{ "cells": [ { "cell_type": "code", "execution_count": 7, "metadata": { "nbpresent": { "id": "b58a0159-cecc-4d7a-ab65-b8d88e0a8929" } }, "outputs": [], "source": [ "import pandas as pd\n", "import scipy\n", "import numpy as np\n", "import scipy.sparse as sp\n", "import scipy.io as spio\n", "\n", "from scipy.stats import pearsonr\n", "\n", "import operator\n", "import matplotlib.pyplot as plt\n", "\n", "import matplotlib.cm as cm\n", "import matplotlib.colors as colors\n", "\n", "import matplotlib as mpl\n", "from matplotlib.text import TextPath\n", "from matplotlib.patches import PathPatch, Rectangle\n", "from matplotlib.font_manager import FontProperties\n", "from matplotlib import gridspec\n", "from matplotlib.ticker import FormatStrFormatter\n", "from sklearn.metrics import roc_auc_score\n", "\n", "import seaborn as sns\n", "import matplotlib.collections as collections\n", "\n", "import isolearn.io as isoio\n", "\n", "from analyze_aparent_designed_mpra_helpers import *\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "<h2>Load collapsed designed MPRA data</h2>" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n = 39833\n", "Avg read count (avg over barcodes) = 431.92676310713546\n", "Pooled read count (pooled over barcodes) = 3656.5562880452626\n", "n (variants) = 21734\n" ] } ], "source": [ "#Load designed MPRA data (Collapsed over experiment replicates)\n", "seq_dict = isoio.load('../data/prepared_data/apa_array_data/apa_array_data_master_seq')\n", "print(\"n = \" + str(len(seq_dict['array_df'])))\n", "print('Avg read count (avg over barcodes) = ' + str(np.mean(seq_dict['array_df'].query(\"n_barcodes >= 2\")['mean_total_count'])))\n", "print('Pooled read count (pooled over barcodes) = ' + str(np.mean(seq_dict['array_df'].query(\"n_barcodes >= 2\")['pooled_total_count'])))\n", "\n", "#Load variant dataframe\n", "variant_dict = isoio.load('../data/prepared_data/apa_variant_data/apa_variant_data_master_seq')\n", "print(\"n (variants) = \" + str(len(variant_dict['variant_df'])))\n", "\n", "#Load predictions\n", "model_name = 'aparent_theano_legacy_30_31_34_pasaligned'\n", "pred_dict = isoio.load('predictions/apa_array_data_legacy/' + model_name + '_predictions_master_seq')\n", "\n", "#Join mpra dataframes with prediction table and calculate cut probabilities\n", "seq_df, variant_df = append_predictions(seq_dict['array_df'], seq_dict['pooled_cuts'], variant_dict['variant_df'], variant_dict['pooled_cuts_var'], variant_dict['pooled_cuts_ref'], pred_dict['array_df'], pred_dict['cut_prob'])\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "#Filter data\n", "seq_df_filtered = seq_df.query(\"mean_total_count >= 100 and n_barcodes >= 5\")\n", "\n", "df_all = seq_df_filtered.query(\"experiment == 'clinvar_wt' and variant == 'wt'\")\n", "max_iso_df_all = seq_df_filtered.query(\"experiment == 'max_iso' and variant != 