{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analysis of HER2 Positive Patients using Microbiopsies (Satpathy 2021)" ] }, { "cell_type": "code", "execution_count": 8, "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 (From https://figshare.com/articles/dataset/KSTAR_Supplementary_Data/14919726)\n", "SUPPLEMENTS_DIR = './'\n", "\n", "#Directory where KSTAR Supplemental data was set \n", "odir = SUPPLEMENTS_DIR+'Supplements/SupplementaryData/BreastCancer/Microbiopsy_Satpathy2020/'\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/micro_biopsy_Y_mann_whitney_activities.tsv', sep='\\t', index_col=0)\n", "fpr = pd.read_csv(odir+'/RESULTS/micro_biopsy_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 all patients and kinases, with context" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "s1 = pd.read_csv(odir+'sample_metadata_mirobiopsy.csv')\n", "#add data to the Sample ID column so they can be matched\n", "id_col = []\n", "for index, row in s1.iterrows():\n", " id_col.append('data:'+row['Sample ID'])\n", "s1['ID'] = id_col" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# PLot all samples with their context information about treatment and pCR status\n", "fig, axes = plt.subplots(figsize = (12, 15), \n", " nrows = 3, ncols = 2, \n", " sharex = 'col', \n", " sharey = 'row',\n", " gridspec_kw = {\n", " 'height_ratios':[.1,0.1, 1], \n", " 'width_ratios':[0.1,1]\n", " },)\n", "fig.subplots_adjust(wspace=0, hspace=0)\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", "#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.drop_kinases_with_no_significance()\n", "\n", "dots.cluster(orientation = 'left', ax = axes[2,0], method='ward')\n", "dots.cluster(orientation = 'top', ax = axes[0,1], method='ward')\n", "dots.context(ax=axes[1,1],info = s1, id_column = 'ID', context_columns = ['Treatment', 'response'], orientation = 'top', dotsize =200, markersize= 15 )\n", "\n", "dots.dotplot(ax = axes[2,1])\n", "\n", "plt.xticks(rotation = 80, FontSize=12)\n", "plt.yticks(FontSize=12)\n", "plt.savefig(odir+'microbiopsy_all.pdf', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Agglomerative clustering of all patients and all significant kinases, with context" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# PLot all samples with their context information about treatment and pCR status\n", "fig, axes = plt.subplots(figsize = (12, 15), \n", " nrows = 3, ncols = 2, \n", " sharex = 'col', \n", " sharey = 'row',\n", " gridspec_kw = {\n", " 'height_ratios':[.1,0.1, 1], \n", " 'width_ratios':[0.1,1]\n", " },)\n", "fig.subplots_adjust(wspace=0, hspace=0)\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", "#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.drop_kinases_with_no_significance()\n", "\n", "dots.cluster(orientation = 'left', ax = axes[2,0], method='ward')\n", "dots.cluster(orientation = 'top', ax = axes[0,1], method='ward')\n", "dots.context(ax=axes[1,1],info = s1, id_column = 'ID', context_columns = ['Treatment', 'response'], orientation = 'top', dotsize =200, markersize= 15 )\n", "\n", "dots.dotplot(ax = axes[2,1])\n", "\n", "plt.xticks(rotation = 80, FontSize=12)\n", "plt.yticks(FontSize=12)\n", "plt.savefig(odir+'microbiopsy_sigKinases.pdf', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot only pre-treatment samples and provide treatment response context" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Let's look just at pre-treatment samples \n", "#given the metadata, pull pre-treatment only and take subsets for plotting, sort by ERBB2 activity prediction\n", "s1_temp = s1[s1['Treatment']=='pre-treatment']\n", "#sample_ids = list(s1_temp['ID'])\n", "\n", "nameDict = {}\n", "for name, group in s1_temp.groupby('Patient ID'):\n", " #print(name, group['Sample ID'])\n", " nameDict[group['Sample ID'].values[0]] = name\n", "\n", "s2 = s1_temp[s1_temp['Sample ID'].isin(list(nameDict.keys()))]\n", "sample_ids = list(s2['ID'].values)\n", "\n", "#create an x_label_dict\n", "x_label_dict = {}\n", "for index, row in s2.iterrows():\n", " x_label_dict[row['ID']] = row['Patient ID']\n", "# How about we take just one sample of each of the patient IDS, when there are multiple