..65a938a 100644 --- a/docs/tutorials.rst +++ b/docs/tutorials.rst @@ -12,6 +12,7 @@ Tutorials notebooks/04_saturation_analysis.ipynb notebooks/05_qc.ipynb notebooks/06_filtering.ipynb + notebooks/07_gene_model_characteristics.ipynb notebooks/08_alternative_splicing.ipynb notebooks/09_diff_splice.ipynb notebooks/10_domains.ipynb diff --git a/src/isotools/__init__.py b/src/isotools/__init__.py index 35fa59a..2e54b58 100644 --- a/src/isotools/__init__.py +++ b/src/isotools/__init__.py @@ -20,6 +20,10 @@ .. data:: SPLICE_CATEGORY Controlled vocabulary for filtering by novel alternative splicing. + +.. data:: SQANTI_PALETTE + + Colors for the SQANTI/novelty categories (FSM, ISM, NIC, NNC, NOVEL), as used by Gene.gene_track(colorbySqanti=True). """ try: @@ -38,6 +42,7 @@ DEFAULT_REF_TRANSCRIPT_FILTER, ANNOTATION_VOCABULARY, ) +from ._gene_plots import SQANTI_PALETTE __all__ = [ "Transcriptome", @@ -49,4 +54,5 @@ "DEFAULT_TRANSCRIPT_FILTER", "DEFAULT_REF_TRANSCRIPT_FILTER", "ANNOTATION_VOCABULARY", + "SQANTI_PALETTE", ] diff --git a/src/isotools/_gene_plots.py b/src/isotools/_gene_plots.py index a2516b8..422a63d 100644 --- a/src/isotools/_gene_plots.py +++ b/src/isotools/_gene_plots.py @@ -10,6 +10,15 @@ logger = logging.getLogger("isotools") +SQANTI_PALETTE = { + 0: {"tag": "FSM", "color": "#6BAED6"}, + 1: {"tag": "ISM", "color": "#FC8D59"}, + 2: {"tag": "NIC", "color": "#78C679"}, + 3: {"tag": "NNC", "color": "#EE6A50"}, + 4: {"tag": "NOVEL", "color": "palevioletred"}, +} +"Colors used for the SQANTI/novelty categories (0=FSM, 1=ISM, 2=NIC, 3=NNC, 4=NOVEL) in gene_track(colorbySqanti=True) and elsewhere." + def _label_overlap(pos1, pos2, width, height): if abs(pos1[0] - pos2[0]) < width and abs(pos1[1] - pos2[1]) < height: @@ -577,15 +586,6 @@ def gene_track( if reference: colorbySqanti = False - if colorbySqanti: - sqanti_palette = { - 0: {"tag": "FSM", "color": "#6BAED6"}, - 1: {"tag": "ISM", "color": "#FC8D59"}, - 2: {"tag": "NIC", "color": "#78C679"}, - 3: {"tag": "NNC", "color": "#EE6A50"}, - 4: {"tag": "NOVEL", "color": "palevioletred"}, - } - if ax is None: _, ax = plt.subplots(1) if x_range is None: @@ -666,7 +666,7 @@ def gene_track( # use SQANTI color palette if colorbySqanti is True if colorbySqanti and "annotation" in transcript: - color = sqanti_palette[transcript["annotation"][0]]["color"] + color = SQANTI_PALETTE[transcript["annotation"][0]]["color"] # line from TSS to PAS at 0.25 ax.plot((transcript_start, transcript_end), [i + 0.25] * 2, color=color) diff --git a/tests/gene_plots_test.py b/tests/gene_plots_test.py new file mode 100644 index 0000000..676856c --- /dev/null +++ b/tests/gene_plots_test.py @@ -0,0 +1,26 @@ +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +from matplotlib.colors import to_rgba # noqa: E402 +from isotools import Gene, SQANTI_PALETTE # noqa: E402 + + +def test_gene_track_colorbysqanti_uses_shared_palette(): + # regression test: SQANTI_PALETTE was extracted from a local dict inside + # gene_track into a shared, importable module-level constant. Confirm + # gene_track still colors transcripts exactly as before the extraction. + transcripts = [ + {"exons": [(10, 30)], "transcript_name": "tr1", "annotation": (0, {})} + ] + gene = Gene( + 10, + 30, + {"chr": "chr1", "strand": "+", "ID": "g1", "transcripts": transcripts}, + None, + ) + fig, ax = plt.subplots() + gene.gene_track(ax=ax, reference=False, colorbySqanti=True, label_transcripts=False) + line_color = ax.get_lines()[0].get_color() + assert to_rgba(line_color) == to_rgba(SQANTI_PALETTE[0]["color"]) + plt.close(fig)