'snv'\")\n", "max_iso_df_all = max_iso_df_all.loc[~max_iso_df_all.subexperiment.str.contains('cstf')]\n", "\n", "\n", "pred_column = 'logodds_pred'\n", "true_column = 'median_proximal_vs_distal_logodds'" ] }, { "cell_type": "markdown", "metadata": { "nbpresent": { "id": "bc76b28f-392f-4565-8c9c-a6f9cb6886e0" } }, "source": [ "<h2>Detailed SeqProp Target/Max Isoform analysis</h2>" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "nbpresent": { "id": "583e9c10-acbb-41e6-a19f-dafd7c7bfc0d" } }, "outputs": [], "source": [ "max_iso_pwm_dict = load_max_isoform_pwms()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "nbpresent": { "id": "ad0c6f81-0e8a-49c8-a1a5-5e6e22409b01" }, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "doubledope, Increasing isoform abundance objective...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x72 with 3 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x72 with 3 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x72 with 3 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x72 with 3 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x72 with 3 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x72 with 3 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "df_human = seq_df_filtered.query(\"experiment == 'clinvar_wt' and variant == 'wt'\")\n", "\n", "subexperiments = [\n", " ['target_00'],\n", " ['target_025'],\n", " ['target_05'],\n", " ['target_075'],\n", " ['target_10'],\n", " ['max_score_punish_cruns_harder']\n", "]\n", "\n", "gene = 'doubledope'#'tomm5'\n", "\n", "max_index_list=['mid', 'mid', 'mid', 'mid', 'mid', 0]\n", "true_column='median_proximal_vs_distal_logodds'\n", "figsize=(14,1)#(14, 4)\n", "width_ratios=[2, 1, 14]\n", "logo_height = 0.75\n", "usage_unit = 'log'#'fraction'\n", "\n", "plot_mean_logo=False\n", "plot_max_logo=True\n", "plot_actual_pwm=False\n", "plot_opt_pwm=True\n", "\n", "black_fixed_seq=True\n", "\n", "plot_start=9\n", "plot_end=96 + 2 #+ 17\n", "plot_percentile=True\n", "override_mean_stats=False\n", "\n", "save_figs=False\n", "\n", "print(gene + ', Increasing isoform abundance objective...')\n", "\n", "for i, subexperiment in enumerate(subexperiments) :\n", " max_index = max_index_list[i]\n", " \n", " plot_sequence_logo(max_iso_df_all.query(\"gene == '\" + gene + \"'\"), df_human, max_iso_pwm_dict, gene, subexperiment, override_mean_stats=override_mean_stats, plot_percentile=plot_percentile, plot_mean_logo=plot_mean_logo, plot_max_logo=plot_max_logo, plot_actual_pwm=plot_actual_pwm, plot_opt_pwm=plot_opt_pwm, black_fixed_seq=black_fixed_seq, max_index=max_index, true_column=true_column, figsize=figsize, width_ratios=width_ratios, logo_height=logo_height, usage_unit=usage_unit, plot_snvs=False, seq_trim_start=0, seq_trim_end=164, plot_start=plot_start, plot_end=plot_end, pas_downscaling=1.0, save_figs=save_figs, fig_name='max_iso_' + gene + '_' + subexperiment[0], fig_dpi=150)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "nbpresent": { "id": "1d5d3603-b476-412b-84dc-d36dcc279458" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tomm5, Max isoform objective...