{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "import pandas as pd\n", "\n", "import os\n", "import pickle\n", "import numpy as np\n", "\n", "import scipy\n", "import scipy.sparse as sp\n", "import scipy.io as spio\n", "\n", "import isolearn.io as isoio\n", "import isolearn.keras as iso\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "import matplotlib.pyplot as plt\n", "import matplotlib.lines as pltl\n", "\n", "from analyze_random_mpra_isoform_logodds_ratios_helpers import *\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/numpy/core/fromnumeric.py:56: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead\n", " return getattr(obj, method)(*args, **kwds)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "n = 602450\n" ] } ], "source": [ "#Load plasmid data\n", "plasmid_dict = isoio.load('../data/random_mpra_legacy/combined_library/processed_data_lifted/apa_plasmid_data_legacy')\n", "df = plasmid_dict['plasmid_df']\n", "cuts = plasmid_dict['plasmid_cuts']\n", "\n", "#Filter data on sublibrary Alien2\n", "keep_index = np.nonzero(df['library_index'] == 20)[0]\n", "df = df.iloc[keep_index].copy().reset_index(drop=True)\n", "cuts = cuts[keep_index, :]\n", "\n", "#Filter on min read count\n", "keep_index = np.nonzero(df['total_count'] >= 6)[0]\n", "df = df.iloc[keep_index].copy().reset_index(drop=True)\n", "cuts = cuts[keep_index, :]\n", "\n", "print('n = ' + str(len(df)))\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df = mask_constant_sequence_regions(df)\n", "df = align_on_cse(df)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#Initialize hexamer count data generator (separated by USE, CSE and DSE regions)\n", "\n", "hexamer_gen = iso.DataGenerator(\n", " np.arange(len(df), dtype=np.int),\n", " {\n", " 'df' : df\n", " },\n", " batch_size=len(df),\n", " inputs = [\n", " {\n", " 'id' : 'use',\n", " 'source_type' : 'dataframe',\n", " 'source' : 'df',\n", " 'extractor' : lambda row, index: row['seq_var_aligned'][:50],\n", " 'encoder' : iso.NMerEncoder(n_mer_len=6, count_n_mers=True),\n", " 'sparse' : True,\n", " 'sparse_mode' : 'col'\n", " },\n", " {\n", " 'id' : 'cse',\n", " 'source_type' : 'dataframe',\n", " 'source' : 'df',\n", " 'extractor' : lambda row, index: row['seq_var_aligned'][50:56],\n", " 'encoder' : iso.NMerEncoder(n_mer_len=6, count_n_mers=True),\n", " 'sparse' : True,\n", " 'sparse_mode' : 'col'\n", " },\n", " {\n", " 'id' : 'dse',\n", " 'source_type' : 'dataframe',\n", " 'source' : 'df',\n", " 'extractor' : lambda row, index: row['seq_var_aligned'][56:96],\n", " 'encoder' : iso.NMerEncoder(n_mer_len=6, count_n_mers=True),\n", " 'sparse' : True,\n", " 'sparse_mode' : 'col'\n", " }\n", " ],\n", " outputs = [\n", " {\n", " 'id' : 'proximal_usage',\n", " 'source_type' : 'dataframe',\n", " 'source' : 'df',\n", " 'extractor' : lambda row, index: row['proximal_count'] / row['total_count'],\n", " 'transformer' : lambda t: t\n", " }\n", " ],\n", " randomizers = [],\n", " shuffle = False,\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "#Generate hexamer occurrence count matrices and corresponding isoform proportions\n", "[X_use, X_cse, X_dse], y = hexamer_gen[0]\n", "y = y[0]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Performing bootstrap 0\n", "Performing bootstrap 1\n", "Performing bootstrap 2\n", "Performing bootstrap 3\n", "Performing bootstrap 4\n", "Performing bootstrap 0\n", "Performing bootstrap 1\n", "Performing bootstrap 2\n", "Performing bootstrap 3\n", "Performing bootstrap 4\n", "Performing bootstrap 0\n", "Performing bootstrap 1\n", "Performing bootstrap 2\n", "Performing bootstrap 3\n", "Performing bootstrap 4\n" ] } ], "source": [ "#Compute Log Odds Ratios (with bootstrapped CI:s)\n", "\n", "#Upstream\n", "w_upstream, w_upstream_bootstrap = get_logodds_ratios(X_use, y, n_bootstraps=5, min_occurrence=100)\n", "\n", "#PAS\n", "w_pas, w_pas_bootstrap = get_logodds_ratios(X_cse, y, n_bootstraps=5, min_occurrence=1000)\n", "\n", "#Downstream\n", "w_downstream, w_downstream_bootstrap = get_logodds_ratios(X_dse, y, n_bootstraps=5, min_occurrence=100)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "USE Region (Unique 4-mers).\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "USE Region.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CSE Region.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "DSE Region (Unique 4-mers).\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "DSE Region.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#All libraries\n", "#Upstream\n", "print(\"USE Region (Unique 4-mers).\")\n", "plot_logodds_ratios(w_upstream, w_upstream_bootstrap, unique4mer=True)\n", "print(\"USE Region.\")\n", "plot_logodds_ratios(w_upstream, w_upstream_bootstrap, unique4mer=False)\n", "\n", "#CSE\n", "print(\"CSE Region.\")\n", "plot_logodds_ratios(w_pas, w_pas_bootstrap)\n", "\n", "#Downstream\n", "print(\"DSE Region (Unique 4-mers).\")\n", "plot_logodds_ratios(w_downstream, w_downstream_bootstrap, unique4mer=True)\n", "print(\"DSE Region.\")\n", "plot_logodds_ratios(w_downstream, w_downstream_bootstrap, unique4mer=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "scrolled": false }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:aparent]", "language": "python", "name": "conda-env-aparent-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }