{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analysis of miRNA hosting genes\n", "This notebook demostrates on how to create cutomized features. The examples is using gencode annotations from the " ] }, { "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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use some SRSF previously documented to pre-miRNA\n", "let's see if a nested miRNA metagene can show these" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "all_srsf = []\n", "for index, row in encode_data.loc[encode_data['RBP'].str.contains('SRSF')].iterrows():\n", " e= eCLIP.from_series(row, single_end = False)\n", " all_srsf.append(e)\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "e.read_densities['rep1']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create custom feature on metagene, find miRNA host genes\n", "1. find which transcript host miRNA\n", "2. Build metagene for miRNA-containing transcripts\n", "3. build custom features (miRNA, upstream and downstream regions) into those miRNA\n", "4. extract eCLIP density" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/hsher/miniconda3/envs/metadensity/lib/python3.7/site-packages/pybedtools-0.8.1-py3.7-linux-x86_64.egg/pybedtools/bedtool.py:3681: UserWarning: Default names for filetype gff are:\n", "['seqname', 'source', 'feature', 'start', 'end', 'score', 'strand', 'frame', 'attributes']\n", "but file has 18 fields; you can supply custom names with the `names` kwarg\n", " \"`names` kwarg\" % (self.file_type, _names, self.field_count())\n" ] } ], "source": [ "from pybedtools import BedTool\n", "miRNA = BedTool('/home/hsher/gencode_coords/gencode.v33.miRNA.gff3')\n", "\n", "# miRNA host gene\n", "transcript.intersect(miRNA, s = True, u = True).saveas()\n", "\n", "which_transcript = miRNA.intersect(transcript, s = True, wb = True).to_dataframe(header = None)[[0,1,2,3,4,5,6,17]]\n", "which_transcript.columns = ['chrom', 'type', 'feat', 'start', 'end','.', 'strand', 'attr']" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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chromtypefeatstartend.strandattr
0chr1ENSEMBLexon1736917436.-ID=ENST00000619216.1;Parent=ENSG00000278267.1;...
1chr1ENSEMBLexon1736917436.-ID=ENST00000488147.1;Parent=ENSG00000227232.5;...
2chr1ENSEMBLexon3036630503.+ID=ENST00000473358.1;Parent=ENSG00000243485.5;...
3chr1ENSEMBLexon3036630503.+ID=ENST00000607096.1;Parent=ENSG00000284332.1;...
4chr1ENSEMBLexon187891187958.-ID=ENST00000623083.4;Parent=ENSG00000279457.4;...
\n", "
" ], "text/plain": [ " chrom type feat start end . strand \\\n", "0 chr1 ENSEMBL exon 17369 17436 . - \n", "1 chr1 ENSEMBL exon 17369 17436 . - \n", "2 chr1 ENSEMBL exon 30366 30503 . + \n", "3 chr1 ENSEMBL exon 30366 30503 . + \n", "4 chr1 ENSEMBL exon 187891 187958 . - \n", "\n", " attr \n", "0 ID=ENST00000619216.1;Parent=ENSG00000278267.1;... \n", "1 ID=ENST00000488147.1;Parent=ENSG00000227232.5;... \n", "2 ID=ENST00000473358.1;Parent=ENSG00000243485.5;... \n", "3 ID=ENST00000607096.1;Parent=ENSG00000284332.1;... \n", "4 ID=ENST00000623083.4;Parent=ENSG00000279457.4;... " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "which_transcript.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# extract transcript name\n", "def segment_transcript_name(s):\n", " return s.split(';')[0].split('=')[1]\n", "which_transcript['transcript_id']= which_transcript['attr'].map(segment_transcript_name)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done building metagene\n" ] } ], "source": [ "miRNA_containing_metagene = Build_many_metagene(id_list = which_transcript['transcript_id'].tolist(),\n", " transcript_type = None)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "192" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(miRNA_containing_metagene)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# add feature to those metagene\n", "for transcript_id in miRNA_containing_metagene.keys():\n", " metagene = miRNA_containing_metagene[transcript_id]\n", " \n", " # add feature\n", " sub = which_transcript.loc[which_transcript['transcript_id']==transcript_id]\n", " for index, row in sub.iterrows():\n", " metagene.create_feature(interval = (row['start'], row['end']),\n", " feature_name = 'miRNA') # INTERVAL FEATURE\n", " if metagene.strand == '+':\n", " # 5'------(start, stop)-----3' (big number)\n", " metagene.create_feature(interval = (metagene.start, row['start']),\n", " feature_name = 'upstream_miRNA')\n", " metagene.create_feature(interval = (row['end'], metagene.stop),\n", " feature_name = 'downstream_miRNA')\n", " else:\n", " # 3'------(start, stop)-----5'(big number)\n", " metagene.create_feature(interval = (row['end'], metagene.stop),\n", " feature_name = 'upstream_miRNA')\n", " metagene.create_feature(interval = (metagene.start, row['start']),\n", " feature_name = 'downstream_miRNA')\n", " " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# remove metagene that has no intronic polya\n", "for transcript_id in list(miRNA_containing_metagene.keys()).copy():\n", " metagene = miRNA_containing_metagene[transcript_id]\n", " \n", " if 'miRNA' not in metagene.featnames:\n", " del miRNA_containing_metagene[transcript_id]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## extract density from eCLIP" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def build_metadensity(eCLIP, metagene = miRNA_containing_metagene):\n", " ''' build metadensity object for eCLIP and its IDR containing transcript'''\n", " \n", " m = Metadensity(eCLIP, eCLIP.name+'_miRNA_nested', metagenes = metagene,\n", " background_method = 'relative information', normalize = False)\n", " m.get_density_array()\n", " return m" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "'Metagene' object has no attribute 'build_full_cds'\n", "'Metagene' object has no attribute 'build_full_cds'\n", "'Metagene' object has no attribute 'build_full_cds'\n", "'Metagene' object has no attribute 'build_full_cds'\n", "'Metagene' object has no attribute 'build_full_cds'\n" ] } ], "source": [ "all_meta = [build_metadensity(e) for e in all_srsf]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('seaborn-white')\n", "f=plot_mean_density(all_meta,features_to_show = ['upstream_miRNA','miRNA', 'downstream_miRNA'], ymax = 0.001)\n", "f= beautify(f)" ] }, { "cell_type": "code", "execution_count": 14, "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", 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