{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PacBio 2019 Alzheimer Sequel2 dataset\n", "\n", "This notebook demonstrates the data preprocessing, import and basic vizualization of genes with Sashimi plots. As it is based on a full sized isoseq dataset, it involves some preparation, and takes several hours to complete. For a smaller example, please check the test data notebook on the [github page](https://github.com/MatthiasLienhard/isotools/blob/master/notebooks/test_data.ipynb).\n", "\n", "## Preparation\n", "1) Prepare the working directory and download the reference and data\n", "``` bash\n", " cd /my/working/directory\n", " # create some subdirectories\n", " mkdir -p reference alzheimer/flnc alzheimer/aligned alzheimer/pickle tables plots\n", " \n", " # download a reference genome (806 MB)\n", " genome_link='ftp://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_human/release_36/GRCh38.p13.genome.fa.gz'\n", " wget -P reference/ -O GRCh38.p13.genome.fa.gz ${genome_link} \n", " gunzip reference/GRCh38.p13.genome.fa.gz\n", " \n", " # download gencode reference annotation (46.2 MB)\n", " gff='gencode.v36.chr_patch_hapl_scaff.annotation'\n", " annotation_link=ftp://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_human/release_36/${gff}.gff3.gz\n", " wget -P reference/ ${annotation_link} \n", " \n", " # sort by chromosome and position\n", " (zcat reference/${gff}.gff3.gz| grep ^\"#\" ; zcat reference/${gff}.gff3.gz|grep -v ^\"#\"| sort -k1,1 -k4,4n)|bgzip > reference/${gff}_sorted.gff3.gz\n", " # create index\n", " tabix -p gff reference/${gff}_sorted.gff3.gz\n", " \n", " # download the isoseq flnc data (4.1 GB)\n", " isoseq_link='https://downloads.pacbcloud.com/public/dataset/Alzheimer2019_IsoSeq/FullLengthReads/flnc.bam'\n", " wget -P alzheimer/flnc -O alzheimer2019_isoseq_flnc.bam ${isoseq_link} \n", "```\n", "\n", "2) Align the isoseq data to the reference genome using minimap2.\n", "If the pacbio isoseq3 workflow is [installed](https://github.com/PacificBiosciences/IsoSeq_SA3nUP/wiki/Tutorial:-Installing-and-Running-Iso-Seq-3-using-Conda) you can use the pacbio version of minimap2 as follows:\n", "\n", "``` sh\n", " #activate the isoseq3 environement (assuming it is called pacbio)\n", " conda activate pacbio\n", " n_threads=60\n", " sample='alzheimer2019_isoseq'\n", " ref='reference/GRCh38.p13.genome.fa'\n", " pbmm2 align ${ref} alzheimer/flnc/${sample}_flnc.bam alzheimer/aligned/${sample}_aligned.sorted.bam --preset ISOSEQ --sort -j $n_threads \n", "```\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data import" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This is isootools version 0.2.8\n" ] } ], "source": [ "import isotools\n", "print(f'This is isootools version {isotools.__version__}')\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import logging\n", "\n", "logging.basicConfig(format='%(levelname)s:%(message)s', level=logging.INFO)\n", "logger=logging.getLogger('isotools')\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "sample='alzheimer2019_isoseq'\n", "bam=f'alzheimer/aligned/{sample}_aligned.sorted.bam'\n", "genome='reference/GRCh38.p13.genome.fa'\n", "anno='reference/gencode.v36.chr_patch_hapl_scaff.annotation_sorted'\n", "\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:loading transcriptome from alzheimer/pickle/alzheimer2019_isoseq_isotools.pkl\n" ] } ], "source": [ "\n", "try:\n", " #try to restore previously prepared data (about 2 minutes)\n", " isoseq=isotools.Transcriptome.load(f'alzheimer/pickle/{sample}_isotools.pkl')\n", "except