{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Saturation analysis\n", "IsoTools provides two approaches to assess the required depth of sequencing:\n", "\n", "* Saturation analysis:\n", " * Models the propability of observing a transcript with at least n reads. \n", " * Depends on the expression level on the transcript\n", " * E.g.: \"With the given seq depth, the probability of observing a 1 TPM transcript is > 80%\" \n", "* Rarefaction analysis\n", " * Subsamples the reads and counts the number of observed transcripts.\n", " * Helps estimating, how much more transcripts would be observed with deeper sequencing.\n", " * If the curve is relativly 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), or 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", "\n", "path='demonstration_dataset'\n", "isoseq=Transcriptome.load(f'{path}/PacBio_isotools_substantial_isotools.pkl')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from isotools.plots import plot_saturation, plot_rarefaction\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "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],x_range=(1e2,6e4,1e2), ax=axs[0])\n", "\n", "rarefraction, total=isoseq.rarefaction(min_coverage=2, tr_filter={'query':'FSM'})\n", "plot_rarefaction(rarefraction, total=total, ax=axs[1])\n", "\n", "fig.tight_layout()\n", "\n" ] }, { "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 }