pre-treatment samples\n", "\n", "\n", "results = activities[sample_ids]\n", "sig = fpr[sample_ids]\n", "results = -np.log10(results)\n", "\n", "\n", "#Setup a figure with a context strip at the top for HER2 status and activity dots on the below axis\n", "fig, axes = plt.subplots(figsize = (12, 15), \n", " nrows = 3, ncols = 2, \n", " sharex = 'col', \n", " sharey = 'row',\n", " gridspec_kw = {\n", " 'height_ratios':[.1,0.1, 1], \n", " 'width_ratios':[0.1,1]\n", " },)\n", "fig.subplots_adjust(wspace=0, hspace=0)\n", "\n", "dots = DotPlot(results, \n", " sig, \n", " alpha=0.05,\n", " figsize = (10,15), \n", " dotsize = 20, \n", " legend_title='-log10(p-value)',\n", " x_label_dict = x_label_dict, \n", " kinase_dict=kinase_dict)\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.drop_kinases_with_no_significance()\n", "method = 'ward'\n", "dots.cluster(orientation = 'left', ax = axes[2,0], method=method)\n", "dots.cluster(orientation = 'top', ax = axes[0,1], method=method)\n", "dots.context(ax=axes[1,1], info = s2, id_column = 'ID', context_columns = ['response'], orientation = 'top', dotsize =200, markersize= 15 )\n", "\n", "dots.dotplot(ax = axes[2,1])\n", "\n", "plt.xticks(rotation = 80, FontSize=12)\n", "plt.yticks(FontSize=12)\n", "plt.savefig(odir+'microbiopsy_PreTreatment_all.pdf', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot specific kinases for each patient (all samples)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "kinases = list(activities.index)\n", "kinases.remove('ERBB2')\n", "kinases.remove('EGFR')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAATAAAADiCAYAAADJeptjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzde1xU1fo/8M+z9549F0YEBEVQQJSLoCCCppmmZZlmxwyrY2bWtzS7aNn5nvKk/tS+nSyz7GKZVsdbZmZlHa08ZnlLLYMEFQRMvIFCoIjIZWb23uv3xwAHkDuDA+N6v17zEvZ1DTCPa6291rOIMQaO47j2SHB2ATiO45qLBzCO49otHsA4jmu3eADjOK7d4gGM47h2S3J2AdqTxMREN0mSkgEEOrssXIucVhQlOjY2ttjZBeFahgewJhAEYW2HDh0CAwMDraIoOrs4XDOoqorTp08HFhYWrgUQ7+zycC3Dm5BNIIriaD8/P4UHr/ZLFEWU/w5HO7ssXMvxANYEjDGdLMuas8vBtYwsyxpjTOfscnAtxwNYEwkC/5G1d/x36Dr4b5LjuHaLB7B24uGHHzaEh4ebwsPDTTqdzhQUFGSq+L6oqKjF19+1a5f4wAMPGBxQ1Aa9+eab8qJFi+RrcS/OtfGnkO3E6tWryyq+9vPzM61du9YybNgw1VHXP3z4sHj+/Hly1PXqs2/fPjEiIoL3JXItxmtgLkCWZdOYMWOMQUFBpj179oi///67OGTIEGNkZKQpPDzctHTpUhkAFEXBI488YoiKijL17NnTFBwcbPrPf/4jHT9+XFi0aJGUkJBAEyZMMG7dulXXr18/05gxY4zh4eGmmJgY0/r163U33nijsWvXrqZHH320sqa2fv16XVRUlKl3796mmJgY044dOyQAmDVrliE+Pt540003GXv06GEaPHiw6dSpU7R27Vrdjh07aMWKFeIrr7zCa2FcyzDG+KuRr6SkJBtjrNjZr65du7Ldu3eXVXwPgC1btszGGCu2WCzFPXv2ZHv27CljjBXn5eWVBAcHsx07dpT98MMPllGjRmk2m62YMVY8e/ZsZfjw4RpjrPjtt9+2VXy9ZcsWqyiKbO/evWWMseKhQ4dq/fr1YyUlJcXZ2dklkiSxzMzM0sOHD5f26tWLnTt3roQxVnzw4MEyb29vdunSpeJnn31W7datG8vPzy9mjBWPGDFCe+aZZ1TGWPE999yjzZ07V3Hmz7D8d+n0vyn+atmLNyFdxK233qoAwJEjR8SzZ89i6tSp+op9ZWVl+O2338TZs2dbvb29tSVLlsiZmZnCvn37BLPZXOv1/P39cdNNN6kAEBQUxNzd3ZnRaITRaGRmsxl5eXn0448/ivn5+RgxYoSx4jwiQmpqqggAgwYNYp06dQIAREVFsYKCgtb7AXDXJR7AXIS7uzsD7M1Es9mMtLS0kop9Z8+eJS8vL/bZZ5/pnn/+ed2TTz6pjB8/XgkPDxc+++yzWv8GZLl6606nu3rYlKqqGDx4MPvuu+9KK7YdP35cCAoK0j7//HOd0WiszJZJRGCMJ8/kHIv3gbmYqKgoVa/X4/3335cBe0CJiooy/vzzz9L27dvF2267TZs9e7b1pptuUrZs2SKqqv05gCRJsNlsTbrX6NGj1Z9//pkOHTokAsDGjRt1sbGxhuLi+qcYiqLY5HtxXG14AHMxRqMRX375pWX16tVSaGioadSoUYbZs2cro0aNUmbMmGHbv3+/EBISYoqOjjYFBQWxrKwsKIqCYcOGKWfPnqXbb7/d2PBd7GJjY9WlS5faJk6cqA8LCzO99NJLuo0bN1o9PDzqPW/06NHK2rVrxdmzZ+vrPZDjGkC8Wt94ycnJtujoaKuzy8G1XHJyshwdHc2nE7VzvAbGcVy7xQMYx3HtFn8Kee1IAKrm4VEBKE4qC8e5BB7AWpmmafIVqyoVWVRsTc3BhWIbOrnpMDbCV+ygF2WzLCqCIPB+NY5rBh7AWtEVi2JKzS3CnO/T8NMf+aj6vOTJr47g1l7eeHl0uBTRpYNk1ksldV+J47ja8D6wVnLFopi2pORgyLJ9+PF49eAFAIwBO47nY8iyfdiamosrFsXknJJyXPvFA1gr0DRNTs0twkOfJUHV6h+momoMkzccQmpuETRN45ObOa4JeABrBVesqjTn+7QGg1cFVWOY+30arljVNtWkb428Xffff79xz549rb6oQH5+Pg0aNIjXal0cD2COJxVZVPz0R36TTvrxj3xcsahAG+qX3Ldvn1hSUuLQHGF79+69JjnH8vPz6fDhw9fiVpwT8QDWMgYAphoveWtqzlV9Xg1hDPj2WC4AyDWu16gsqVu3btVFRUWZxowZYwwNDTVFRUWZfv/9dzE+Pt54yy23GHv16mWaPn26obS0FI8++qghIiLCFBYWZoqPjzdeuHDhquvVzNs1a9Ysw0033WQMCQkxjRs3zggAzz//vD4iIsIUHh5uGjlypPHkyZMCAPz4449iXFycKSoqytS1a1fTvffeawSAp59+2pCXl4eHHnpI/9NPP4kDBw40PfbYY4aYmBhTYGCgae7cufrHHnvMEBkZaQoODjb9+uuvImAPRvHx8cbIyEhTaGio6dFHHzVYrfYHt3q93jRr1ixDTEyMyd/f3/Tqq6/KADBlyhSDxWJBeHi4ic+7dF08gLWCCyXN+8BcKG7ZaIqUlBTMmDHDlpGRUTJp0iRl8uTJegAoLS2lP/74o+SDDz4omzt3rl6SJBw5cqQkPT29xNfXlz3zzDNXBcmHHnrINnLkSPb444+rL774ohUAsrOzKSUlpeSbb74pXbZsmZySkiIkJSWVpKWllYwaNUp9+OGH9QCwdOlSecGCBbbDhw+XHDt2rGTHjh20Z88ecdmyZWU+Pj5Yu3at5ZZbblEBe6aMQ4cOlaxatcryz3/+UxwxYoSakpJSMmLECK0iEeP06dMNMTExakpKSklKSkrJhQsXaOHChXoAsFqt8Pb21g4dOlSyYcMGy/z586Xi4mKsWbOmTK/XIy0traS2TBqca2gzzZV2qqyWbfpOJl2z+ni8TDrAPsDV0pzzw8LCMHr0aAUAZs6caX3xxRelzp07Y9CgQZXpm7dv3y5evnwZkZGRJgCw2WyoyNnVkP79+7OKNDvfffedmJSURFFRUSbAnlqnrMz+49i0aVPppk2bdC+88II+IyNDsFgsKCoqqrXpOG7cOBUAwsPDNQCIj4+3AUBwcLC2d+9eEQB++uknSk5Olj755BMJQMV9Kv/zve+++xQAGDJkiGq1WnH58uVr0kzlnI8HMMdTx0b4ik9+daRJzUgiYGyEL2APYM1SdcHdikn6oijCbDZXlkTTNLz++uu2++67zwYAly5dQklJCe3Zs0ecNm1aZXaIqvnEKri5uVVeR1VVzJw5U5k9e7YVAEpKSpCXl0cAMGjQIFPv3r3ZHXfcoUyePNl26NAhA2Os1qBiMBhYje+vOkbTNGzcuNHSv39/FQDy8vKI6L+XqyhXxfvnCQquH7wJ6XhKB72IW3p5N+mkW3t5w6wXgRZML0pLS8Mvv/wiAvYniP369UPHjh2rHTN8+HDtvffek0pLS6EoCh588EHjrFmzDMOGDVPT0tJKKl5A/Xm7Ro4cqa5bt06q6D977rnnDBMnTjTk5eXR0aNH8c4775Q9/PDDtlOnTolnz56FotjfliRJsFqtTaohDR06lC1evFhWVRUlJSUYPXq0cfHixfU+HZUkCZqmoSLfGeeaeABrBWZZVP45Ohyi0LjPqSgQXh4dDrMstmhupLe3N/7xj3/IISEhpm+//VZav379VU3cV199tSwgIID17dvXFBISYmKM4f333y+t7Xr15e2aNWuW9bbbbtMGDhxo6tWrlyk1NZU++eQTi4+PD3vyySe1mJgYY0hIiOm1116TYmJikJGRQQAwZswY7ZFHHpG//PLLRndMrVixoqykpATh4eGmiIgIU+/evbWXXnqp3mZ2YGCg1rdvX4SGhpqu1WpL3LXH84E1QVPygV2xKKatqbmYvOFQvePBRIGwbmIMxkZ0QUumE23dulU3a9Ys3fHjx/mUpEbg+cBcA6+BtRKzXioZG9EF+54egpEh3qAadQAi4LZQH+x7ekiLgxfHXa94DawJmpORtSIbxZXybBQXS2zwMukwNsIXZr0Ino3COXgNzDXwp5CtTBAEq7tBsLobdNK0wUE8HxjHORAPYE2kqmq14QpNoIAHrDaBP5l0HbwPrGku5Ofn6/gHoP1SVRX5+fk6AFfPn+LaHV4DawJFUW7Jycn5KScnp3FD17m26oKiKLc4uxBcy/FOfI7j2i3ehOQ4rt3iAYzjuHaLBzCO49otHsA4jmu3+FPIWnh7e7OgoCBnF4NrpsTExHzGmI+zy8G1Ph7AahEUFISEhARnF4NrJiI67ewycNcGD2BOQDVmdru7u2PYsGF455130KNHj2r7du3ahcWLF+PXX3+FqqqIiorCnDlzMGrUqGrXGzt2LLZs2VLt3KNHj6Jv3744efIkKmqUiqqh2KrCrJeqpftZtGgREhMT8cUXX1RuUxQFc+bMwbp161BYWIibb74Zb7/9NkJCQiqP+eGHH/D3v/8d6enpCAsLw1tvvYXhw4dX7l+9ejUWLVqE7Oxs9OnTB0uWLMFNN93U7J9dSyQmJnaWJOkjAH3Au08cjRFRoaqqqzRNWx4bG3tN5vfyAOYk69atw8iRI6FpGvLy8jB//nzcfffdSEpKqgxwH374IZ555hnMmTMHixcvhiRJWL9+PcaMGYMNGzbgvvvuq7ze1q1bsWnTJtx7771X3cuiqPgkMQuLd/6BlNwi6ASCTWOI7NIBz4/oBTV1F+bNm4e777672nkLFizAhg0bsH79evj7+2P+/Pm44447kJ6eDkmScPjwYYwdOxZz5szBxIkTsXLlSowbNw5paWno2rUrfvzxRzzxxBP4+OOPccMNN+CDDz7AmDFjkJaWBj8/v9b9AddCkqSPfH19e/v4+BQIgsAHQDoQYwxWq1V37ty5GZcvX+4PYMq1uC8fyFqLuLg41ppNSCLCli1bMHbs2Mpthw8fRnR0NA4fPoy+ffvi9OnTCA8PxwcffIApU6r/LTzxxBPYsmULTp48CZ1OByJCUFAQLBYLjh07VpmFtaIG5jFjNdQOPhXLtlViNgt0uz+ELWU3AgMDENcvqloN7MUXX8SAAQMwfvz4amU8ceIEgoOD8cADD6CkpARff/21/XqMITY2FvPmzcP48ePx7LPP4tixY/jPf/5Tud9oNGL9+vWIj493/A+2HBElMsbiam5PTk7O7Nu3Lw9erUjTNDpy5IhHdHR0z2txP16NbiO8vaunoP7000/h5eWFyZMnX3Xs/Pnz8c0331SbVL5w4UIoioLZs2dXbjt6/jIA4FKp7argBQAoLYTtUh4w6Q1kmwJQUGM1pVdeeaUyeF28eBFLly5Fr1690L17dwD25mPVGh8R4ffff688x8vLC7/++it+//13MMawbt06MMYQFRXVlB+NIwk8eLWu8p9vqy9cXHm/+nYS0TtElFT+shJRepXvjS29ORENIKIPWnqdRt7rMSJ68lrcq6lKSkrwyiuvIDY2Fn369AEAJCUloX///hCEq39Fvr6+iI2NrbbPy8sLS5cuxYoVK7B//35YFBXTv6x/YVdy7wyasBDkHQBFY/j55AVYlKsD3euvv45OnTrhs88+w8qVK6HT6VBYWIj8/HzodDrcc8896NKlC2666SYcOHCg8rwZM2YgJiYGsbGx0Ol0eOSRR7B27dpqfWgc1xL1BjDG2EzGWD/GWD8A5wBMqvieMVZrHvUmigTQzQHXaYybYF8otk249957YTab4ebmBrPZjA8++AAvvfRSZf9XQUHBVQtyNGTSpEm47bbbMG3aNGxIPAObqjV8UhUaA744fP6q7fHx8UhMTMTDDz+McePGIT09HUVFRQDsQWrkyJHYtm0bBgwYgJEjR+LkyZMAgJycHBQXF2P58uU4ePAgnn32WUybNg0pKSlNKte1snXr1g4hISGRLb1OaWkp3XjjjSGrVq3yrNhWVFQk3HXXXT2Cg4Mjg4KC+qxbt86j6jmvvfaaz5IlS5q2Ekwz+Pv7992zZ0+zPwcvvfRS52XLlrWZZAbNbkISkYWIPi+vlcURUW8i2k5EieU1tP8pP04goreJ6FciSiWiY0Q0hIi6A3gJwFAiWkVEw4noABFtLD9/HxHdRUQ/ENEZIlpa5d53lV/vUPlxg8u3LyCi1UT0HyJKI6IfiagrEY0H8BcAs4joqZb9yBzjnXfeQVJSEpKTk5GQkIAFCxZg/Pjx+OmnnwDYm5QFBQVNvu7y5cuRmZmJ2Qv+iRJb0wKYojG89tMfV20PDg5G//798f777yMgIAAfffQRKhaLfeCBB/Dkk08iJiamson58ccfAwCmTZuGkSNHYvr06ejfvz/eeOMNxMbG4vXXX2/y+2ovduzY4RYbGxt+6NAhc9Xtf//73/3MZrOWmZmZ8sMPP2T87W9/Czhx4oQOADIyMuT169d3eu655/KdU+rGe/HFF/98//33O585c6ZNPABsSR+YDGALYywMQBKALwDMZozFArgZwP8S0SAANwDwAzCYMRYBYE35cWcB/D8Aexljj5RfcwCAV8trfJcB/APAnQD6A3iKiPyIKATAKwDGMMZiAEwD8BURuZVfYyiAexlj4QCKAUxnjG0G8G8ASxlj77XgPTtM165d0atXL/Tq1Qv9+/fH3LlzMXz4cLz//vsAgBtuuAGJiYm1rnGYlpaG22+/vbKmU1VwcDDmzpuH3B3rgIKra1MNScktgqoxaJqGzZs3Izs7u3IfESEiIgJ5eXno1KkTZFmubPJWCA8Px+nT9mFYiYmJiI6OrrY/Li4OmZmZTS7XtXbhwgVx3LhxPUJCQiJDQ0Mjpk+f3q1iibmNGzd2DA0NjQgPD4+Ij48P6tKlS1R6eroMAG+//Xbnl19+Obtv377V1jj4/vvvPaZPn54HACEhIdahQ4deXrdunRcALFiwwPevf/3rBUEQkJ6eLvv5+fV94IEHAsPDwyPCwsIitm3bZq5RPCiKAl9f36i9e/dW1qbuvPPO4Ndee83n7Nmz0siRI3v269cv3N/fv+/AgQPDsrOzqwWcmrXNmt+/8MILvhEREb3Dw8MjRo4c2fPUqVM6wL5c3d13312wcOHCrg74MbdYSzvx95b/GwqgJ4B/EVESgN0AjABiGGMHAMwF8DgRLQEwAcBVv5ByJxljh8q/PgFgJ2PMyhjLhz2geQG4DUBXAD+W32s9AA1Ar/LzdjHGLpd/faj8nAYR0TQiSiCihLy8vMac4nCapkHT7LWm++67D0VFRVizZs1Vx73zzjtITk5Gt261t74ff/pZkKcfsPvjJpdBEghXLAoEQcAzzzyD1atXV+5TVRWHDh1CREQEJEnCwIEDkZiYWO381NRUBAcHAwD8/PyQnJxcbX9KSgp69rwmD6haZOrUqd29vLyU9PT0lOTk5GNHjx41zp8/3zcnJ0d8/PHHe6xZs+ZkWlpa6vDhw4v+/PPPytz6W7ZsOXnPPfdcrnm9nJwcuUePHpVjo/z9/a1ZWVk6TdPw/fffe8bHxxdW7Dt//rw8bNiworS0tNT/+7//y3rooYeCLRZLtcGDkiRh4sSJ+R9++KE3AOTl5Yn79u1zf+yxxy6uXr3a64YbbihOSkpKO3v27BGj0aiuXLmy0c2+ZcuWdUpJSTElJycfS0tLS73jjjsKp0yZElixf8yYMZe///57j/quca20tBp4pfxfEUBhec0JAEBEXQAUEtGdAN4G8AaAbwCkAXiwjuvVXOuvtlVVRQA/Msbur3Kv7rD30Y0HULVvjgFo1JqAjLGVAFYC9mEUjTmnJS5duoScnBwAgNVqxebNm/HTTz/hs88+A2Cvob322mt4/PHHkZ2djfj4eFitVqxevRorVqzApk2bKptxNXm4GYDbngQ2zK51f30UjcGst/9ZzJw5Ey+//DL69OmDsLAwLF68GEVFRZg2bRoA4Pnnn8eECRPQr18/3HLLLVi5ciUyMzPxyCP2CvWMGTMwd+5cREVFYcCAAdi0aRO2b9/eLmY57Nq1q+Pu3bvTBEGA0Whk06ZNy3v33Xe7hIeHl/Xs2bN08ODBpQAwY8aMCy+++GL3hq6naVq1AcyMMRJFEbm5uVJRUZEYFhZWGdzc3d3V6dOnXwSA++677/LMmTNx8OBB49ChQ6vV6p544on8QYMG9S4rKzv78ccfe40cOfJSp06d1Hnz5v25bds284IFC7ocP35cn5GRYYyLiytu7Hv/7rvvOiYnJ7v17ds3oqLspaWllZWdsLAwy/nz5+WSkhIymUxOfarrqHZsOoBSInqQMfZJeUD5HcDdsNeYtjDGlpc/uXwB/33MqgBo6sowPwJ4iYjCGWNpRDQG9lpYQ39EzblXq6k6PEKv1yM8PBwffvhhtWEJTz/9NPz9/fHmm29iyZIlAIDo6Ghs374dt956a53XFgVCn5gBOJJyB5D8XZPKFdmlQ+UI/eeeew6KouCZZ55Bbm4uBg8ejB07dsDDw/6f71133YVVq1Zh4cKFmDlzJvr27Ytt27ZVjvqfOXMmiAgLFixAVlYWIiIisH379qualc707LPP+m3bts0DAMxmc+UjWMZYtYCjaRoURSFJkq76wNacWVGbrl27Ws+cOaPr3r27AgDnz5/XRUdHlxARA0BV11oQRbHaPTRNgyiK7Oabb+6Vm5srA8C8efOyJ02aVBgZGVmycePGjp988on3m2++eQYAnnjiCf/ff//d7aGHHsq/7bbbLiuKQoyxaoUkIla1e6LqaumqqtLMmTNzXnjhhTzA/lAiLy+vcmiEXq9nRFTrE/JrzSEBjDFmJaJxAN4moudhDxTzGGP7iOgCgA1EdKT8ftsBxBORAOAXAPOJ6CsA7zTyXqlENA3AZ2T/y1EA/IUxdqWBP6TvAbxJRGCMLWrue3WEpgweHj9+fOW4qqZc7/kRvfBkwVO4MnJ6o+5DdzwLsyzihVt6VW4TBAGzZ8+uNraspgceeAAPPPBA7dckwsyZMzFz5sxGlcEZ3nrrrXOw196xdevWDrNmzQoAgKFDh15+8803O3/00UdnLRYLffTRRz7Dhw+/fOutt155+umnDb/++qvxhhtuKF29erVHUVGR2FAQGzVq1KX333/fZ8iQIWdOnDih2717t/vChQvP+/r6qh06dFCOHz8uh4eHWwGgoKBA+uKLL9wnTJhw+dNPP+2o0+nYwIEDS3fv3n3VE5ZHH30074033vAtLS0Vbr/99mIA2LlzZ8e5c+eee/DBBy+dPHlSt3fvXvd777232hoAvr6+yvnz5+Xs7Gypa9euyoYNGyq7Wm677bbCVatW+UydOvWCl5eX9txzz/klJyeb9u/ffxwA0tLS9P7+/haDweD0MXWNDmCMsaAa31ON75MBDK/lvDQAMTU2P1P+7x8Aqg4KquwRZow9XeM63lW+3gRgUy33WlDX94yxLwF8WfMcV3VvdFc8+81R2FdvaxxZEjAhqk30zTrdypUrz0ydOjUgLCws0maz0fDhwwsXLVp03mAwsFWrVmVOmTKlhyAILDo6ukQURWY2m+t95LtkyZJzU6ZMCezVq1ekqqpYuHBhVmRkpAUARo8eXfDNN990DA8PzwPsNZy1a9d2mjNnTjeDwaBt2rTpD0mq/aM6ceLEwr/97W+BM2bMyKnY9o9//OPcnDlzur300kt+Op2OxcXFXcnMzNRXPS82NrZs0qRJeXFxcb19fHxso0aNKkxKSnIDgFmzZuVnZ2fLAwYM6E1E8PPzs65fv/5Uxblbtmxxv+uuu5r+iLwV8KlEtWjtqUTXym9nLmHEB/tRYm04iLnJIn6afiMGBLSJvtkWqWcq0ano6OgWDVW4ePGi8OKLL/q9/vrr5zp06KD9/PPPpvHjx/fKzc093NwmVVpamhwfH9/zyJEjx44fPy7HxMRElpSUHGr4zGtPURRERkZG7NixI6OiOVxTcnKyd3R0dNC1KE+bGMvBtY4BAR7YOf1GjP7oF1hVrdbpRGZZhCwJ+P6xQS4RvFqbl5eXJsuyFhMT01uSJCZJElu3bl1mS/qDwsPDrRMnTrywZMkSn3HjxhU2fIbz/POf/+z85JNP5tYVvK41XgOrhavUwCpYFBVfHD6P136yZ6OQBIJSno3ihVt6YUJUV+ilazZ9rdW1Zg2MaxivgXEOpZdETOrfDZP6d4OqMVyxKFflA+O49ogHsFqcOnUKcXFX/QfOtR/9nV0A7trgAawWPKV0+0ZEvzu7DNy14fyRaBzHcc3Ea2Ac1/r0iqJ0YYx1kiRJUBRFI6ILkiTl4urpc1wT8ADGca3L3Wq19vztt98oMTGRLl26BA8PDyE2NtZ7wIABnWRZPgF7ogKuGXgA47jWo7darT3XrVsnZGVlVW4sKCjAjh07KC0tjSZPntxTluVUOKAmNnXq1G5bt2717NixowoAPXv2LPv222/bfu6iFuABjLueiGVlZb0YYy1Oh94YRCQmJiZWC15VZWVlISEhQejfv39vxljj53zVITk5Wbd+/Xpl8ODBFYP63EpLS/u29LrNICQnJ59ywHUaXKqNBzDuetJJFEVBkiSlMRkkGkFGPQ/CbDabUDNfWk0JCQkYMGCAqNPp6iqQBqDBNRbLyspw+PBh+a233hJmzpwphISEaEuXLrUGBQVd85HqOp1OioiIaPGA4cYs1cafQnLXE50kSaqDgleDJEnCpUuX6j2msLAQdU3Ubors7GwaPny4+vLLL1sPHz5cesMNN2h33323viJBZntERNDr9bbAwMBC2Ne0uAoPYNx1xcHBywqgrK6XoiiVudPq0rFjRyiKgnqu06gVrnv27Mm2bdtmiYqKYoIg4Pnnn7dlZmYKJ0+ebPfTLepbqo0HMI5rJUSkxMbG1ntMXFwciKjFE6OTkpJo9erV1T7kjLE6s/a6Ch7AOK6VSJJkGzBgQJ1rF3Tr1g1xcXGQJKm21On1KigoEE+fPi