{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparing eCLIP with DeSeq results using Metadensity\n", "This allows us to generate hypothesis about RBP function - whether it stabilize or destabilize RNA?" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using /home/hsher/gencode_coords/GRCh38.p13.genome.fa\n", "using /home/hsher/gencode_coords/GRCh38.p13.genome.fa\n", "Using: /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('/home/hsher/Metadensity/config/hg38.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", "\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/Metadensity/scripts')\n", "from dataloader import *\n", "%matplotlib inline\n", "\n", "plt.style.use('seaborn-white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get all the DESeq files for each KD experiment\n", "Here we use ENCODE KD-RNA-seq DeSeq outputs" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# parse DE filenames\n", "de_path = '/home/hsher/deseq_gccor/normalized/'\n", "all_de_files = os.listdir(de_path)\n", "all_de_files.remove('result_URLs_HepG2.txt')\n", "all_de_files.remove('result_URLs_K562.txt')\n", "all_de_files_rbp = [f.split('-')[0] for f in all_de_files if '-' in f]\n", "all_de_files_cell = [f.split('-')[2].split('_')[0] for f in all_de_files if '-' in f]\n", "de_df = pd.DataFrame([all_de_files, all_de_files_rbp, all_de_files_cell]).T\n", "de_df.columns = ['fname', 'rbp', 'cell line']" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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3ESF1-BGHLV30-HepG2_DESeq2_output.txtESF1HepG2
4MTPAP-BGKLV34-K562_DESeq2_output.txtMTPAPK562
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" ], "text/plain": [ " fname rbp cell line\n", "0 PRPF8-BGHLV17-HepG2_DESeq2_output.txt PRPF8 HepG2\n", "1 RECQL-LV08-K562_DESeq2_output.txt RECQL K562\n", "2 TRIM56-BGHLV20-HepG2_DESeq2_output.txt TRIM56 HepG2\n", "3 ESF1-BGHLV30-HepG2_DESeq2_output.txt ESF1 HepG2\n", "4 MTPAP-BGKLV34-K562_DESeq2_output.txt MTPAP K562" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "de_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The main idea is to build Metagene density on upregulated,dowregulated transcripts, and thos in the nochange group\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def DEseq_result(fname):\n", " ''' return transcript ID that is up and down regulated'''\n", " # read DEseq results\n", " de = pd.read_csv(de_path+ fname, sep = '\\t', header = 0, index_col = 0)\n", " \n", " # select those significant\n", " de = de[de['padj']< 0.05]\n", " de.reset_index(inplace = True)\n", " \n", " # select fold change high\n", " up = de.loc[de['log2FoldChange']> 1]\n", " down = de.loc[de['log2FoldChange']< -1]\n", " \n", " # remove version\n", " up = [i.split('.')[0] for i in up['index'].tolist()]\n", " down = [i.split('.')[0] for i in down['index'].tolist()]\n", " return up, down\n", " \n", "def find_direct_bind(id_list, eCLIP, filter_direct = True, enough_transcript = None):\n", " ''' find DE genes that has at least 1 idr peak'''\n", " subset = transcript.filter(lambda x: x.attrs['gene_id'].split('.')[0] in id_list and x.attrs['ID'] in enough_transcript).saveas()\n", " if filter_direct:\n", " direct_bind_transcript = subset.intersect(eCLIP.idr, s = True, u = True).saveas()\n", " else:\n", " return subset\n", " \n", " return direct_bind_transcript\n", "\n", "def main(cell_line, rbp, filter_direct = True, thres = 200):\n", " ''' main function: fetch DESeq transcripts, build metagene for each group'''\n", " \n", " # start eCLIP object for you, using internal encode data sheet\n", " try:\n", " s = encode_data.loc[(encode_data['RBP'] == rbp)&(encode_data['Cell line'] == cell_line)].iloc[0]\n", " e = eCLIP.from_series(s)\n", " except:\n", " s = encode4_data.loc[(encode4_data['RBP'] == rbp)&(encode4_data['Cell line'] == cell_line)].iloc[0]\n", " e = eCLIP.from_series(s, single_end = True)\n", " print('using encode4')\n", " \n", " # find transcripts with at least `thres` reads\n", " transcripts_with_reads = e.enough_transcripts(thres = thres)\n", " print(len(transcripts_with_reads))\n", " \n", " # fetch DE genes\n", " fname = de_df.loc[(de_df['rbp'] == rbp) & (de_df['cell line'] == cell_line), 'fname'].values[0]\n", " up, down = DEseq_result(fname)\n", " \n", " # further filter for those with at least 1 peak. This step can be ignored\n", " up_transcripts = find_direct_bind(up, e, filter_direct = filter_direct, enough_transcript = transcripts_with_reads)\n", " down_transcripts = find_direct_bind(down, e, filter_direct = filter_direct, enough_transcript = transcripts_with_reads)\n", " \n", " backgrounds = set(transcripts_with_reads) - set([t.attrs['ID'] for t in up_transcripts])- set([t.attrs['ID'] for t in down_transcripts])\n", " \n", " print('# up reg: {} # down reg: {} background: {}'.format(len(up_transcripts), len(down_transcripts), len(backgrounds)))\n", " \n", " # then we create metadensity for each of them\n", " meta_up = Metadensity(e, name=rbp+'_upreg', transcripts = up_transcripts, background_method = 'relative information', normalize = False)\n", " meta_down = Metadensity(e, name=rbp+'_downreg', transcripts = down_transcripts, background_method = 'relative information', normalize = False)\n", " meta_back = Metadensity(e, name=rbp+'_nochange', transcript_ids= list(backgrounds), background_method = 'relative information', normalize = False)\n", "\n", " # run\n", " \n", " for m in [meta_up, meta_down, meta_back]:\n", " m.get_density_array()\n", " \n", " return [meta_up, meta_down, meta_back]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 1: DDX3X" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from collections import defaultdict\n", "def get_color_dict(rbp):\n", " color_dict = defaultdict(lambda: 'seagreen')\n", " color_dict[rbp+'_upreg'] = 'tomato'\n", " color_dict[rbp+'_downreg'] = 'royalblue'\n", " color_dict[rbp+'_nochange'] = 'grey'\n", " return color_dict" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4578\n", "# up reg: 113 # down reg: 689 background: 3776\n", "Using: /home/hsher/Metadensity/metadensity/data/hg38/gencode\n", "Done building metagene\n", "Using: /home/hsher/Metadensity/metadensity/data/hg38/gencode\n", "Done building metagene\n", "Using: /home/hsher/Metadensity/metadensity/data/hg38/gencode\n", "Done building metagene\n" ] } ], "source": [ "ddx_metas = main('HepG2', 'DDX3X', filter_direct = False)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "f = plot_mean_density(ddx_metas, plot_std = True, \n", " stat = 'mean', \n", " ymax = 0.003, \n", " alpha = 0.3, \n", " features_to_show = \n", " protein_coding, color_dict = get_color_dict('DDX3X'))\n", "f = beautify(f)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/hsher/miniconda3/envs/metadensity/lib/python3.7/site-packages/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": [ "# individually\n", "f = plot_rbp_map(ddx_metas, ymax = 0.003, alpha = 0.3, features_to_show = protein_coding)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 2: UPF1: helicase needed for non-sense mediated decay" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3206\n", "# up reg: 225 # down reg: 28 background: 2953\n", "Using: /home/hsher/Metadensity/metadensity/data/hg38/gencode\n", "Done building metagene\n", "Using: /home/hsher/Metadensity/metadensity/data/hg38/gencode\n", "Done building metagene\n", "Using: /home/hsher/Metadensity/metadensity/data/hg38/gencode\n", "Done building metagene\n" ] } ], "source": [ "upf_metas = main('HepG2', 'UPF1', filter_direct = False) " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plot_mean_density(upf_metas, plot_std = True, stat = 'mean', ymax = 0.0005, alpha = 0.3, features_to_show = protein_coding, color_dict = get_color_dict('UPF1'))\n", "f = beautify(f)" ] } ], "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 }