\n" ] }, { "data": { "image/png": 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NaqP6UYeqPM88evG86pLlIbxqvrP6hP63f7bMarea933K4qyhuv4mncXP01Nh3bYVTSj75vLI2tWhUr6dNj4tpHZTh9Jpr8iw7KkadzhfAXnvMavMYb5Hsy3pYK0WrlX1SLef9MdHOy+RtRSRjRE5EZHdyy92WAfrG5o1mK+CVQxV9M7aX7LWjmU5znky4RttxRxo3U9vB8wzSZboZAnfUzBnS+/o8p79JEtzsyTjXBZ+MPME8F3MdLV3kxXVhYQpTnM7jPMM6wXbrImOpoJ7EVXTLtI6loVPdaaInnBg+UPMcWjddzGSmmvf/t2KLT15nCTfW5OMbX6K+URZmhF3NeYheBGd33OZRilPS+bTXurS7nXdziMs808wb7xtZXLv3a8772Xd9mV+HHOs+XD63gWEA+bTsCUxIzUg9u36oyTbtXab75WYc6vHqDeh8L+YKXDV+87B/A6FVG13n8pMJbFGyaufdwFnuP/9u9qMZGnTucA/yW4rHsPq9ip6Wz97IVx/H8tTVr7vJCmzD9+MxBHkuZjflEp1V0RmY5ZhPu4ZdPc8fL5uxPxprcmI37Y8JTgf9lWnuXh+wmBcEH4l5vDvCbpfvtczxsSa60hkLWZHzDvqShKneB2eu1PruOeSDJIOxTzYn5OO6+On14CXpN0W3m1csk2Dx7xwXVRmEo3QjxnSN9KSswmcI1V4JpB0nHMQGUf7+qYywWiT1LHvVCjTDhnRhgd5Jc/Tr0k9VVXfKiK/xQbmFje1/UXG1iWhSXYT4dr/f0vwe07Odd2mPStcq9tlHfH//9v/cIOH2RnXdZsv/7/fDs6/i9+q6v8TkV0JnMKUvYtU2rPCtbplcYvCU1u3aMZ9fb7fo6o/F5HHaB88gnl6PxKrW58N4vrwb6nqx0TkEjotBao+z/T6ZJ+vT6vqV0TktiBfVer2eJLBa9t9S+L6Mi1yZX4iVeZuylQWPkdExgVrNH2Zv6mq7xSRC6i+hti3ree7tnVn4Hk+sMp3I8I4bHux8cAPVG3tcYW43rrhvzAB+bdUF5B9vj/HkJ5AS64neM8l/lh83PMY0je5Mu+VuiYv36GAcTBmsjxUMW5f+/6i8KZjkgoU1V1fP9+mqr90u+osS4XdQ+IE8aMZcf9HVf/LtRXDdaRhG1aY7zDtgvbvbFU9UkSeT+L1Pl3mX4nIwySm2z5sEXAg5sTww1XKFMR9CHNEuIRgl4+iMrt+27dT71LV/3Pn8jTX47C20O8U5e/9U1V9o4jsTfItzcF8DinwRlW9VkTW+GUxZe+im76qzN+VZ60SrkVkIeaR91VZ21GJ7SN6EWbmkHaAEBklnqzbS1TsMDZNHauwkTv+C/gJQ6q0pNAh4Ajit1d6FBOqO7d8aclO2F6sfwNOZKiySdFo4bdb+Yo7/prkHVRlA2yWdjzmbXpJKizrf0+xcC2yCbbW80JUq24jUx9z8Oa1L6dgGs+zqT6D/TR39PtR/pzuZu1nYH3XI9hAX1JrS70Q+ijZ66LnuLiT3f9ZwvUjBXFXYzP/WeGzg7QHSQYGVQjjptP21g1lZc7LdzptL1z7uv0TAFW9QkTu6CLP6bQHofJWRrVwGtgZ2IDY9+Mnkwh0vkzfV7d3tYiEu4v48G8CqOqFYvuAh6TrSJqwzAMkbdw8TLA9xf3+Ie1ey8sYwAaVee8xj7DMfr/4tHDdbR0Zxg2Cw/CZJN97+ns+i+w120X5tgH6kF5NS7K2vyviCyQ7suxJ5x7GHThP4f5d/UiVx0U4DhMaqjAPa8/9vtjfpLpD0SZl9n3A+Qzp2QC05JGKcZ/KZNZtZwK9AWZN8X/u9EdVdbX739fdX7q9qx8VkXCLxXTdblG9blfN9xr318333pYvVf2DiNwIbWV+CPidu+7DwVZZPu457jksE9truwq+7v5U3VhDRD5RMe5MrO24LcjXidi7CUm3Q74PTZf5EhG5IZWvS4Jtvarmqy/0zSxcRBaKiIpI2u16JIWIHCIi/xaRB0XkIRG5VqR4axv3bLP+TnPh64rIz0VkURA2fwSKs9agp6ikZ2drCPzz3bGOcP17htwAe0gv7vK+vaclE0hmTxdgs4oXE85MtmQQ267uEMzb9NcY+zwNE6j+BsCQKkNaXQAxbdQgiUCT7kT978VkC5l+O72p2P69aQ7C9tDO8pbZD2ZhnppXAO9nSC8FjuliksR3hFcCqNHNgNo/rxsxk76pGeEPA3eTPRCa7eKSEe5/35gT1wumHYMht+51apB2N4Mlf/1NFfI1mU6BbQ5mgnxPQb6zyuzfxRX+hGq5x3ePE3Sn5KTdL/wg6+pAM7Es0B778Kt8BFVdkor/IHBDTjhYOW7GNCFtZXJLCdYjVWa3Pdgs4Dov1KvqY6p6fxdl83XmJmxbtW4FtrDMaYuh8LvJqyM3p671rI9981n1cx72nK52912jqlUnlTrqH0Na2WOyCFuQ7FEMcJTIcHtZxADWdvxT1UxHVfm3KuVbZbaS98yQPuDyvIqhyvvp+vp5+fCZ6mX2z+uc4NxZFeM+lQnrdtr6aBzwVy9cptq3svbPT6L81YV1U7er5nsZNtneTdtZlO8NMT8aZWW+MiNuGWVta5U8XxW024sznC7W6auy8jWqFpNr9ZrrMcSm2GzODzHN+XbA10WkaLB8curPz9r7zm8Sth/4lZ1Rn1r0dT/p/lPH5Nd7lL6+8KqRZx6mmb0R+BFDuho4mqE2E+h30b5mLL3/5FhkA+Auhjq2XaqK10b595UeuHqB+rqMMGjXkmcNHLdIHfuNz8NFDA0LDj/rIv4cYJGq1l0P5Z9R3vOcg2nVFqfDAvPq/xTExYUPZOw9OgfTzC7LiOsHAnn5KmNOxXzlhS/FBmnpMntT46y4XnNyE/XwZc7LVz/w97it2/BgScHtJVvP+Pe8nOrvwmu/8/JVhXTaVQfcZc8knfas1HpGH34v3ZXZ5/F2rzHvEq9VrLtu+HA6x7FVTNJ9m/vvwquy8WVfWCOuv/eDXQjjIV6IuHb4zFDlLZSeyoR9whz3nUNnm5ymLHwOcKvTaveD3Ha7hNmYZVbW957uH7sNL6JKO1M7bjBZm9XOeGui23ucr74wasK1iLxKRK4UkZUicpuIfF1EZgThrxaRm0TkARE5SUQucdrX41y4iMibReSfTtt7k4h8WsxTqE/jbSJyh4gsFpH3ZeRhuoic6e7xd1IemN09TnBpPCoi94jIuWIu4bPK9FIR+UreX96zUNUTVXV/VT1GVV+BOVWAgo3ZVfU4/4c5BZqOfWzfceErVHUTbF3EyCFyCCK/IWrJq7Lx8DHpEMrw6wO72RNxJPATBJcGGvWbh0PNEdsbUnEqa8lGhZaMxxr7Js/aN/z/Tv0Owx/DtEZZmuuqwnV6f91+4WeQwwFeN5NZ08juIKvin9917ph+ZnOwwcqSjLCZ2ASQ77yz4kIy8MjSIPvBUF7cvHyVMQd7Lqsq5CsrPC9f6cmdMHw6cG9gJtktaaFrJDyG+/1b764RPhnbZzUvrqfoeea9C29VUpZ22X2h+zpU5d5hvsfR6Rir6LvJzJcTYqYD3S4l8EwD7u6y/QjZP/X7Qa+JLsHXkTqD8abveXqDuAPuONb6/tEmbIfC3Rb8e86rn7nhbiJ2akHcXlD0zRUxHbhbO/eih6R+5vWxZeFl94V69bfKd5Oe7AifyTTgrpxJ0V60vT1lVNZci8j+2Bq91Zi3uZ2Bt2GDxJeKyJbAmS5/v8ScJO2aSuYY4OvYLOWZ2L6//429nLe49dNfx2blz8AG9emB6Vcx89Q7MZOmj6XC9wM+iDXA38VmpvfCPrisWcfdMc1cHsflBYg5kjkMewbPxDqxc/Kuz0n3dB2JNZfFvAh4Gbb2dmFHqEgLWIXqUSObrTHLxlgdnYzVryqmLL6BG2sdrHfGdXNO+Hw6J4zGWhnSeJPjXgyYiwS6Jdi7n47IOrTPlPt167NJBNuQzVLHfuMHLnd2G9FpgtfDzJfrktaWZgnAi7Fnmt53ODQf7DD5JVlTvTBI6+5U+F+wbzXPdLtbraM3KV8/yHdWvorSDsuc3qrHX3tD6jfYoKSf76IflA2kpmHvNst8s+ogbA62pCXrXeSVucnAsyztMqZj/UhR/z8b0xLfEfy+LxWeV//y8jUZG6fVrUPTSQT2rhBhXRKFyK8wp6DP6eK+UC/fpe8519+KTTBPI1Gg1L33WO83e0oFvzuzMVlgUfB7Gcn3nveei8KnYObVTdrHMvzyk8dpd0hWxjSSbzFNWd324XXM25sIsVXax6L2bzrmZ6hu2iPKaGmuj3XHE1T1CGAfrHK9RES2Bl6PNdgXq+pBwN50CrN+W5p3qeqbsHWHAEc77bXXkJ2mqodh6xGHZ3mcSdTr3c8hl8awxzyHNwm8CVvX8g5scJs546OqH1fb2ivzr+SZbAe8E3g51kn+DussChFzje9Na3O14yOI92aZ3kcPbJub1wKHdKGl7dXa5rGHOZ6YSzJLV9VJVlmHMVp4y5O8mV7vSXwlNhF1GPVN60YK32g32e6kTDAKZ6+zwucB1wT/J0ibB86R0lyXveci/GRFVW/CWaRnt4u0yzNSpt3+Wm/+mhd3cep6vx/5rCDtPAEkL19F+GvL0i4Srn3cmTllvgfbRi4tXPfzXfQD3/7leXaeDtyv2Xuv+u851yTXjQ0GSOpB1XdRlq8qFE2EFDGN/DKHafs60pa2c4I0QPd125e5m3Xlhq1dnkT9tnVrbJy4EDhYlcOAj1SM2+Rd+bh18u0tJ+qWeTrwAEO1TPCfyuTV7bL6OQ14JMfsu37drk6Y79lSYVzsrplWkC+f77x2fRqwqqa1kk+7zpKGKnH9e1uITXJ7fxa+zEVlgt7uQd6I0fIWPt8drwNbEC8iSzDN16YkA0gfvlpEbqa9wW9Lg6SjG4dpA30a17s0lonIUhLt2iySvd58hzHs4MRxHvANbF3PRe7clZgg32HOKiIvJXufX1wecjXXqnqaiPwAGyCfiTnpWAp8Ji+O461Yg32hqtadDe0lW6eOIVthdW4K9o6amIYO04NtHEaLDbH6eiU2KbERiRBVhHdmNBb2tQ4pE7r8xMsnGNLLgctpyaX9z1Yj/DKTJh5Zfbt1C2b+nSVcLyYR6ObQrhWeh7U/z6dTcz0b0wTfjy0tmEDxALsX+PdcZ+bbP8/SicMCZrv4dwW/0+HeEgCsrV+UutZPZuRpgDuFayv3eBc2CMxGREgcsvhrbyUYGHRRJp+vxXQ6OJyN7dmZLkdevgdJJt/8tT48jDuZ5u8CrG4/npGvfuDrUN46yHVKworigj07oVyLexM2Ye9/V0m7jNnYpE/63ZVRVOYw7by67U3Eff2rWubS7zlX67jvcDtSt231Y4yfqeIcN1V27rWuO9ap+036BF9H6pZ5CtU9mq9NpNv8qvWzqP3z76pJ+5iLExhnYflejU26VJnsHO/+6ua7SZvvn2cd/zNV2se8vmoi1iaXlblfa+O7ZrQ01wvdcVsAt4Y5dAbiB01bufCJdGpl2tIAtnHHNdjg/q7wvIgM0L7GyFfoMG5aIByPaatnYHsi/gDbAzRvqwdvFp73l4mITIVhT4Q3kXi829qFTxSRbd3fuCDeRMw8HuDLeemPGLZm3n8M22RcsW3O/2srfpnC1anfZfhJsTHTkDjKZky3csdzh89043V7dPDPuu6aVKgm0GUNDMDMhWdg5k53kzi08Xgh7HKsvUqH9wPvwbjO5I5/nk0mhvxs/9LgNzDssXlqXjhJP5OnoQs102Vx18EGu2G+nsAmOpZmpF1WJp92VtxZ5JfZm5RXzXeoDRhP83fhy9ytx9u6lLV/E0rCiuJC5/Na13kID8MfwyY7wjL3ol3OrdslFJXZU1S30/VvvZSn8tkkZV5GZ5nrCItN21bfX15eeFU23rKjSRtWJ99Ny1zlPa+N5H03ZfVzQkGYryP92urMbynZ7fdeVqayuj2hIKzKvVdnePiuGhe6a3vT77GoTGVpjygjobn+vIgcH/x+P7YWen/gQyKyObbmegJwvqreICI/xtY/v1BEfo5pctL7UH4d22PwZLHNxF/gzn9XVR8RW9t7FHCkMxN/BkF5VfUJETkT00q3ROR84DWpezyY1sSgAAAgAElEQVQXOA34M9ah7OnOZ5pjqOrHgY+XPpFOrhaRW7HZ/3mYaTgkQsg8Eg39zOD+r8fMim8EfpNOVGxbrknBqS+KyIPAe7twn98NXnhaFPwf8vTU/+f1IQ9PJrwW8urU7zLGXEPi8HUtL19zsbWQdT0T16bBXum9GjCvQPUxzHomy6GZ15KRCvee4e/Bvqs84frPwEswi56eWIQU0OSZ+LhZjliqMgtYoqqPichK2vsG//8SioVrH75jRtrXBHHDtMNJklnBuZXBtctUdY2zkkr3WWVlCvM1ICITAjPfWcBiVX3UteFh2oOpuEX5Xgrs4H57b9FN38VSVdUaZa5LW/1zkwQTgTXuebUJIM7MezymWe+ou96EPtgHNqsOzSLRGOaVOSvtSZZ05Z0GfN1eJSKrqClch2UOHADNxsYKWXUkr8y3B/8vCcqcHvTWsZZp2rb6PNfpT0Yr303LPLFB3CctoXViTp89C/gHnXW77D1PKAkrituU8Jvz7cNsyutzlTJBfrs+oSCsjHQ7M86dC9uZoriQ326DPZM1mPXOUpLxTpUyhWn7fD2R4/St74yE5nprzMGK/xtQ1d9gjsSuxQTa6cC3gdcBqOrN7v+bMadiV5BsKeVf7DcwJ2h3AYdiL+SzOA2xql6IrWFehAnyP6Nz0PlO4KfYDNKuLn7IXVhntB+2b+96wLdwHrl7yO8xTe+bMIdpVwFHqmqrJJ7Xhn81ZybpCOzZeA5256ZkXFsNkQmI7IpIlpbVC9QXAXMy9uTdGnunD9Od84anKl6YvgHTCFQVricCaxhyjUZLnkNLLqMlL+x9FruibEZ1NnAHQ9qvmeB+0DkYasmFtOTq7Msz8bPquGMyqG3XtGZplHznco/7SwvX3kP7n9yxm/3S6+Jnxu2ZtGQiLZlPS6bnxuiM26TDy3+enRo4MsIfxdqgpXSuc/Np34/1KXka4Ly08/JVRla+B1LhYdpFWkfozPcqVV2VituPdzGSmmuv/VsPe6dfdL8n0q4ZfKsL34GkzGH4n2jfsrLseeaVOSvtu4GfFJamnbp1KF3mY7AyPzM45zXXfl1iWR2qUrdL61CBz5T2dgSgJWfSkqq+RHwe6vgeaTLJl5Xve2nJmV3ETd5VS35CS6o6YmrXXLfkFbTkZ7Skm608n1K49jutua5aPycWhPViIriIsm8uj7IyleW7qMxlTKC9nXkVVh9fXCFuuu4PuLifDq6ZDSx3gno3fVU67We7tBdUyFdf6JvmWlXnl4T/hOJO5wJV3RLAmWR589EbXHwFvun+8u7xNeBrwalPpsLvxxxshXw2CL8R837dV1T1bSXhC7H1BunzhZ4xKzhRq8NzgUsw75wHpsK2xDSTF2NO1rYE/hqEe+F6Fdlm46OHyKGYF+eTyZ6o6AfzsNnHpdgkUFWHZkL7rOV07L2MhNaoiLTQtTHm8f6rDOlpWD77683eNDaTgNX0ZsbSf0NhnZhMsmavCn5dFdi73j4VBvmaVi9ML8IGkRuk1lVvAjxI4n22c5AlsimwDqptPiV6qM3fHPN58T4SAaefzCLZBiwtgJQJwGkN3GRMOHvIaTCnY1rJNSKynGzBPU9DPIt2AWS7LssEJviEad8X/P+PIO1uyxzma11n8tuLdi6d9kgs9/H5ztOUKPll09Qxi26fp58orpJ2GbNILJm6Ea6Lyty2dEBVHxeRFTSrQ+llek3GGmG+J9BubVeEX/9Zx+FUBcdRbAScgDnUfRTbueZ9evrwJWG+J9HdeDqsu92U2VtgeLYAXk3nTjdrE1Ow57fUWa0+TOd3U/S+y+pCv3z4hN9c2mqmCqPhW0jJb3erxA2PWaTbmQFnhVM17TGz5/uo7XNdgf8Tke+KyMcwYW0m8HfgD6Oaq8hL3PEFzvt3yBaYtv8/we+QrTCTl5sZS5prK8e3sXXrWV7Ot0TkMkTS3uSb8jTgHmyWLsvkN4/HSUw6xxK+sfcN3DrATiRbT03CNIb95Hh3j7YZywYe5/1Apsnz7ugwSDqMcPZ6Be3OgqDdLPwe7BmHZuObYN/cfVgH3a65tvv8BbgOkbQ5el2adGCNnmfgBCZPW5olJKTDw7hhnMHU+aZC7GDoI6OEWcADzny4Ld85Ze4mX2mtow/vR93upsx18ZNmefkuah/L4kL373mWe0dV0s6lQt0u4omS+4Zl8