0DQHFxsZCZmWmYOXOm/uDBg9Lp06fl9957T+rTp48WEBDgkPLjwvgAACAASURBVD4wi8VCf/zxh77hI68t3onPca1E0zR29uxZNnnyZEpISEBCQgIKCwvRsWNHxMXFIS4uDrIsW2Bfu6FJPD09VU9PTxUACgsLxZiYGPXdd99VH3nkEVlVVfj7+wsbNmxw2CBZi8UilJWVtbkKDw9g14O8c8AXy4FffwCKLgE6PdA1AIh/Ahg8ChBdJ5VOW6JpGhUUFFCXLl0sAwcOFAcMGCBJkgSbzQZFUdRTp04JoaGhqs1mo1OnTskWi0WoyDFmNBo1f39/W2JiosnX19d2+fJl0Wazka+vr61z585Kfn6+VFBQIHp6eqp//vmnBABDhw6lO++801ZQUCCGhIRYrFYrHT9+XF9WViYQEXx8fGxdunRRrly5ImRlZckVef47dOig9ujRw2qxWCgjI8Pg7u6uFhcXC6qqUrdu3aweHh7q6dOnZavVShkZGfrQ0NA2M3uABzBXdvww8M4LQOIuAAywVvm7++OwfbvBBEz6X2DSLMABT8O4/5IkiXXr1s2WkZGhlySJmc1mtUOHDqqXl5dSVlYmWq1WGQDOnDkjGwwGrSLoHDt2zGA0GjXA3o8lSRLr3bt3WXFxsZCWlmbw9vau7DPz9vZWLBYLKYpCgYGB1vz8/MpfYvl1WUhISKmiKJSWlmbo2LGjmpubq/Pz87O5u7urqqriyJEjxuLiYkGSJGaxWKhjx45qYGCg9eLFi+LZs2dlT0/P0sDAQOuZM2fkthS8AN4H5rp+/g54ZDDwy38Aa1n14FWh5Apw8U/gwwXA07cDpY1eeYtrJF9fX1t0dHRJQECAVafTsZycHF1qaqpRVf87bvXy5cuij4+PAgCyLDMPD49qg1orvjeZTBpjDKqqNurJYvl1bYA9mPbp06fUYDCwHj16WFRVxblz53SnT5+WNU2jivIQESpG8ru5uWmKorTpp5g8gLmi3/cAL9wLlJUAjcm4W1YCHD4APPcXQGkTmYJdQlFRkXD+/HmdKIrw8PBQu3fvbu3Tp08pUP/KVDWHelSkq27qEJCax5eVlZGiKEhPTzcUFhaKBoNB8/Pzs+l0usr1U4nI0UNNWhUPYK7GUgY8Nw6wlDR8bFXWMuDIL8DGd1unXNchnU7HcnNzdaWlpTqLxWJgjJkURTFFRkaSXq+XO3bsCADo2LGjUtH0s9lsdOnSJYd0Srq7u6sV11UUhTIyMgwWi0UoLi4WunXrZvPy8lKtVqtgsVgaTC1fcx3JtoJ3eriaH78AtGbWospKgHWvAxOfAdrAoqXtncFgoIiICJw/f1534MABZGRkVC6YGxoaSoMHD4bNZjMFBARYTp06JaWkpBhEUYQsy8wRi8YGBARYT58+LaekpBgYY+Tr62tzc3PTfH19bampqQZBECDLsmY2mzWLxUIGg6HOaxmNRiYIAktNTTX07t27rK3U0py2qEf5isS1LVx4N2PsVPkx/wPgcQAdAOgBZAKYyxj7tXz/athX/s6rcY0xAG4H8DaAkxW3BOAOYC+AaYyxsrrK1q4X9bivD5CZ0vzzTWZg8ZfAoNsdV6ZrrJ5FPWzR0dGNGtnuAILNZjN88cUXyMjIqPOg0NBQxMfHQ1EUi8lkUjVNQ1pamsHPz89Wsy+svUhNTZUiIiKOOPKadS0U4uwa2AjGWK2TPonoFQDDANzHGDtdvu0WAFuJKJYxdqb80KWMsSW1nA8AexljY6tsMwD4GfZJoSsc+k7agqxMILuF2VNKrgBfrmjXAawtaEzwAoCMjAx8+eWXGD9+vD41NVXTNI08PT2V9hq8rrU22U4goi4AngVwb0XwAgDG2E8AngPg1sxLdwLQEcDFFheyLco/D+jkll8n92zLr3F9E3NychoMXhUyMjKQl5eHiIgIW58+fUr9/f2bPDK/gqZpmDx5svzaa69V9H1hxowZclhYmLFnz57G9957z9mVFodydgDbSURJVV6by7cPBnCMMXa+5gmMsXWMsWNVNs2qcY3HquwbWr4tjYjyAHwOYAljbFPN6xLRNCJKIKKEvLyaLdJ2wuagITqOus51ymKx6Pbt29ekc/bv3w+LxdKiiYspKSl0yy23GL766qvKILV8+XLp+PHjdPTo0dLffvut9J133tH98ssvzv7cO4yzo3FdTUhClekVRNQB9r4rADAD+Jwx9mL597U2IcvtZYyNJSIBwFwADwC4KngBAGNsJYCVgL0PrMnvpC3o4NG4YRMNXsez5de4PtSaD0yWZaGxta8K6enpkGVZAFCzJ71R+cAAYNmyZbpHH33UFhAQUPkU8+uvv5amTp1q0+l08PLywn333aesW7dOGjRo0LXqC2xVbTUS/wognIg6AQBjrIgx1o8x1g/AJ7B3xjcaY0xjjL0E4BSA1Q4ua9sR1Btoaf4nvREYfIdjynOdUlW13nFetSkfoNqi+y5fvtw6efLkahfJysqiqhO6u3XrxrKzs9vGI0QHaJMBjDF2DvYniJuIKKBiOxEFAhiCq59cNtZTAG4nonEtL2UbZDACdz0MSC1oiTAGjH+s4eM4oI58YKIoNmvQqWifk9qsfGB10TStWlkYYxX3cQnODmA1+8CSiGgMADDG5gD4GMCnRHSIiDIBfAVgO4B/NOdmjLETAF4DsLT8iaTrmfhM8ydnkwAMHQt4eDu2TO0bMcZkTWMmxpip/F8Z5SPXa2O1WrXQ0NAm3SQsLAxWq9Xh6VO7d+9ercZ17tw58vf3b59dJLVwWh8YY6zB/6IYY+sBrK9n/8P17FuNWpqLjLH5AOY3poztUvdewG1/BXZ8bh+Y2hRGE/DEy61TrvZJ1DRNf6WkFFdKSqGoKiRRhNlklMwmoyQIggW1tAb0er1tyJAh+vT09EbfaMiQIdDr9c1++liXv/zlL8qqVaukcePGqVeuXMHnn38uLV++3GWe0ji7E59rDXNX2odCHDnQ+CBmMAFv/hsICmvdsrUfpGma/s+Ll2C1/jeuKIqKS5evoKTMgs5eHnpBEEpxdT4v1dfXF6GhoY0aShEaGopOnTohNTVVxxirbP+bTCatR48e1sOHDxuJqCK1Mhhj5O7urnbv3t1KRKi5v7CwUPjzzz9ZYWEhe+qpp5QTJ04I0dHRRqvViqlTp9pGjBjRqJoeYwxnz56VCwsLRQDo0qWLrXPnzldN86h5XElJSeX1P/30045PPPFEj65du1Y2hQ8cOJDm6enpkNomD2CuSNIB724DXpkGbNtg79hX6uhKMXUAZD3w9ndA5IBrW842jDGmu1JSWi14VWW12nClpBQd3Ew6Irrqh6vT6comTJjQqJH4EyZMwPHjxxESEmIpn1h9leDgYIubm5sG2Pu10tPTDX/++afUpUsXpeb+b775BhcvXhRPnTolR0dHl7777ruV5bPZbHTu3Dmdt7e3IstyvU3JvLw8qaysjPr06VOqqiodO3bMYDKZNLPZrNV33K5duww7d+40jRgxomTfvn3mJ554IufVV1/Nqe9ezcUDmKuSJOD//Qt4dB7w+TJg84f27YJg76i3WYGQKGDKC8Cwu1rW8d8+1bskGmMQrpSU1nuBKyWlMJuMUvkwnavodDp1woQJYk5ODvbv34/09PTKuZBhYWEYMmQIunTpAp1OV1ZSUtLoPllBEGA2m7W6MqQyxmCxWITaOutFUWSMMaSnpxsMBoPm4+OjdOzYsdaVmgoKCkQfHx+FiCBJEvPy8lIuXLggmc1ma33Hubm5aStWrOg0YsSIkoMHD5p1Oh0LCwvzMpvN6ssvv5w9evToK419rw3hAczV+fcAZr0BPPUKcPYPe0ZWWQ94dwU6+zu7dG0WEaA0MKxBUdWGnjYynU5X0r17d/Gee+6RGWOkaRoEQQARMZ1OZ0WVPrSMjIxqOedDQ0NrrZFZrVYqLCwU/fz8KgNJZmamXhAEVpG/y93dXe3Vq9dV830FQYC/v7/Nz8/PdvnyZTE/P186e/as7O/vb/Xy8lJr3EeoWkuTZZmVlpZeFTRrHieKIjt37pwMAJ6ensrEiRMvTpkypeCHH34w33///b0SExNTevbs6ZD+Ph7ArheyHugZ6exStCX1Dk9gDCZJFKEodQcxSRQralR1JQYQrFarnojEtLQ0nD59GlarFbIsIzAwkMLDw/WMMVWWZRtQd8AC/hugAPuQC29vb6VqwKloQlakhTaZTJrBYGj000ZHZ5cQRZEBwPbt209UbBs1atSV/v37X9m6dav7M888c8ER9+EBjONqQQTFbDJKly7X3doxm4x1LommaZpktVrl3bt3IykpCWVl1WNcYmIiDAYD+vXrJ958881ip06d6i1P1T6u+uj1ehYUFGTJyMgwuLm5XdVfpWkacnJydBcuXJAqmpDBwcG1NiFlWWY2m61yh9Vqpdr6zWoep6oq+fn52fLz88UlS5b4vPLKKzkV6YHKl3pz2DAOZ48D47g2iYhsZpMRslx736As6yoC2FVNIU3TpOLiYnnlypX45ZdfrgpeFcrKyvDLL79g5cqV8PLyAupYvLWpOnTooHXq1Ek5c+aMXHNGgKqqxBhDWFhYWUhIiMXDw6POlco9PDyU/Px8iTEGRVGooKBA8vDwuCpg1zyuuLhYuOeeewo8PDzUf/3rX53Xrl3rAQD79u0zJicnu40fP/6yI94nwAMYx9WFCYJg6ezlAQ93MyRJBAiQJBEe7mZ09vJA+TiwmrUJwWq1yqtWrUJBQUGjblRQUIA1a9ZAVdV6Hyw0hb+/v81isQh5eXnVWlk6nY75+/vbGnoCCQCdO3dW9Ho9S0lJMR47dszg7e2tuLu7awCQnZ2ty87O1tV2nNls1u68884rkiThiy+++OOtt97yDQkJiXz00Ud7rFmzJrNr164Oy1vOm5AcVzdVEITSDm4mXfnTxoo+L6W85lVbB7tu9+7djQ5eFQoKCrB7926MGDFCV75WZKWoqKh6H4fWtl+n07GYmJgmjmSujogQEBBQa19h1ZQ/NY9LTU2tjCvDhg0rSUpKSmtJOerDa2AcVz9GRFZBEEqIqKT8XyvqWIyWiMSkpKRm3SgpKQlE1KJmZM18YADg7e1tio6ONlS81q5d6zKTIXkNjOMcRNM0KS0trc4+r4aUlZUhLS0NkZGRkiAITW5mpaSk0FNPPaX/7bffhD59+lgB4NixY+Tp6cmSk5ObV6g2jtfAOK75ZNjzdxkAGBRF0Z0+fbqBU+p35swZqKqqq3LdRqfYrcgHFh8fXxn89u3bJ4qiiCFDhhj69u1rnD9/vk5xoaXzeA2M4xyEMQartWV5Ai0WC7Rm5nRbvny5FQB++OGHyiaioii45ZZb1MWLF1ttNhvGjBljcHd3Z3/7299cIorxAMZxzVctWhGRXpblFvUv6fV6CIKg1rx2c02fPr1aoJo1a5bt3Xff1blKAONNSI6rH0HTZGiaCYyZoGkmaFqt+cAkSVIDAwNbdLOAgACIouiwvGCrV68Wk5KSKstaPpDUUZd3Ol4D47i6idBUPQrygII8+2InOj3g6SPB00eCIFbLByYIghIeHi4bDIZmdeQbDAaEh4ejOR34dTl69Kjw1VdfSV999ZXFarXivffe0z3wwAMuUfsCeADjuLoQNFWP0xlAafF/t1otQG4WcLkACAzVQxCr5QNjjKn9+vUTf/nllybfsF+/figsLGS5ubkGwDH5wBYuXGh78skn5b59+xptNhvi4+OVadOmtTiANTZXmKIomDZtWvedO3e6q6pKTz/9dO7zzz+fBzgmVxgPYBxXG03ToSCvevCqqrTYXivz7KyDIFR+AGVZtt18881ienp6kwazenp64uabb4bBYLB4e3tf9QFuST6wNWvW1NmfxhjDpUuXRE3TqFOnTo0ObI3NFbZkyRKfEydO6DMyMlIuXbokDhw4MHzAgAHFjsoVxgMYd71qaNqOgIIG1gctyLM3J2tcR5Zl9sgjj1BjpxN5enpiypQpEEXRCvsyavVqST6wChaLhfLy8qSLFy9Kbm5umq+vr01RFEpPT9fXPNbT01P18/OrNuezsbnC/v3vf3s89thj+TqdDj4+Pur48eML1qxZ47BcYTyAcVxtiBpe4NdmtS+EUoMgCMzNzQ3Tpk2jxMREyLKMrl27onPnzpBlGVarFX/++SfOnz8Pm82G/v374/z588jKypJQ5TPZGvnAFEWhzMxM2WazUadOnZTevXuXVb1HZGRkozrvGpsr7Pz583JgYGBlObt162Y9evRoR8AxucJ4AOOuV/UPU2DMBJ3e3udVF50MMA0gsbbEgSQIgj4mJkZISEjAjh07kJOTA4vFAr1eD19fX/Ts2ROxsbEQBEErKioSevfufU3zgRFRtTxgTamBNRZjjGpZ1s1hucJ4AOO42inw9JGQm1X3EZ4+AK7OB8YYExVF0e/Zswf79++/apFbi8WC06dP4/Tp09i1axcGDx4sDB06tGIeZK39UI7KByZJEgsNDbVUNCFTU1MNFU1INzc3rbE1sMbmCvPz87NmZWVVjts4d+6czpG5wvg4MI6rjSDY4OkDGN1q3290swcwQahWM2GMiRaLRf/xxx9j3759Da7QrWka9u3bh1WrVsFms8mMsRZPtK4vH1gFvV7PunXrZuvbt2+pp6enUlvzrz6NzRV25513Xlq9erW3zWZDfn6+uHnzZi9H5grjAYzjascgiBYEhgJdutlTchPZ/+3SDQgMRfk4sKoRghRF0a9evRq5ublNullubi7WrFkDRVH0qGfR3MaqKx9YTUQELy8v1dvbu0lDK+rLFXbp0iXx2Wef9QOA559//s+goCBL7969I2NjY3s/+OCD+Y7MFUYN/Q9xPYqLi2MJCQnOLgbXTESUyBiLq7k9OTnZFh0d3dQpOgRN0wFMAgn2Pi+QUl7zqvbhsVqthj179gj79u1rdtmHDBmCYcOGabIst9vsEampqVJERMQRR14zOTnZOzo6Oqjmdl4D47j6MQiCFYJYAqISCGJJ+bivmv/zk6qqwv79+1t0s/3790NVVQEOqIVdD3gA4zgHUBRF99tvvzXY59UQxhgSEhKgKEqTJyyuWbNGjIqKMkRHRxsGDRpkOHjwoAAAL7/8si4sLMzYs2dP47x583TNzXbRFvEAxnEOoCiKmJmZ6ZBrnThxAoqiNOmzeezYMXrhhRfkbdu2WZKTk8vmzJlji4+P12/ZskX84osvxMTExNKjR4+W7tq1S9y4caPLZGTlAYy7rji4z7cyoaFOp6OcnGbPiKkmJycHOp1OQBMSGur1eqxcudLq5+fHAGDgwIFqbm4ubdq0SfzrX/+qms1mGI1GPPzww8r69evb1fApTdMIVSbNV9Wu3gjHtZBNURRRkqQ6lxJrLlEUYbE0MHK/kaxWKyrGRjVWcHAwCw4OVgH70IxZs2bpx44dq+bk5NCoUaMqP/zdu3fXsrOz28XnvjxBpO7cuXNmAD/Xdky7eCMc5yAXVFXtoCiK0UHX08pfkGVZ1uv1DglisixD0zRYrdaKIQWN/pwWFxdj6tSpUlZWFv373/+2TZo0SacoilhaWkqAfQ4kEVFpaWmrffZtNpuQnJzs7YBLaURUqKrqO5qmLa/tAB7ArgeMAQd/BH7eClzIBQwmoEcEcOdkwKuzs0t3LakGg+GP1rhwWVlZpK+vr6GlOfEBwNfXFzabrcxoNKY05bzjx4/LY8eO7RUSElK8c+fOk2azmfn4+ASeOnWq1Gg0/gkAp06d6tSpUycPo9F4oqHrtUCtQx5aA+8Dc2WqCnz2DjCmG/D38cCGt4HtnwH//hfwwTxgbCDwv/cAmanOLmm7J0lSUXBwsEOuFRwcDEmSippyTkFBgTBixIiwsWPHFmzdujXTbDYzABg3btylTZs2dbp8+bJQWlpKn3zySae//OUvlxxS0DaA18BclaUM+Ns4IOlnoKyW9U0t5Wuh7v4a+HU7sORr4IaR17aMLkSSpLwBAwZ02r17t1DbMAUigoeHByRJgqIouHTpUq0PFARBwIABAzRJkhrI5VPd4sWLO58/f17+9ttvPb/99lvPiu27du1KP3z4cEH//v1722w2GjVq1KWnnnqq0ZOl2zo+Er8W7X4kvqbZg9fBH/8bqBpiMAErdgGRA1q1aNdCPSPxT0VHR+e31n0tFkvYnj173Pbv308AYDQa0a9fP/Tu3RtdunRBcXExbDYbdDod3NzckJubi2PHjuHQoUOVKaiHDBnChg4dWqzX69Nbq5ytra5R862B18Bc0d6tQMLOxgcvwF5LmzsJ+CrdPuePazK9Xn9y+PDhkSdPnqTQ0FDccMMNyMjIwM6dO5GdnV1tyTVZluHv74/o6GjMnDkTv/76KzIyMnDzzTcznU530olvo11p1QBGRAzAUVw9huNuxtipGvsZABOAywCeYIwlENHDAN4GcBL2qRU6AJkApjLGzjdivwDgVQB3wv606DiAxxljTaqetztrX6s7FXJ98rKBlINAnxscX6brg1WSpKyHHnoo4OzZs1i+fDmKimrvyrJarTh58iROnjyJDh064K677sKgQYMgSVIWHLSk2vXgWnTij2CM9avxOlXL/hjGWBiAjQDerbJ/b/n+aMZYBIAzAF5q5P7/ARALoD9jrC+APwC80Urvs23IygSO/d68cy1lwCeu/eNpZbLNZvPbs2cPPv300zqDV01FRUX49NNPsWfPHthsNj80YTXu612begpJRBKAAAAX69ivA+AO4Hwj96cA+DtjrGJwTgKAli3c19YdSwCkZq77xzTg8AHHluf6QVarNXTXrl3igQPN+xkeOHAAu3btEq1Wayj4ZO5GuRZ9YDuJqGoT8iRjbHyN/QyAN4AyAFsBPFJl/1AiSoL9F+pffsycxuxnjFX+JRGRJ4D/B+ADR72xNqm4CNBqnXXROGXNaHpyUBTFLzs7W3fgwIEWBZ4DBw5QSEiILiAgoKsoiuccVT5X5Ywm5Pha9kcBGAt7H9hOxtifVfZXNhEBdAawAsC2Kom2G9oPIuoJYA/s0xHeq62QRDSNiBKIKCEvrx13kZnMgNCCuboGk+PKcv0QGWNdNm/e7JDP0+bNmwVN03wBuMyk69bSZpqQjLHfAcwCsJqIguo4RoO9fywc9mDV4H4iGgHgAIA1jLHprI5xI4yxlYyxOMZYnI+PT8vfkLOExQBqM9ctJQJ6XzX6gGuApmnex48fZ43t82pIUVERjh8/zjRNc8R0HJfWZgIYADDGNgA4CGBpPYfdCeAUgLqqSZX7iag/gM0AHmKMLXFcSduwwFCgZ5/mnWswAZP/17HluQ5YrVbvhIQEh36WEhISBKvV2qQA9v7773uFhYVFhIeHR8TExITv2bPHBACRkZG9e/bsGRkeHh4RHh4eMW/evC6OLKszOaMPDABeZIx9V8fxTwM4TESjyr+v6ONisA+TuABgPGNMK28l1rd/Eex9Y68S0avl16vZB+d6prwALJjS9KEUnp2B6CGtUyYXptPp9NnZ2Q69ZnZ2NnQ63VVLnNUlOTlZP3/+/G4JCQnHAgMDbRs3bux4//3390xPT085c+aMPj8/P1mv17vcqPVWDWCMsXo7NGvbzxhLB1D1F7e6nvNXN7B/VF37XNrwu4E+g4DkfYC1kanVDSbgpbV8EGvTdAfgVlZWRlUHqTqC1WpFWVkZubm5BcHeoqiXwWBg77777unAwEAbANx0003F+fn5uh9++MFsMpm04cOHh1y4cEEaOnRo0dtvv51VMVeyvWtTTUjOQUQRePMbe3+WvhGZYwwm4JXPgH43tX7ZXA8pSjP7HBvQlOuGhYVZ//rXvxYC9nxgTz75ZPdbb731UllZGQ0ePLjo66+/PpGUlHQsKytLnjlzZrdWKbAT8KlErsroBqz4CVj9GrDhLcBmBUqqdDLrZIAEe5PxmcVAeH/nlbX9OgtAL0lSBFqhMiBJkoY6xjzW5fLly8L9998fdO7cOfnHH3887u3trU6aNKmwYv/cuXPP33///T1hL3u7xwOYK5N0wGNzgYdnAz9/C+zaDFzMAwwGIDgSuPsxwDfA2aVs7ywGg4FkWYYjm5GyLMNgMBCARmdIrJIPrGzfvn3pZrOZffrppx09PT3V0aNHXwHsWU4lSXKJ5iPAA9j1QZKA4ePsL87hbDabxd/f33DypOPmYPv7+8Nms1lEsXFDwSrygd1///35b7zxRmWt7ezZs/KiRYu8hw4dmmYwGNjrr7/eZdy4cQUOK6iT8QDGcS0ky3J+XFyc38mTJx3WjIyLi9P0en2jU//Ulw8sMzNTHxUVFaGqKt14441FixcvdpkR/jyAcVwLCYKQHxIS4t+hQ4dGT+CuT4cOHRASEkJE1OgAtmjRopxFixbVuizSihUrsgBktbhgbRB/CslxLacSUe748eMdsmLsPffcowmCkIM6lhLj/osHMI5zAEmSzvn7+9sGDx7cog7ywYMHMz8/P5soik16+ni94gGM4xyDybKcMXz4cLW5QWzw4MFs+PDhqizLGbDPLOEawPvAuOuJpmkaCYLQWsHBKsvyseHDh4eGhIToNm/eLDSmT6xDhw4YP3685u/vbysPXu02I2t9q2i3Bh7AuOvJ0by8vAgfH5/CVg5iKQEBAV1nzJjhe/z4cZaQkCDUlRM/Li5OCwkJIUEQcsubje2y5tWYVbRbAw9g3HVDUZTHcnJyPsrJyemD1u8+sYqimOXl5WUeN26c2c3NTVdaWsoURYEkSTAajVRcXGwrLi6+kp6efkVVVQ1Ap1YuU2tqcBXt1sCXVatFu19W7TpX17JqTiYBCAJggD1r8CkArTOJ8jrCa2Acd20osC8qwzkQfwrJcVy7xQMYx3HtFg9gHMe1W7wTvxZElAfgtLPL0Yq8ATR6nl07FMgYa8crs3CNxQPYdYiIEtrgUzqOazLehOQ4rt3iAYzjuHaLB7Dr00pnF4DjHIH3gXEc127xGhjHce0WD2Acx7VbPIBxHNdu8QDGcVy7nsNcDgAABMxJREFUxbNRXAeISII915SVMeYyawJyHK+BuTAi8iCiTQCuADgHIIOI8ojobSLSO7l4HNdiPIC5tvcAfAPAC8AzAOYBiIa95r3MieXiOIfg48BcGBH9zhjrX+X7g4yxgeVfH2OM9XZe6Tiu5XgNzLWZiKgrABBRdwBi+dcd0E4Xj+C4qngAc23vAfiViP4FYC+AZUTUE0AqeBOScwG8CeniiGgEgP4AfmWM/UxEZgB+jLEMJxeN41qM18Bc3xkACQB+AwDG2BXGWAYR3ebcYnFcy/EA5sKIaBKA/bA3JdOJqE+V3a85p1Qc5zg8gLm25wH0Z4z1AfAKgP+Ud+YDADmvWBznGHwkvmvTGGPZAMAYW0lEXgD+TUQ3OrlcHOcQvAbm2orLO/EBAIyxVwEcA/A57CtEc1y7xgOYa5sFYDURPVJl28OwL20f6pQScZwD8WEU1wEi0jPGLDW2DWKM/eKsMnGcI/AamAsjoq+JyK9m8AIAHrw4V8ADmGsbDmAfEf3F2QXhuNbAA5hrOwngXgCLiGg7EQ11doE4zpH4MArXxhhjCUTUD8BjAD4iIhHATwBOMcZecW7xOK5leA3sOsAYszHGljPGwgBMAJACwM/JxeK4FuM1MNd2ouYGxlgSgCQnlIXjHI4Po7jOEJEXY+yis8vBcY7Am5AujIh6ENFWItpERMFElATgTyLKICKejZVr93gAc20fAtgBIBnAPgAfA5AB/AM8oSHnAngT0oVVzYlPRFmMsW5V9h1ijMU4r3Qc13K8E9+1iUTUA4AHAG8iCmKMnSKizgD4smpcu8cDmGtbAOBI+ddTAfxARD8DuBnA684qFMc5Cm9CujgiMgAQGWPF5RlZRwH4nTG208lF47gW4wGM47h2iz+F5Diu3eJ9YC6MiA6hfDHb2jDGoq5hcTjO4XgAc20vAPgMwEMAipxcFo5zON4H5uKI6P8AmBhjf3N2WTjO0XgAc3HlTyFHMca+cXZZOM7ReADjOK7d4k8hXRgRTSz/l4hoJhHtLM/M+j/OLhvHOQKvgbmwirmQRDQP9gGsb8K+IvfTAH5mjM1zagE5roV4AHNhVQJYMoChjLHL5duNAJLKM7RyXLvFm5DXh0IA1irfWwAoTioLxzkMD2CuLYCI0gB4A3gNAIioL4AvABxwZsE4zhH4QFYXxhjzJqJQADfiv7/raAAZABY6rWAc5yC8D4zjuHaLNyE5jmu3eBPShRHRc/XtZ4y9ea3KwnGtgQcw1xYFIB7AJtjHf1XF+w64do/3gbk4IvoRwIeMsc+cXRaOczTeB+b6ngIwxNmF4LjWwAOYCyOi0YyxNMbYjBrbiYgWOatcHOcoPIC5tneJaHbVDeVLqu0EMMY5ReI4x+EBzLUNAnAbEX1BRCYiGgYgCcCJ8n0c167xTvz/397d2iAUBFEUPjc4gkDQAQ0QJA6DoRoEPYDDo6iIRhA4ghrEMxTwkpfdnE+uGnUzm/2ZziWZAReG08glcKqqx7RVSeOwA+vfAlgzPN7+Ap9py5HGY4B1LMkWeDIM9NgAR+Ca5JbEO4BqnlvIjiV5A+equv+trRgmFc2rajdZcdII7MD6tv8PL4CqegEH/E5HHbADk9QsOzBJzTLAJDXLAJPULANMUrN+IPza9hrQyjEAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# What happens if we take, for each patient that has pre- and on-treatment, the difference in ERBB2 activity?