{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using Metadensity in Jupter notebooks\n", "This notebook showcases SF3B4, U2 density around branchpoints" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "please set the right config according to genome coordinate\n", "Using /home/hsher/gencode_coords/GRCh38.p13.genome.fa\n", "Using HG38 by default\n", "Using /tscc/nfs/home/hsher/gencode_coords/GRCh38.p13.genome.fa\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Matplotlib created a temporary config/cache directory at /tmp/matplotlib-yo_6ukk6 because the default path (/home/jovyan/.cache/matplotlib) is not a writable directory; it is highly recommended to set the MPLCONFIGDIR environment variable to a writable directory, in particular to speed up the import of Matplotlib and to better support multiprocessing.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using: /tscc/nfs/home/hsher/gencode_coords/gencode.v33.transcript.gff3\n" ] } ], "source": [ "# set up files associated with each genome coordinates\n", "import metadensity as md\n", "md.settings.from_config_file('/tscc/nfs/home/hsher/Metadensity/config/hg38-tscc2.ini')\n", "\n", "\n", "# then import the modules\n", "from metadensity.metadensity import *\n", "from metadensity.plotd import *\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "# I have a precompiles list of ENCODE datas as a csv that loads in this dataloader\n", "import sys\n", "sys.path.append('/home/hsher/projects/Metadensity/scripts')\n", "\n", "plt.style.use('seaborn-white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## load RBPs into eCLIP object\n", "download test data from:\n", "```\n", "wget https://www.dropbox.com/s/cgkeuqr0cjif558/test_data.tar.gz\n", "tar -xvzf test_data.tar.gz\n", "```" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "''" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pathlib import Path\n", "test_data_dir = Path('/tscc/nfs/home/hsher/test_data/') # where you downloaded test_data\n", "data_series = pd.Series(\n", " {'bam_0': str(test_data_dir/'processed_bam/SF3B4_CLIP.r2.bam'),\n", " 'bam_control_0': str(test_data_dir/'processed_bam/SF3B4_INPUT.r2.bam'),\n", " 'minus_0': str(test_data_dir/'coverage/SF3B4_CLIP.minus.bw'),\n", " 'minus_control_0': str(test_data_dir/'coverage/SF3B4_INPUT.minus.bw'),\n", " 'plus_0': str(test_data_dir/'coverage/SF3B4_CLIP.plus.bw'),\n", " 'plus_control_0': str(test_data_dir/'coverage/SF3B4_INPUT.plus.bw'),\n", " 'bed_0': str(test_data_dir/'SF3B4.bed'),\n", " 'uid': 'SF3B4_test',\n", " 'RBP': 'SF3B4'\n", " })\n", "\n", "# index the bams\n", "import pysam\n", "pysam.index(data_series['bam_0'])\n", "pysam.index(data_series['bam_control_0'])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "SF3B4 = eCLIP.from_series(data_series,\n", " single_end = False)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "clips = [SF3B4]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Calculate Density and Truncation sites\n", "Object `Metatruncation` and `Metadensity` takes three things:\n", "1. an experiment object `eCLIP` or `STAMP`.\n", "2. a set of transcript pyBedTools that you want to plot on\n", "3. name of the object\n", "\n", "Options include:\n", "1. `sample_no=` allows you to decide how many transcript you want to build the density. It will take longer. By default, `sample_no=200`. So in transcript if you give more than 200 transcripts, only 200 will be used\n", "2. `metagene` allows you to use pre-built metagene. This feature is more useful when you want to compare the same set of RNA over many RBPs.\n", "3. `background_method` handles how you want to deal with IP v.s. Input\n", "4. `normalize` handles how you want to normalize values within a transcript.\n", "\n", "## Difference between truncation and density\n", "\n", "`Metadensity` represents read coverage. `Metatruncation` represents the 5' end of read 2 for `eCLIP`; edit sites for `STAMP`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# here for the set of transcript, we use the IDR peak containing transcript assuming they have good signal\n", "def build_idr_metadensity(eCLIP):\n", " ''' build metadensity object for eCLIP and its idr peak containing transcript'''\n", " m = Metadensity(eCLIP, eCLIP.name,background_method = 'relative information', normalize = False)\n", " m.get_density_array()\n", " return m\n", "def build_idr_metatruncate(eCLIP):\n", " ''' build metadensity object for eCLIP and its idr peak containing transcript'''\n", " m = Metatruncate(eCLIP, eCLIP.name,background_method = 'relative information', normalize = False)\n", " m.get_density_array(use_truncation = True)\n", " return m" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: No IDR file input, falling back to using peaks from rep rep1\n", "Using: /tscc/nfs/home/hsher/projects/Metadensity/metadensity/data/hg38/gencode\n", "Done building metagene\n", "need at least one array to concatenate\n", "Warning: No IDR file input, falling back to using peaks from rep rep1\n", "Using: /tscc/nfs/home/hsher/projects/Metadensity/metadensity/data/hg38/gencode\n", "Done building metagene\n", "need at least one array to concatenate\n" ] } ], "source": [ "# this step takes some time for building metagene from the annotation files.\n", "den = [build_idr_metadensity(e) for e in clips]\n", "trun = [build_idr_metatruncate(e) for e in clips]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize RBP map: individual density per transcript\n", "\n", "use `feature_to_show` to decide what features to show. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/Metadensity/metadensity/plotd.py:187: RuntimeWarning: Mean of empty slice\n", " density_concat = np.nanmean(np.stack([den_arr[feat,align, r] for r in m.eCLIP.rep_keys]), axis = 0)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### PLOT INDIVIDUAL DENSITY\n", "# you can customize the list of features you want to show. This is suitable when you are looking for splicing\n", "f = plot_rbp_map(den, features_to_show = generic_rna)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### PLOT INDIVIDUAL TRUNCATION SITES\n", "\n", "f = plot_rbp_map(trun, features_to_show = ['intron'], cmap = 'Greys', ymax = 0.01)\n", "f.savefig('SF3B4_rnamap.svg', dpi = 300)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### PLOT INDIVIDUAL TRUNCATION SITES\n", "\n", "f = plot_rbp_map(trun, features_to_show = ['branchpoint'], ymax = 0.01, cmap = 'Oranges')\n", "f.savefig('SF3B4_brmap.svg', dpi = 300)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### PLOT INDIVIDUAL DENSITY SITES\n", "f = plot_rbp_map(den, features_to_show = branchpoints, ymax = 0.01)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### PLOT INDIVIDUAL TRUNCATION SITES\n", "\n", "f = plot_rbp_map(trun, features_to_show = polyAs, ymax = 0.001)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Median and Mean density" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "color_dict = {'SF3B4': 'royalblue', 'SF3A3':'mediumorchid', 'U2AF1':'tomato'}" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f=plot_mean_density(trun,\n", " features_to_show = ['intron', 'exon'], ymax = 0.02,\n", " color_dict = color_dict)\n", "f=beautify(f, offset = 0) # sns.despine \n", "f.get_axes()[0].set_ylabel('mean relative information')\n", "f.savefig('SF3B4_rna.svg', dpi = 300)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "f=plot_mean_density(trun,\n", " features_to_show = ['branchpoint'], ymax = 0.02,\n", " color_dict = color_dict)\n", "f.get_axes()[0].set_ylabel('mean relative information')\n", "f=beautify(f, offset = 0) # sns.despine \n", "f.savefig('SF3B4_br.svg', dpi = 300)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "metadensity", "language": "python", "name": "metadensity" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" } }, "nbformat": 4, "nbformat_minor": 4 }