{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Quality control and sequencing artifacts\n", "\n", "A large fraction of the initial isoforms likely originate from technical artifacts, and thus require filtering on minimal coverage and other quality metrics. Based on quality metrics (and other properties), transcripts can get tagged e.g. to indicate potential biases.\n", "The default definition of these tags are:\n", "\n", "* Internal priming: \n", " * Unspliced and \n", " * downstream adenosine content >50%\n", "* Reverse Transcriptase Template Switching (RTTS):\n", " * noncanonical spliceing with both splice sites not in reference\n", "* Fragments\n", " * transcripts contained in other transcripts, with no TSS/PAS overlap from the reference annotation\n", "\n", "We will quantify these artifacts and visualize them per replicate/ per group\n", "This tutorial assumes you have downloaded the prepared transcriptome pkl file *\"PacBio_isotools_substantial_isotools.pkl\"* from the [demonstration dataset](https://oc-molgen.gnz.mpg.de/owncloud/s/gjG9EPiQwpRAyg3)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "This is isotools version 0.3.2rc3, but data has been pickled with version 0.3.2rc2, which may be incompatible\n" ] } ], "source": [ "from isotools import Transcriptome\n", "import matplotlib.pyplot as plt\n", "\n", "path='demonstration_dataset'\n", "isoseq=Transcriptome.load(f'{path}/PacBio_isotools_substantial_isotools.pkl')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INTERNAL_PRIMING: len(exons)==1 and downstream_A_content and downstream_A_content>.5\n", "FRAGMENT: fragments and any(\"novel exonic \" in a or \"fragment\" in a for a in annotation[1])\n", "RTTS: noncanonical_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" ] } ], "source": [ "for tag in ['INTERNAL_PRIMING','FRAGMENT','RTTS']:\n", " print(f'{tag}: {isoseq.filter[\"transcript\"][tag]}')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#statistic on the filter flags\n", "f_stats_groups=isoseq.filter_stats(tags=['RTTS','FRAGMENT','INTERNAL_PRIMING'], groups=isoseq.groups(), weight_by_coverage=True,min_coverage=2)\n", "f_stats_samples=isoseq.filter_stats(tags=['RTTS','FRAGMENT','INTERNAL_PRIMING'], weight_by_coverage=True,min_coverage=2)\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " 2 reads'}, ylabel='fraction of reads'>" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from isotools.plots import plot_bar\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", "plot_bar(f_stats_groups[0],ax=axs[0],drop_categories=['PASS'],bar_width=.9,legend=True,**f_stats_groups[1])\n", "plot_bar(f_stats_samples[0],ax=axs[1],drop_categories=['PASS'],bar_width=.9,legend=True,**f_stats_samples[1])\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 4 }