{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "ShapeMapper2 quality control plots\n", "==================================\n", "\n", "Known issue: RNAvigate currently does not correctly parse log.txt files from \n", "ShapeMapper2 >= v2.2\n", "\n", "ShapeMapper2 quality control plots display useful quality control metrics:\n", "mutations per read distributions, read length histograms, and modified vs.\n", "untreated per-nucleotide reactivity distributions as a violin plot. These\n", "metrics are contained in the shapemapper_log.txt files output by ShapeMapper2\n", "if the `--per-read-histogram` flag is used.\n", "\n", "First, Mutations per read is an important metric to determine if reads in the\n", "modified sample contain more mutations than reads from the untreated sample.\n", "The shift in distribution varies depending on many factors, such as read\n", "length, intrinsic reactivity of the RNA and the probe, cell permeability, \n", "enzyme fidelity, etc. For single-molecule correlated chemical probing\n", "experiments, the shift in distribution should be dramatic, with modified\n", "samples typically containing 4-10 mutations per read. A bimodal distribution\n", "can be indicative of DNA contamination or compartmental differences in reagent\n", "permeability, as sometimes happens with clumped cells.\n", "\n", "Read length distributions for amplicon data should be punctate. Large numbers\n", "of shorter reads indicate poor read merging, possibly due to short overlaps or\n", "low NGS base-calling quality scores.\n", "\n", "Per-nucleotide reactivity distributions should show an upward shift in modified\n", "mutation rate compared to untreated rate. This will depend on reagent\n", "reactivity, RNA structuredness, enzyme fidelity, etc." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import rnavigate as rnav\n", "from rnavigate.examples import rnasep_1, rnasep_2, rnasep_3, rnasep_4\n", "\n", "plot = rnav.plot_qc(\n", " samples=[rnasep_1, rnasep_2, rnasep_3, rnasep_4],\n", " profile=\"shapemap\",\n", ")\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function plot_qc in module rnavigate.plotting_functions:\n", "\n", "plot_qc(samples, profile, labels=None)\n", " Creates a multipanel quality control plot displaying mutations per\n", " molecule, read length distribution, and mutation rate distributions for\n", " modified and unmodified samples.\n", " \n", " Parameters\n", " ----------\n", " samples : list of rnavigate.Sample\n", " samples to retrieve data from\n", " profile : data keyword string or data object\n", " ShapeMaP or similar data for plotting reactivity distributions\n", " Must contain data from ShapeMapper log file\n", " labels : list of str, defaults to sample.sample for each sample in `samples`\n", " labels to be used on legends, must be same length as samples list\n", " \n", " Returns\n", " -------\n", " rnavigate.plots.QC\n", " the quality control plot object\n", "\n" ] } ], "source": [ "help(rnav.plot_qc)\n" ] } ], "metadata": { "kernelspec": { "display_name": "RNAvigate", "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": "3.9.2" } }, "nbformat": 4, "nbformat_minor": 2 }