FileNotFoundError:\n", " try:\n", " #try to restore the reference\n", " isoseq=isotools.Transcriptome.from_reference(anno+'.isotools.pkl')\n", " except FileNotFoundError:\n", " #import the reference from gff3 (3 minutes)\n", " isoseq=isotools.Transcriptome.from_reference(anno+'.gff3.gz') \n", " # save the reference, so it it can be reused for other datasets/analysis\n", " isoseq.save_reference(anno+'.isotools.pkl') \n", " # import the long read data and compare to reference (only one sample for this dataset, takes 30-40 minutes)\n", " isoseq.add_sample_from_bam(bam, sample_name='alzheimer_1', group='alzheimer', min_align_fraction=0) \n", " # compute QC metrics for all transcripts\n", " isoseq.add_qc_metrics(genome) #takes 15-20 min\n", " # update the index for fast gene access by name/id\n", " isoseq.make_index()\n", " # save the current data\n", " isoseq.save(f'alzheimer/pickle/{sample}_isotools.pkl')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saturation Anlalysis\n", "To estimate the saturation of discovered isoforms, IsoTools offers two complimentary figures: \n", "* The saturation plot models the expected probability of discovering a transcript \n", " * at given level of confidence (number of supporting long reads) \n", " * which is present at a given abundance level in the sample (in transcripts per milion, TPM)\n", " * depending on the total number of long reads\n", "* The rarefaction analysis depicts the number of different discovered transcripts when subsampling the long reads\n", "\n", "The saturation analysis reveals that at the given sequencing depth, transcripts expressed at 1 TPM have about 90% probability of beeing covered by at least two reads in the individual samples, while transcripts expressed at 0.5 TPM have 60% probability. The slope of the rarefaction curve at the right end reflects the number of novel transcripts that could be discovered if sequencing depth would be increased. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from isotools.plots import plot_saturation, plot_rarefaction\n", "plt.rcParams[\"figure.figsize\"] = (14,7)\n", "fig, axs=plt.subplots(1,2)\n", "\n", "plot_saturation(isoseq,cov_th=2, x_range=(1e4,5e6,1e4), ax=axs[0])\n", "\n", "rarefaction, total=isoseq.rarefaction(min_coverage=2, tr_filter={'query':'FSM'})\n", "plot_rarefaction(rarefaction, total=total, ax=axs[1])\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Quality control and filtering\n", "Isotools allows to filter genes and transcripts based on user defined criteria. This is helpful e.g. to mark potential artefacts. Isotools comes with some default criteria, stored in key value pairs (in dicts), where the key is a tag (single word in ALLCAPS) and the value is an expression, that gets evaluated on the properties of the gene or transcript.\n", "There are three sets of criteria, one evalutated in gene context, one for transcripts, and one for reference transcripts. \n", "For example, the expression for INTERNAL_PRIMING flag is 'len(exons)==1 and downstream_A_content and downstream_A_content>.5', e.g. it selects (e.g. returns TRUE) mono exon genes with more than 50% A downstream of the transcript. \n", "These tags, or a boolian expression including multiple tags, can be used in \"queries\" to filter reads.\n", "\n", "Users can modify existing criteria, for example to adjust thresholds, or define additional criteria, based on custom properties. \n", "\n", "The following example shows how the user can define additional flags, in this case \"HIGH_SUPPORT\" and \"PROTEIN_CODING\" for the reference transcripts, which is based on the GENCODE annotation information on \"transcript_support_level\" and \"transcript_type\". \n", "\n", "As additional examples, we print all the default definitions." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "gene\n", "====\n", "- NOVEL_GENE:\tnot reference\n", "- EXPRESSED:\ttranscripts\n", "- CHIMERIC:\tchimeric\n", "\n", "transcript\n", "==========\n", "- INTERNAL_PRIMING:\tlen(exons)==1 and downstream_A_content and downstream_A_content>.5\n", "- RTTS:\tnoncanonical_splicing is not None and novel_splice_sites is not None and any(2*i in novel_splice_sites and 2*i+1 in novel_splice_sites for i,_ in noncanonical_splicing)\n", "- NONCANONICAL_SPLICING:\tnoncanonical_splicing\n", "- NOVEL_TRANSCRIPT:\tannotation[0]>0\n", "- 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:\tg.coverage.sum() * .05 < g.coverage[:,trid].sum()\n", "- ANTISENSE:\t\"antisense\" in annotation[1]\n", "- INTERGENIC:\t\"intergenic\" in annotation[1]\n", "- GENIC_GENOMIC:\t\"genic genomic\" in annotation[1]\n", "- NOVEL_EXONIC_PAS:\t\"novel exonic PAS\" in annotation[1]\n", "- NOVEL_INTRONIC_PAS:\t\"novel intronic PAS\" in annotation[1]\n", "- READTHROUGH_FUSION:\t\"readthrough fusion\" in annotation[1]\n", "- NOVEL_EXON:\t\"novel exon\" in annotation[1]\n", "- NOVEL_3_SPLICE_SITE:\t\"novel 3' splice site\" in annotation[1]\n", "- INTRON_RETENTION:\t\"intron retention\" in annotation[1]\n", "- NOVEL_5_SPLICE_SITE:\t\"novel 5' splice site\" in annotation[1]\n", "- EXON_SKIPPING:\t\"exon skipping\" in annotation[1]\n", "- NOVEL_COMBINATION:\t\"novel combination\" in annotation[1]\n", "- NOVEL_INTRONIC_TSS:\t\"novel intronic TSS\" in annotation[1]\n", "- NOVEL_EXONIC_TSS:\t\"novel exonic TSS\" in annotation[1]\n", "- MONO_EXON:\t\"mono-exon\" in annotation[1]\n", "- NOVEL_JUNCTION:\t\"novel junction\" in annotation[1]\n", "- _5_FRAGMENT:\t\"5' fragment\" in annotation[1]\n", "- _3_FRAGMENT:\t\"3' fragment\" in annotation[1]\n", "- INTRONIC:\t\"intronic\" in annotation[1]\n", "- FSM:\tannotation[0]==0\n", "- ISM:\tannotation[0]==1\n", "- NIC:\tannotation[0]==2\n", "- NNC:\tannotation[0]==3\n", "- NOVEL:\tannotation[0]==4\n", "\n", "reference\n", "=========\n", "- REF_UNSPLICED:\tlen(exons)==1\n", "- REF_MULTIEXON:\tlen(exons)>1\n", "- REF_INTERNAL_PRIMING:\tdownstream_A_content>.5\n", "- HIGH_SUPPORT:\ttranscript_support_level==\"1\"\n", "- PROTEIN_CODING:\ttranscript_type==\"protein_coding\"\n" ] } ], "source": [ "#add gencode specific filters in \"reference\" context\n", "\n", "isoseq.add_filter( \"HIGH_SUPPORT\", 'transcript_support_level==\"1\"', context='reference')\n", "isoseq.add_filter( \"PROTEIN_CODING\", 'transcript_type==\"protein_coding\"', context='reference')\n", "\n", "#print all defined filter expressions\n", "for context in isoseq.filter:\n", " print(f'\\n{context}\\n{\"=\"*len(context)}')\n", " for tag,expression in isoseq.filter[context].items():\n", " print(f'- {tag}:\\t{expression}')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To demonstrate the use of the filter queries, we compute some summary statistics based on subsets of the transcripts. \n", "* For the trasncript length distribution \n", " * we select all transcripts where the NOVEL_GENE expression evaluates to FALSE (should be same as \"\n", " * For the reference annotation, only transcripts with HIGH support are selected. \n", "* The A content downstream of the gene is interesting for novel unspliced genes (\"NOVEL and UNSPLICED\"), contrasted with full splice reference matching transcripts (\"FSM\")\n", "* The length distribution of direct repeats is computed for known, novel canonical, and novel noncanonical splice junctions. This is done for all transcripts, as we do not define a query here. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "#compute some summary statistics on technical artifacts. \n", "tr_stats=[\n", " isoseq.transcript_length_hist(groups=isoseq.groups(), add_reference=True, min_coverage=2,tr_filter=dict( query='not NOVEL_GENE'), ref_filter=dict(query='HIGH_SUPPORT')),\n", " isoseq.downstream_a_hist(groups=isoseq.groups(), tr_filter=dict( query='FSM'), ref_filter=dict(query='not REF_UNSPLICED')),\n", " isoseq.downstream_a_hist(groups=isoseq.groups(), tr_filter=dict(query='NOVEL_GENE and UNSPLICED')),\n", " isoseq.direct_repeat_hist(groups=isoseq.groups(),bins=np.linspace(-.5,10.5,12))]\n", "\n", "tr_stats.append((pd.concat([tr_stats[1][0].add_suffix(' known'),tr_stats[2][0].add_suffix(' novel')]),tr_stats[2][1]))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can depict the summary statistics on the quality control metrics and filter flags.\n", "Isotools distinguishes 3 main types of artefacts:\n", "\n", "* **Internal priming**, where the primer binds genomic stretches of high adenosine content, yielding apparent novel genes which are typically unspliced. \n", "* **Reverse transcriptase template switching (RTTS)**, resulting in apperant novel introns, often without canonical splice sites.\n", "* **Truncated fragments**, of transcripts, yielding apperant novel transcription start sites or polyA sites." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "\n", "#statistic on the filter flags\n", "f_stats=isoseq.filter_stats( weight_by_coverage=True,min_coverage=1, tags=['INTERNAL_PRIMING', 'RTTS', 'FRAGMENT'])\n", "f_stats[0].index=f_stats[0].index.str.replace('_','\\n')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#QC plot\n", "from isotools.plots import plot_bar, plot_distr\n", "\n", "plt.rcParams[\"figure.figsize\"] = (15,15)\n", "plt.rcParams.update({'font.size': 14})\n", "\n", "\n", "fig, axs = plt.subplots(2,2)\n", "#A) transcript length\n", "plot_distr(tr_stats[0][0],smooth=3,ax=axs[0,0],**tr_stats[0][1]) \n", "#B) internal priming\n", "plot_distr(tr_stats[4][0],smooth=3,ax=axs[0,1],density=True,fill=True, **tr_stats[4][1]) \n", "#C) RTTS\n", "plot_distr(tr_stats[3][0],ax=axs[1,0],density=True,**tr_stats[3][1]) \n", "#D) frequency of artifacts\n", "plot_bar(f_stats[0],ax=axs[1,1],drop_categories=['PASS' ],colors=['blue'], **f_stats[1]) # note that colors must be set in v0.2.8 - this will be fixed in v0.2.9\n", "\n", "fig.tight_layout()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This particular dataset seems to have relativly high fraction of internal priming, affecting 20% of the full lenght reads. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Novel alternative splicing classification\n", "In order to assess the types of novel transcripts, isotools extends the SQANTI classification scheme (FSM, ISM, NIC, NNC, novel gene) by subcategories, that facilitate direct biological interpretation. \n", "\n", "The following artificial example exemplifies the different subcategories. In the original state, it covers all subcategories (except categories for novel genes). However, users are encouraged to modify the examples, in order to explore edge cases, combinations and other specific cases.\n", "The labels in the plots produced below reflect the subcategories assigned by isoseq." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "FSM: {'FSM': [0, 2]}\n", "5' fragment: {\"5' fragment\": [[12, 33]]}\n", "3' fragment: {\"3' fragment\": [[55, 80]]}\n", "mono exon: {'mono-exon': []}\n", "exon skipping: {'exon skipping': [[30, 40]]}\n", "intron retention: {'intron retention': [(20, 30)]}\n", "novel combination: {'novel combination': []}\n", "novel junction: {'novel junction': [[60, 75]]}\n", "novel exonic TSS: {'novel exonic TSS': [(26, 30)]}\n", "novel exonic PAS: {'novel exonic PAS': [(60, 66)]}\n", "novel 5' splice site: {\"novel 5' splice site\": [(24, -4)]}\n", "novel 3' splice site: {\"novel 3' splice site\": [(26, 4)]}\n", "novel exon: {'novel exon': [[43, 47]]}\n", "novel intronic TSS: {'novel intronic TSS': [[43, 47]]}\n", "novel intronic PAS: {'novel intronic PAS': [[82, 90]]}\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ref=[[[12,20],[30,40], [50,60],[70,81]],\n", " [[11,20],[35,40], [75,79]],\n", " [[10,20],[30,40], [50,60],[70,80]]]\n", "novel={'FSM': [[10,20],[30,40], [50,60],[70,80]],\n", " \"5' fragment\": [[33,40], [50,60],[70,80]],\n", " \"3' fragment\": [[10,20],[30,40], [50,55]],\n", " \"mono exon\" : [[22,35]],\n", " \"exon skipping\" : [[10,20], [50,60],[70,80]],\n", " \"intron retention\" : [[10,40], [50,60],[70,80]],\n", " \"novel combination\" : [[10,20],[35,40], [50,60],[70,80]],\n", " \"novel junction\" : [[10,20],[30,40], [50,60], [75,80]],\n", " \"novel exonic TSS\" : [[26,40], [50,60],[70,80]],\n", " \"novel exonic PAS\" : [[10,20],[30,40], [50,66]],\n", " \"novel 5' splice site\":[[10,24],[30,40], [50,60],[70,80]],\n", " \"novel 3' splice site\":[[10,20],[26,40], [50,60],[70,80]],\n", " \"novel exon\" : [[10,20],[30,40],[43,47], [50,60],[70,80]],\n", " \"novel intronic TSS\" : [[43,47],[50,60],[70,80]],\n", " \"novel intronic PAS\" : [[10,20],[30,40], [82,90]]}\n", "ref={'transcripts':[{'exons':e, 'transcript_name':f'reference {i+1}'} for i,e in enumerate(ref)]}\n", "transcripts=[{'exons':e, 'transcript_name':n} for n,e in novel.items()]\n", "example=isotools.Gene(10,80,{'strand':'+','ID':'example','reference':ref, 'transcripts':transcripts},None)\n", "f,axs=plt.subplots(2,figsize=(10,7), gridspec_kw={'height_ratios': [1, 4]})\n", "cat=['FSM','ISM','NIC','NNC','novel gene']\n", "sg=example.ref_segment_graph\n", "for novel in example.transcripts:\n", " alt_splice=sg.get_alternative_splicing(novel['exons'])\n", " print(f\"{novel['transcript_name']}: {alt_splice[1]}\")\n", " novel['transcript_name']=f\"{','.join(alt_splice[1])} ({cat[alt_splice[0]]}) \"\n", " \n", "example.gene_track(ax=axs[0], x_range=[10,90], title='')\n", "example.gene_track(reference=False,ax=axs[1], x_range=[10,90], title='', color='green') \n", "for ax in axs:\n", " ax.get_xaxis().set_visible(False)\n", "f.tight_layout()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "During import, all isoseq transcripts get classified using this scheme. \n", "We can depict the number of identified novel classes. \n", "Note the query we use to filter out transcripts affected by one of the 3 artefacts." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "\n", "cnr={}\n", "for g, trid, tr in isoseq.iter_transcripts():\n", " for anno in tr['annotation'][1]:\n", " cnr[anno]=min(cnr.get(anno,5),tr['annotation'][0])\n", "del cnr['FSM']\n", "altsplice=[ isoseq.altsplice_stats(groups=isoseq.groups(), weight_by_coverage=True, min_coverage=1, tr_filter=dict( query=\"not( RTTS or FRAGMENT or INTERNAL_PRIMING)\")),\n", " isoseq.altsplice_stats(groups=isoseq.groups(), weight_by_coverage=True, min_coverage=2, tr_filter=dict( query=\"not( RTTS or FRAGMENT or INTERNAL_PRIMING)\")),\n", " isoseq.altsplice_stats(groups=isoseq.groups(), weight_by_coverage=False, min_coverage=20, tr_filter=dict( query=\"not( RTTS