{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EGF Stimulation of 184A1 Cells (Wolf Yadlin, 2007)"
   ]
  },
  {
   "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",
    "\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",
    "#where supplementary data was downloaded to\n",
    "SUPPLEMENTS_DIR = './'\n",
    "\n",
    "#Directory where KSTAR Supplemental data was set (From https://figshare.com/articles/dataset/KSTAR_Supplementary_Data/14919726)\n",
    "odir = SUPPLEMENTS_DIR+'Supplements/SupplementaryData/Control_Experiments/EGF_184A1_WolfYadlin2007/'\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/EGF_HMEC_Y_mann_whitney_activities.tsv', sep='\\t', index_col=0)\n",
    "fpr = pd.read_csv(odir+'/RESULTS/EGF_HMEC_Y_mann_whitney_fpr.tsv', sep='\\t', index_col=0)\n",
    "\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": [
    "## Agglomerative clustering of kinases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 648x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = activities\n",
    "results = -np.log10(results)\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(figsize = (9,12), \n",
    "        nrows = 1, ncols = 2, \n",
    "        sharex = 'col', \n",
    "        sharey = 'row',\n",
    "        gridspec_kw = {\n",
    "            'width_ratios':[0.1,1]\n",
    "        },)\n",
    "fig.subplots_adjust(wspace=0, hspace=0)\n",
    "\n",
    "dots = DotPlot(results, \n",
    "               fpr, \n",
    "               figsize = (9,12), \n",
    "               dotsize = 10, \n",
    "               legend_title='-log10(p-value)', \n",
    "               kinase_dict=kinase_dict)\n",
    "\n",
    "\n",
    "dots.cluster(orientation = 'left', ax = axes[0], method='ward')\n",
    "\n",
    "dots.dotplot(ax = axes[1])\n",
    "plt.xlabel('Time', FontSize=12)\n",
    "plt.xticks(rotation = 45, FontSize=12)\n",
    "plt.yticks(FontSize=12)\n",
    "plt.savefig(odir+'EGF_HMEC_all.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Agglomerative clustering of only significant kinases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 648x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = activities\n",
    "results = -np.log10(results)\n",
    "\n",
    "fig, axes = plt.subplots(figsize = (9,12), \n",
    "        nrows = 1, ncols = 2, \n",
    "        sharex = 'col', \n",
    "        sharey = 'row',\n",
    "        gridspec_kw = {\n",
    "            'width_ratios':[0.1,1]\n",
    "        },)\n",
    "fig.subplots_adjust(wspace=0, hspace=0)\n",
    "\n",
    "dots = DotPlot(results, \n",
    "               fpr, \n",
    "               figsize = (9,12), \n",
    "               dotsize = 10, \n",
    "               legend_title='-log10(p-value)', \n",
    "               kinase_dict=kinase_dict)\n",
    "\n",
    "dots.drop_kinases_with_no_significance()\n",
    "\n",
    "dots.cluster(orientation = 'left', ax = axes[0], method='ward')\n",
    "\n",
    "dots.dotplot(ax = axes[1])\n",
    "plt.xlabel('Time', FontSize=12)\n",
    "plt.xticks(rotation = 45, FontSize=12)\n",
    "plt.yticks(FontSize=12)\n",
    "plt.savefig(odir+'EGF_HMEC_sigKinases.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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