\n", "#find the paired sample ids \n", "for name, group in s1.groupby('Patient ID'):\n", " #let's just plot those results (ERBB2 kinase)\n", " #Let's look just at pre-treatment samples \n", "#given the metadata, pull pre-treatment only and take subsets for plotting, sort by ERBB2 activity prediction\n", " sample_ids = list(group['ID'])\n", "\n", " results = activities[sample_ids]\n", " results = results.sort_values('ERBB2', axis=1)\n", " sig = fpr[sample_ids]\n", " significance = fpr[sample_ids] <= 0.05\n", " significant = (results < significance.reindex(results.index)[results.columns]) * 1\n", " results = -np.log10(results)\n", "#Setup a figure with a context strip at the top for HER2 status and activity dots on the below axis\n", " fig, axes = plt.subplots(figsize = (2,2), \n", " nrows = 2, ncols = 1, \n", " sharex = 'col', \n", " sharey = 'row',\n", " gridspec_kw = {\n", " 'height_ratios':[0.2,1], \n", " },)\n", " fig.subplots_adjust(wspace=0, hspace=0)\n", "\n", " dots = dotplot.DotPlot(results, \n", " sig, \n", " figsize = (2,2), \n", " dotsize = 20, \n", " legend_title='-log10(p-value)')\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.drop_kinases(kinases)\n", " #dots.drop_kinases_with_no_significance()\n", "\n", " dots.context(ax=axes[0], info = group, id_column = 'ID', context_columns = ['Treatment'], orientation = 'top', dotsize =200, markersize= 15 )\n", "\n", " dots.dotplot(ax = axes[1], max_size=25)\n", " plt.title(name)\n", " \n", " plt.savefig(odir+'microbiopsy_patient_'+ name +'.pdf', bbox_inches='tight')\n", " " ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "BCN 1300\n", "pre-treatment\tdata:X1401794\t5.77e-12\n", "on-treatment\tdata:X1402967\t1.37e-14\n", "pre-treatment\tdata:X1401795\t1.44e-25\n", "on-treatment\tdata:X1402968\t7.01e-21\n", "BCN 1303\n", "pre-treatment\tdata:X1410753P\t4.09e-25\n", "on-treatment\tdata:X1411848P\t1.82e-05\n", "BCN 1325\n", "pre-treatment\tdata:X1405799P\t1.15e-20\n", "on-treatment\tdata:X1406353P\t1.33e-05\n", "BCN 1326\n", "pre-treatment\tdata:X1407999P\t9.61e-01\n", "on-treatment\tdata:X1410003P\t9.36e-01\n", "pre-treatment\tdata:X1408000P\t8.66e-04\n", "pre-treatment\tdata:X1408001P\t6.69e-01\n", "on-treatment\tdata:X1410004P\t6.63e-03\n", "on-treatment\tdata:X1410005P\t7.36e-01\n", "BCN 1331\n", "pre-treatment\tdata:X1413835P\t2.10e-05\n", "on-treatment\tdata:X1414049P\t9.81e-01\n", "BCN 1335\n", "pre-treatment\tdata:X1420025P\t7.67e-03\n", "BCN 1357\n", "pre-treatment\tdata:X1422184P\t1.28e-12\n", "pre-treatment\tdata:X1422185P\t7.23e-23\n", "BCN 1358\n", "pre-treatment\tdata:X1509146\t4.12e-11\n", "on-treatment\tdata:X1509534\t9.51e-01\n", "BCN 1359\n", "pre-treatment\tdata:X1514458\t9.94e-04\n", "on-treatment\tdata:X1514936\t8.47e-17\n", "BCN 1365\n", "pre-treatment\tdata:X1523169\t6.43e-19\n", "on-treatment\tdata:X1523623\t1.10e-03\n", "BCN 1367\n", "pre-treatment\tdata:X1518280\t2.38e-21\n", "on-treatment\tdata:X1518399\t9.99e-01\n", "pre-treatment\tdata:X1518282\t9.72e-12\n", "on-treatment\tdata:X1518400\t3.12e-01\n", "BCN 1368\n", "pre-treatment\tdata:X1518729\t2.10e-13\n", "BCN 1369\n", "pre-treatment\tdata:X1539756\t3.83e-16\n", "pre-treatment\tdata:X1539757\t3.45e-18\n", "on-treatment\tdata:X1539910\t6.61e-19\n", "on-treatment\tdata:X1539911\t3.41e-07\n", "BCN 1371\n", "pre-treatment\tdata:X1525224\t5.12e-20\n" ] } ], "source": [ "## Create a report by patient of change in ERBB2 values\n", "\n", "for name, group in s1.groupby('Patient ID'):\n", " sample_ids = list(group['ID'])\n", "\n", " results = activities[sample_ids]\n", " ERBB2 = results.loc['ERBB2']\n", " \n", " print(name)\n", " \n", " ERBB2.values\n", " for sample in ERBB2.index.values:\n", " treatment = s1[s1['ID']==sample]['Treatment'].values[0]\n", " print(\"%s\\t%s\\t%.2e\"%(treatment, sample, ERBB2[sample]))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "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": 2 }