{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Alternative splicing events\n", "Isotools defines alternative splicing events (ASE) with a graph based approach. \n", "The algorithm finds all ASE, classifies them by type and quantifies them with the PSI per sample.\n", "We distinguish 5 different event types:\n", "Exon Skipping(ES), Intron Retention (IR), Mutually Exclusive Exons(ME), 3' Alternative Splicing (3AS), 5' Alternative Splicing (5AS), Alternative First Exons (TSS), and Alternative Last Exons (PAS).\n", "\n", "![ASE](alternative_events.png)\n", "\n", "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", "To run this tutorial, download the transcriptome object file 'PacBio_isotools_substantial_isotools.pkl' from [here](https://oc-molgen.gnz.mpg.de/owncloud/s/gjG9EPiQwpRAyg3) to a subfolder 'demonstration_dataset'." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "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": [ { "data": { "text/plain": [ "TSS 391\n", "PAS 254\n", "ES 109\n", "IR 78\n", "5AS 54\n", "3AS 37\n", "ME 8\n", "Name: splice_type, dtype: int64" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# compute the alternative splicng events\n", "splice_events=isoseq.alternative_splicing_events()\n", "# count the identified events by type\n", "splice_events.splice_type.value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA plots" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot PCA embedding\n", "from isotools.plots import plot_embedding\n", "plt.rcParams[\"figure.figsize\"] = (10,10)\n", "\n", "pca={}\n", "\n", "f,axs=plt.subplots(4,2)\n", "for ax,t in zip(axs.flatten(),['all','3AS','5AS','ES','IR','ME', 'TSS', 'PAS']):\n", " pca[t]=plot_embedding(splice_events, ax=ax, labels=True, groups=isoseq.groups(), splice_types=t)\n", "\n", "\n", "axs[0,0].legend(fontsize='medium', ncol=4,handleheight=2.4, labelspacing=0.05, bbox_to_anchor=(0, 1.1), loc='lower left')\n", "plt.tight_layout()\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "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. " ] }, { "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 }