or FRAGMENT or INTERNAL_PRIMING)\"))]\n", "for i in range(3):\n", " altsplice[i][0].index=altsplice[i][0].index+[f'\\n({cat[cnr[subcat]]})' if subcat in cnr else '' for subcat in altsplice[i][0].index]\n", " altsplice[i][0].index=altsplice[i][0].index.str.replace('splice ','\\nsplice ')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from isotools.plots import plot_bar, plot_distr\n", "\n", "plt.rcParams[\"figure.figsize\"] = (20,10)\n", "_=plot_bar(altsplice[0][0],bar_width=.9,ylabel='fraction of reads [%]',colors=['blue'], legend=False, rot=90,drop_categories=['FSM']) \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data exploration\n", "This cell provides some examples, how the data can be assessed in isotools, and what information is stored on gene and transcript level. As an example, we focus on the 'MAPT' gene, which features alternative splicing and is related to Alzheimer's disease. " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Gene MAPT chr17:45894550-46028334(+), 16 reference transcripts, 272 expressed transcripts\n", "10 transcripts contribute at least 1% to that gene\n", "The primary transcript is number 265 and contributes 22.42% (601/2681)\n", "\n", "These are the infos for this transcript:\n", "exons: [[46025876, 46028330]]\n", "strand: +\n", "TSS: {'alzheimer_1': {46022396: 3, 46022538: 1, 46022576: 1, 46022912: 1, 46023166: 1, 46023259: 2, 46023...\n", "PAS: {'alzheimer_1': {46026081: 15, 46026077: 5, 46026082: 27, 46026083: 38, 46026079: 7, 46028330: 193, ...\n", "coverage: {'alzheimer_1': 601}\n", "annotation: (1, {'mono-exon': []})\n", "fragments: [(166, 10, 0), (267, 1, 0)]\n", "direct_repeat_len: []\n", "downstream_A_content: 0.3333333333333333\n", "\n", "These are the infos for the second transcript:\n", "exons: [[45894555, 45894686], [45962320, 45962470], [45978374, 45978440], [45987039, 45987095], [45991459, ...\n", "strand: +\n", "TSS: {'alzheimer_1': {45894371: 2, 45894492: 1, 45894498: 1, 45894502: 1, 45894504: 1, 45894505: 1, 45894...\n", "PAS: {'alzheimer_1': {46026081: 60, 46026083: 142, 46026082: 160, 46026079: 31, 46026084: 1, 46026077: 20...\n", "coverage: {'alzheimer_1': 450}\n", "annotation: (0, {'FSM': [7]})\n", "direct_repeat_len: [5, 2, 2, 3, 3, 6, 3, 3, 2]\n", "downstream_A_content: 0.7666666666666667\n", "\n", "The corresponding reference transcript: \n", "transcript_id: ENST00000446361.7\n", "transcript_type: protein_coding\n", "transcript_name: MAPT-208\n", "transcript_support_level: 1\n", "exons: [(45894673, 45894686), (45962320, 45962470), (45978374, 45978440), (45987039, 45987095), (45991459, ...\n", "CDS: (45962337, 46024171)\n", "downstream_A_content: 0.3\n" ] } ], "source": [ "#access gene of interest by Name\n", "g=isoseq['MAPT']\n", "print(g)\n", "#this reveals that the MAPT has 267 different variants, according to isoseq. \n", "total_cov=g.coverage.sum()\n", "#However, most are supported by few reads only\n", "print(f'{sum([cov>total_cov *.01 for cov in g.coverage][0])} transcripts contribute at least 1% to that gene')\n", "#lets look at the primary transcript\n", "max_i=np.argmax(g.coverage)\n", "print(f'The primary transcript is number {max_i} and contributes {g.coverage[0,max_i]/total_cov:.2%} ({g.coverage[0,max_i]}/{total_cov})')\n", "#all the information for this transcript are stored in this dict:\n", "primary=g.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", "# this reveals that it is a mono exon in the 3'UTR of that gene.