{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Inhibition of AKT by Five Different Inhibitors in Breast Cancer (Weichmann, 2021)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#Supporting packages for analysis\n", "import numpy as np\n", "import pandas as pd\n", "\n", "#KSTAR imports\n", "from kstar import config, helpers, calculate\n", "from kstar.plot import DotPlot\n", "\n", "#where supplementary data was downloaded to (From https://figshare.com/articles/dataset/KSTAR_Supplementary_Data/14919726)\n", "SUPPLEMENTS_DIR = './'\n", "\n", "\n", "#Set matplotlib defaults for arial 12 point font\n", "from matplotlib import rcParams\n", "rcParams['font.family'] = 'sans-serif'\n", "rcParams['font.sans-serif'] = ['Arial']\n", "rcParams['font.size'] = 12\n", "import matplotlib.pyplot as plt\n", "\n", "#Directory where KSTAR Supplemental data was set \n", "odir = SUPPLEMENTS_DIR+'Supplements/SupplementaryData/Control_Experiments/AKT_Weichmann_2021'\n", "\n", "#load the Mann Whitney activities and FPR for Tyrosine predictions, \n", "#it will be faster and less data than loading all KSTAR outputs\n", "activities = pd.read_csv(odir+'/RESULTS/ST/akt_inhib_mann_whitney_activities.tsv', sep='\\t', index_col=0)\n", "fpr = pd.read_csv(odir+'/RESULTS/ST/akt_inhib_mann_whitney_fpr.tsv', sep='\\t', index_col=0)\n", "\n", " \n", "#load kinase map from supplementary data\n", "KINASE_MAP = pd.read_csv(SUPPLEMENTS_DIR+'SupplementaryData/Map/globalKinaseMap.csv', index_col = 0)\n", "#set preferred kinase names from the kinase map (make a kinase_dict)\n", "kinase_dict = {}\n", "for kinase in activities.index:\n", " kinase_dict[kinase] = KINASE_MAP.loc[kinase,'Preferred Name']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot and cluster kinase activities" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Setup subplots so that dendrograms are included\n", "fig, axes = plt.subplots(figsize = (10, 25), \n", " nrows = 2, ncols = 2, \n", " sharex = 'col', \n", " sharey = 'row',\n", " gridspec_kw = {\n", " 'height_ratios':[0.05, 1], \n", " 'width_ratios':[0.1,1]\n", " },)\n", "fig.subplots_adjust(wspace=0, hspace=0)\n", "\n", "results = -np.log10(activities)\n", "\n", "dots = DotPlot(results, \n", " fpr, \n", " figsize = (10,15), \n", " dotsize = 5, \n", " legend_title='-log10(p-value)',\n", " kinase_dict = kinase_dict)\n", "\n", "#Cluster changes the sorting of the values array, so be sure to plot context last so that it is in the same sort.\n", "dots.cluster(orientation = 'left', ax = axes[1,0], method='ward')\n", "dots.cluster(orientation = 'top', ax = axes[0,1], method='ward')\n", "\n", "dots.dotplot(ax = axes[1,1])\n", "axes[1,0].set_xticks([])\n", "axes[0,0].set_yticks([])\n", "plt.xticks(rotation = 45, ha = 'right')\n", "\n", "plt.savefig(odir+'/AKT_all.pdf', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot and cluster kinase activities, but with only significant kinases" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Setup subplots so that dendrograms are included\n", "fig, axes = plt.subplots(figsize = (10, 15), \n", " nrows = 2, ncols = 2, \n", " sharex = 'col', \n", " sharey = 'row',\n", " gridspec_kw = {\n", " 'height_ratios':[0.05, 1], \n", " 'width_ratios':[0.1,1]\n", " },)\n", "fig.subplots_adjust(wspace=0, hspace=0)\n", "\n", "results = -np.log10(activities)\n", "\n", "dots = DotPlot(results, \n", " fpr, \n", " figsize = (10,15), \n", " dotsize = 5, \n", " legend_title='-log10(p-value)',\n", " kinase_dict = kinase_dict)\n", "\n", "\n", "#remove significant kinases\n", "dots.drop_kinases_with_no_significance()\n", "\n", "#Cluster changes the sorting of the values array, so be sure to plot context last so that it is in the same sort.\n", "dots.cluster(orientation = 'left', ax = axes[1,0], method='ward')\n", "dots.cluster(orientation = 'top', ax = axes[0,1], method='ward')\n", "\n", "dots.dotplot(ax = axes[1,1])\n", "axes[1,0].set_xticks([])\n", "axes[0,0].set_yticks([])\n", "plt.xticks(rotation = 45, ha = 'right')\n", "\n", "plt.savefig(odir+'/AKT_significant.pdf', bbox_inches='tight')" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:py37-KSTAR] *", "language": "python", "name": "conda-env-py37-KSTAR-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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 4 }