seyOlT03fSizE3rX9kypCIK8y3CVEyJcLi7dgrwIlWUZvluWuax2vePJll129fdsudd9N34OtKv9qzsm8uj7Jtr0j5WuXeTuJTET7czgsl+Vd5jWdojylgWrq/C1h5/CHvgpwL7d7F2KdIfXogJAetjDtxCNscczd3qfifCtTmUG8DWld+EeTZOtH8tmU5LPkhLzqIl36Elaa14P/F7lwO8IiP8MEwzfBztW9w0ZR6J998sk988rHFsVd/ObITw32ZeAzeJ0CFFSw6hJadXNCeuyqvd8VU9Ss836k2sfNIdxjiSvaITbahZTITOgsCE6zXYmux7g3OeTYA73QTNXXQ6xduDxCv9K8OAcILB/9/lhEOdZ+LjVtXUpFkfm7SpIlxnmb+G7yIdnh6kpd+FXw+2okLa/j2Hpt1FFOVrWDNTkC9/z+Ul+QrT9gOSuu8iK+3xJN7k+4WvQ3lt8eMlYUVxIZl4WEm1OuTLXCXtIqa7tPLecxFFZYZqdfsxzAqmTLhe5u41nWZlbtq2TgRUtdZkX1m+j8bGMx/CxjHzSMYGvWj/6pY59BsQMaoI103aiibtYxFlfVUeVcoE+fl+vCCsyr3rtm9V296svqpKmcrSHlHG7Eeqqu/E1kRHxgq2hnpn4ERMQ7gv7ZYEmwMXYOvMVtNuOralO3qzcH/9tU64+gumNV6DDUqfi5lhjQT7YwPm27Ct1E5MhR+CrdffBHOcdy694Wkk28DdA0xHZH1Uy7ba8A3JZMbWdlxlDWCo6QBbAzkE/BfN9tp1qctG2FqbW4F9EZmG6gMNU/Vl6sYMPMyT10ati8ieJPvsDtLuGGsCIvOwtfehRmlDTPB+ApEs4Xpj4F/u/yzh+pWY2eR92BaCvfAX4Z/JOoVXZePff73nmTybzUTkEPd7PRGZrKqPBOH7YhYMj9G+S8QsQF1c72BxMAgDeKYLXzcj7irgAJLJkUEYdiA1E9jAxd00CK/iPHKWJSOHkPiuSOdri6DMU0Rkktur1Ifv58r8REa+H0uX2Zm+KzXfhdsbOSyzX5IwSH/3Gy37Jh8vCSuKC/a8HsGWjPnJEf+eJ2CC9IYZZW7WVnS+5wFgmohMrKBUeJykbSlKewcReRzrO2akwn2Zfd3xZZ6E7QThy7xxEN7ke276vJ6w7DGuhoDt8z05J/yFmEb8JKethmRpYpN8+7jrFV5VHL9u3Kcqvm4/y7nPWIfk3ZTVzydKworiNsXn+0Uk1mCDOdeGVClTWXjdMhW1rVXiUhJ/FrDEtTPeunWQRGFXpV1fnnPNiDJmhevImGQvbGb919gs7j7AJwC/ZdDTgIWorkHkDtqFa6/FvoXEjGsLbO3k+zHB+qPYms1JjKzZ+IuxSYKbgLe3Cbgi22BrJ48CvoI5heulcP0nbCu25cG5G0vieacN6zM2hev1c8L9Xo79Yn93/AjwI2yAdHbDNH1dzStTGdOwdvZg9+eZhU2s+M409PYfrqnbEFiJyHYkjgg3BLwztHBP7Ltod2AE9p3+3l1zTMXJmzLC+tctvr7WfZ7+eR3h/sLzdwXh/5sRx/+/KXBmRrg/vjcIe0xExPn4GHT5/kVG3JnY5NHL3F/WvYsYxDy9F+Urq8yLqFbmjXPSXkX9d+EnGF5OssOFT7usDWuC/ybzHHM+WhDmnSkWOfUcdOFZz8sL26+g3cppkOZthb/HG92fZ4DyPeUfKbmvT/sDwblVqfCpFJf5APcXhnuBs06Zy95jGX7CYTLdLzfy9SAv37OBe1UzTc6b5LtpHVnNyDgNfDLh6+mHgnN+Bwdfx/PeVVH717SvKsPn+/SMc0WsxoTxuvlu0uY/CkwQkXVUtdvlGIXfnFtONIDJGXsFQYOUl7lpW9JzxrJZeGTs8Tyskl+NeVjdPVh37TU1C93xNmCzIK7XXN9KMgvlzx2ADRJPYEhXMaQrGNLQe2tzRHZC5P2IbJ86PwfToF6MeTmfhJXTcyDmLOGX2NZhB9CLNYUiU7CG4EhMW/kJFzI3L0qA7zhmFl418jzojnkalMfob+O3P+bw8Cxs25z9iy+vhNd8VzXvTZPXWaa1kiFpzbWfhDo9OAeJd/k9EPkcNiE1zU3WgMhmmOPA87G6uw6m0W2Kf891zH+986F+Pc+scK+BS+9L7ZmVOoZMJFkyUvSuyvJVRm6+C9Ioyrcv87pka7p8msvp/bvot2PFsm/yAWB6jiOcKm1n0XvOK9tghXyV0aQOrQRmFKx3z0rDO7bLCy+rf4Mkk8J1yvwINpFYtx/zg/X0riRVKMv3g8BMkcwxsn/PdfK9ChMS6pb5AWDmGFwSNppk1c+pzuLCv+e8570cWCe1p3sYBvW/5zKKvrlc3ETv/eTnqyzfy4HJEi7LrE6Tuu/b3rx8zSBbJh103sNXFMRt2vb2nL4L1yKyUEQ0+FsiIueKSKGn67GMiBwnIv8QkSdcmT6ecc1rReRaEXnUPYP3p8Lni8g5IvKgiKwQkbNEZMN0OlXjiPEVEVkuIneIyGFBvG1E5GER2alh0fcC/o11Zv/BZox3dmHz3fFERO7EzLo3CRw3bY6Zo3wRMyn358CEhJuCraX2pyUn9WwtrtkKnQJ8HtsbPWQfd/wDcJn7PxRADsDKPB3z1rshSZmbkCdEVxGufUPSKwdVvcKbdufl6wEKOg9ZIJr1V+nOZq75AuACzITyj8BLkMaDEN8h1NUW5A3GiwbrocOzrDbBn/Pe5V+AaaT8ns1e6H6pOy7Elh0oiUPCJvj61/UzcXtOPkD9ulvneVYVgGsL7hXylUvgyCovbpFAl5evsjL78OX0/l1UnVCoS9k3uRKzIsjKh49bVOa6Ex39biuKWEnxGv+yd1Wn/s1ySzEeoU4dGlLF8l23/nlt/gaFV2WT5Zsg5DJsUu0gf0Jk2JdIlTqUTfMyP4ApAKaWXbgWUVS3/XvOe95F4Q9hkz/9GmeVTawXUdRuNylzGfXrfnncJn1V07a354yk5vrX2LZYd2FmuOdJTe+10lunUnXYGVtTdkdWoIjsgZlXbQKcgZmFfl5E3uLCx2FmoAdijfg12Fqnn+fdsEKcV2D7Xl+NNQqnioivrF8D/ldVr6lXXLxH7V2wAfy9wEku5LnuON8dB7DB/WSs3H6gvzlmUv5mEtNGL1w/RHtnsQfwbnpnjvNy7J19BtgHkb2DsH3c8ZeYN/rknMgMrHzbYybjXrscmn3WJW8ipRvhOmuv8dHEC9d5e24uATailb21QqlH75ZsTEve5xzefZuWHE9reC/1nbEJkNcicgPmbG9jEuuIegzpaszkqO4+onWEQSERsLM6C19H8rZu8/XCbyN4LrYlntCbrQWb1r/l1H+eTQTgss67TngvNNdTyV6i1STfVScMlmNrpvPWnhYxWpprP5DKq0NF4Q9hmsOi+lf0nosG8mX5KqNJHfLfZN69+/HdhHWobpkfADapqYn1+1undyWpgvcJsGlO+BmYMuAMEc4W4WfAVSII5c+6jAcaxm1y76ciVSwr8t6zD+94nk5D3KRul1FLc+1YDmyUY52TW6aK4UU0aePK6m7ZBKAvc5bc2rTt7TkjKVx/1zkp28/9nokJUYjIM0TkNyJyn4gsFpGficjwQwq03seJyK04J1AispGIfF9EbhORR0TkOhHZpWqGROSjTtub9TeUF09VD1fVfYC/5VzyAWwg+3FVDdfJfdAdD8TW8f4T0y7th5lR7y4i++SkWRbHO6p5HbbmdDLmGOU1mEDcdBupnch2YJQWrtN40/CsDtAL11cCz6IlO9TOXTEfwMzYP4at+Q7XnT3fHeeSCCs7O7PtF2ITAj/GtN6fxz7wXmj/8oToQusFx2J3HDvbmRl+T968vW7vw2bdt8oJz6cle2HWEvtia4h/jZnueRPlF7jjDKwuevPf/WjOYmAzWh1bz1Whjlm4D59NdhvtJyXzhOt5TjDfF6vvP3J//wK2cY7fmuDrX9296pdhAl0dDWeeZm6gIHw9JzyWxc3Lj5/oyDKFK7pv0fkq11RNOyvfU5xZZFlcP9Cqsz91kzI3wbczee1fbrgbMC/G+saOCQ13Lstiqsq7KMtXGU2eZ9m9c9N2yoosTWjV+rcM2FiklqXZYswSro7GyQvXu9aI6+t95l70qlyL+ci4Bdt54tXYJOt6JO1f9/2YsRiYQUvqlNk7Rxxrff9oUlQ/C98zySTL9gXhm4qNB3tNVr4HCpZ2hCzDJmSz6qAvU16Zy55JEU3auNptlDsux5ZpZSlMmra9PWdE11y7ShNqDZc4s+Y/YBqVPwKXYw3ZuW6NXMgJ7trz3BqJC4H/h5kl/RB7+FW3MwJ4E6btzfp7cVeFa8ebX1+VOm4qpg314Ver8QSmiYbEtDMvzbw417n/z8A0rI9inc9JwPGq2tSDnt9263mYkL0ONrmwhzs/3x39frzJ7Ji9x6z3Mt+tX/4iZrJ6CS35AYEpVmNEdsbM2Wdj2ulJwP6IPN1tD7Y9ts3bDPd3PCZQ747VgTXA21E9HtXjsbWruzmtdhO8EH0r9u6uT50vwm/fVWdQ0U+8Y609csJvdsc62tNjMU+Qr2VIz8IsNFaSzFTui23hMAnVSZjAsYbEMqEJi7B6U2fyp4kpsjd3fBxbq+cdlfjz/pvy29t5S5p5WJswA/gWqoejejjwaRfuJyLqcrc77lYzvm8b9vQnRKSqFrzu8xxoEHcQe5ZZ2rVBt/SgidaxH+bqUK3MWe+i6ux/03XmdfFC1c45A1EfnjfRfg82+Zw1oM4b4JW+C1VdhVnvbCX1+ocmz7NM0CxKu3aZ3dHXoeF2v4s61KQv82V+nYg5yhQZXgpThs/zs0RsIlaEaSLBxMrR8guOkm05bDYcMQWOlt1UeYgh9ZO6Tw8sp7rBl7myIijAt7114j5VqaK5fpYXkEVkhsjweyvri5ZjctLuOeG1cEuBsr67cVTzIVCUbx+2k4is78JmivfF0qzNL2tbq8R9jmQv12vSVzXJV18YSeH655iZzU/d718BfwYOxzQCN2HbHd2EzextS6fznXeo6hGq+lbMNHcrrKHaSVUXqOpzgd9WzZCqzldVyfk7snZJk8Gv16qF3nk3zAgPr8kTrsri/Bo4GXgONgt9FPBWrDH+k4j8TkRuEpHv1ZyF2w1zSHUVqquxLWCuAOa6LYQ2xTyFz0V1LokzqU3dnwCfwgTX8dga6HWADRnSP2NbBt2Jbc20OTbR0q0H0CyOxYSSL2PC9Zfc+beRaN0vQXUFqiswp2ZgH/D1wIdpn5j4NuY1vOnaDv+e90V1O2wW8TGqCde+g30BrcZCfi/xwvUOOVYI3oPwcbRkA/K3QcliIVaH/OTT9sBpwK5u7/E9gUvdXtG4d/l3YO8erLv2g6E6e2f7jmE7rL5PSZ0fxNpB7+Du2OC8/+YXoLoequsBlwbn52F1ZktUtyLxsDkPm929GtPye/7gzs2jGXe54860ZPPCK7Px39MbAUTkhVR/toPYRNwEVRUS7fmg09ROBb7v23Hgs0E8/8z3DcJDb9sDwG1B2EuD8/6aT2L95jhsInMStnzFh2/m4vq63Y1wfWRw77/QXkcUGO/CvJZ5wE1Arw+cFsT9fEaZ9wnC76VzwHKEiIwTkWdg/UYVfBqbunSLnGP1khXYhPoA7ZP1Hv+9HpSlnQ7CX50R5ge8Hw2e109IHAD5sm3iwvzSJX9+EdZOte0pX5FBbIw0zqW9fXC+jLDMWaaig8DNQZleEZz36X8kCP8picWHD9/IhaXbsPT