\n", "second_i=np.argsort(g.coverage[0])[-2]\n", "second=g.transcripts[second_i]\n", "print(f'\\nThese are the infos for the second transcript:')\n", "for k,v in second.items():\n", " print(f'{k}: {str(v)[:100]}{\"...\" if len(str(v))>100 else \"\"}')\n", "\n", "# this reveals that it is a FSM with reference transcript nr 7.\n", "\n", "print(f'\\nThe corresponding reference transcript: ')\n", "for k,v in g.ref_transcripts[second[\"annotation\"][1][\"FSM\"][0]].items():\n", " print(f'{k}: {str(v)[:100]}{\"...\" if len(str(v))>100 else \"\"}')\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "transcript nr 0 of Gene PB_novel_245246 GL000194.1:63158-64802(-), 0 reference transcripts, 1 expressed transcripts with a coverage of 7\n", "transcript nr 0 of Gene PB_novel_245248 GL000194.1:67798-69577(-), 0 reference transcripts, 1 expressed transcripts with a coverage of 2\n", "transcript nr 0 of Gene PB_novel_245267 GL000195.1:66834-68729(+), 0 reference transcripts, 1 expressed transcripts with a coverage of 8\n", "transcript nr 0 of Gene PB_novel_245269 GL000195.1:74999-77143(-), 0 reference transcripts, 1 expressed transcripts with a coverage of 1\n", "transcript nr 0 of Gene PB_novel_245261 GL000195.1:51826-53921(-), 0 reference transcripts, 1 expressed transcripts with a coverage of 1\n", "transcript nr 0 of Gene PB_novel_245273 GL000195.1:155779-159045(+), 0 reference transcripts, 1 expressed transcripts with a coverage of 1\n", "transcript nr 0 of Gene PB_novel_245271 GL000195.1:82957-86663(-), 0 reference transcripts, 1 expressed transcripts with a coverage of 24\n", "transcript nr 0 of Gene PB_novel_245266 GL000195.1:64302-67151(-), 0 reference transcripts, 1 expressed transcripts with a coverage of 4\n", "transcript nr 0 of Gene PB_novel_245257 GL000195.1:38255-40114(-), 0 reference transcripts, 1 expressed transcripts with a coverage of 2\n", "transcript nr 0 of Gene PB_novel_245274 GL000195.1:168139-170730(+), 0 reference transcripts, 1 expressed transcripts with a coverage of 1\n", "transcript nr 0 of Gene PB_novel_245256 GL000195.1:36403-37553(-), 0 reference transcripts, 1 expressed transcripts with a coverage of 1\n" ] } ], "source": [ "#we can iterate over transcripts and filter with a query:\n", "i=0\n", "for g,trnr,tr in isoseq.iter_transcripts(query='INTERNAL_PRIMING'):\n", " print(f'transcript nr {trnr} of {g} with a coverage of {g.coverage[0,trnr]}') \n", " i+=1\n", " if i>10:\n", " break\n", " " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Gene KIFAP3 has a highly covered transcript with novel exon:\n", "Transcript nr 2 with a coverage of 252/592\n", "The novel exon is at position [[169925786, 169925855]]\n", "Gene AC244669.1 has a highly covered transcript with novel exon:\n", "Transcript nr 2 with a coverage of 169/363\n", "The novel exon is at position [[120258775, 120258883]]\n" ] } ], "source": [ "#we can also iterate over transcripts and filter by region (chr[:start-end]), novelty category, or request a minimum coverage:\n", "for g,trnr,tr in isoseq.iter_transcripts(region='chr1', query='NOVEL_EXON', min_coverage=100):\n", " print(f'Gene {g.name} has a highly covered transcript with novel exon:')\n", " print(f'Transcript nr {trnr} with a coverage of {g.coverage[0,trnr]}/{g.coverage.sum()}') \n", " print(f'The novel exon is at position {tr[\"annotation\"][1][\"novel exon\"]}') \n", "\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data vizualization\n", "We depict the MAPT gene with its two major exon skipping events as sashimi plot." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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