3vD/t3uOr5LtO27rQHecDvxDha8CZznS7ENXhPb0nAYe60x8k3f8KsO4SmNixwYJ/zwfWyHdR/SvD9/2votUDx6pPDQaB/wR11397g86j9Sqs7/Xv+SMkfaivuweKyCxnffGZIO103T6A3lgu+l1Evhnk++SgPGX4fB3p/C3tjCkLCfwgpMs8JxX3IBEZdBOBfuK9DF9395dsJ3BFLMbat7kEkxUBvty7Bs9kJZ3tTFhmv6uCz9duYvLIqDOSW3H9GhOcl2IDvN+pqorIfBf+dBLTZk9a/X9Z8L83N/6nqg4LYRX2gxxGRD5K/qztFaraqppWinsxjZrvhEJh9h4SRxzh+SlBeF6auXGcudtx7g8R2RoTYJ8HfA/rSA7ChMdFwH9XLw5gzryuwz5czxmY9/BpmAAdbr9yuztuSqLVvhXz+gciC925zYC75aK2Pa2nAHvpKXo/TbDB9hzgi6h+Mzi/JbZedBHwdkwb7fmbO3cTqufJAlEWyAnDoUfbQU/R9zTKW9KJmzmLbV92H9XWXId7/v2Mavvo9p8hfYCW3It1XL/CzLhDLnfHzcmv53l8Cmtkf0tLbsKEF8UsNAQTLO9LxTmYxAPlE9TnFnc8zg1otiIxDSzDdwz3uAmp1Yg8GJyfBVwTbP22KDjv27KwXPdiHsHXxYTkRcMTCskznYfqmbJAzgD+ygI31kzqrjmTbMmrgON1Xx6iJUuwybIDGdJwK7AslmLeSmdgk6b/KH0K7fi24ZUi8kdsvfznC64PGQRWOMsdSEzgQg1cOBkWhqc7aR8eCrFlcZcNP2+R3LRV9VEReZhqA6W8fM10mtlB4H71bWdvy+zfxS7Y97kV1bevS5d5lYisolqZa+PGDbdgE1bfwcYWIf573Qxo0TkR6sPf4yYntiB5DnnPy4elw1dhbZA/fws2+fE5sW0cu9FsDgLLNfmew/uW4cu0OVbmtJOvQdr3Hq9SR/LCH8b6/XQdOkREnobVpU9VyHOY7yNoyTK6cxZ6B9YebkC7H5RpJP4/yuI/HThZhMOxsdLwOMT7+5AFom2+P5J8bwV8gVbbNolV8GU+kpYsB55dI+422FKfMSFIjDKDJBO+0Pnd3I49r5NF5EhMqXJWEAY2KftnzOw4VOr48CGnJd0VE1R7kWfI/+Zuphifr72widinY9a7YfjWwFdF5I1YmX/s0vVxp7m4E2lXABbh6990bOxZNlYYRlWfEJHbsDbqe9guJiFV+6rnY+9qO+AH7tyd2HhpIjYxeFPVfPWLkRSuv6uqv8g4v9Adz1bVg/1JZy6ebiDDfdW8gPFMEVnXmWQhIhNU9XERmYtVgGWqmh50e95EvqOD72OdVB3+hgnXuwKXkJgq3K6q94uIX6u9izOPGEfSwP7dlSOd/9I4Kb6KaTOuFpEdgVNU9VoRuZd80/N8VD/nBM1PDp/zg/VTeS8mFF4QxLgX64A3IRGubwvCF7rjpsBlJR1ZPVRXywLZH9ifBZI0iEe3dZxXAV/PEEAkPPY0X8aGwAO4euu4lyqdpQmxd7lrm5r49pp/YoOdTeh0LvEvrLHMX0MoMkXNO/vmnCqvQdUsXcwU72imyEmsz5cZz2L2YTda+iBDIAvkrwDD7xHa3rNLewM1pxrTOFV2RfWKimXykwTrkXi6rypcD2Dm6WFbthQzJ14XmyBZmgqDRFsJ7Xvc+rZsDmYWfvdwiOpqRBa78211N/wNQEsOxISo32FLa54AnlZBsDaPty25FrMW2IHuzeVvCP73Jl5V1+kO0P68/ARcKGiG4VmCaDrc9wEDtE8UVIkbhntP6GF4FcEoL+1x2ARGusx+8NGkzH4/9PBd+B08unkXXgMYpt1vzTXYUprtsAn441Jh4aTea3Pigmmdvf8NP3Cr8jxX4wajTtAPy3wdJuhtQNJWVKXoPZcRlvmQnLTDye9u6/YjXomRUeawDnnrmbY6JMJk37eKMKA6nL7P93iS/eUrLWFTRUW4ALN2C5lLNeH6ekwoWZdk+82qdf8/mAZzLokvnapklXlpzrVprgv+PzT3qrWLonYbrH5ug73n5wZxfJjHK/PC/ra0btek7JsrI8yXX1IxkArfmuplrqrsuBNr+9aHykswQq7DhOtt6fTzkfdMvMIpzLdfkjYA4GS+G7E+YXeyNeMjylgwKzkdGyC9WmyLrm+LyO+xWcWiLRZ+i3UWc4FrXLxLSMyRPou9yA/lxK9tFi4iR4vIaSTC7StF5DQR8eYoX8AGxh8Tke9j5qsAn3PHc7AGdnvMk++FmCb1ClX1Zsnp/FeJ4/P3amwG2Dsx+w/wBhH5gYt/PTUIvTf7/91v7yAp8Z5uWpY7addc356kNixoz6ePpPJZ6pG6w0N1/9iQ9kYc93s22WZ9af7V+yz1hMtzQ0xwO6Mk/hcwLcD3gG8jkrQBIlN4iJ9xHytYxIv4cWLKVPaeHR/DBl1XAV/qwlz82orXZTEI3E+idYRkgiF0CETq/wGS9i8U5L1wvQFp4dq4m2p+J47FOsmDGdKzGdJzGAqsO8qpv/NAp0UDVN83M3RSg6o+jr3TmRRrcYvCpzinTgMV4ma9Kx++LNA6+vAq5SrLd5tG3ZX5gSCsLF9Z4dOcyXQ4WPd09S5qlrkpud+kqq4kZycPx78Lwoo0SlXec1HaZaTr9qPYN1r6PFX1AZJlOW04M/EZdF9HwvC0wBuWObcOiTBehBOBJZyqV3GqXgJcIzI8YG7StkIytgqpai2Qle+qglOTfNePO6T3k/Oe10bcUqAp5H+vUFA/VXUZnRZvA8Ga4CZ1pIiyNr+MsnwVlXkJndaOM3PWQbfh2r0mbVxR3AFMbgonxrwFl1DeVzVtS3rKqAvXqno3tm7q15hG9Q2YRu7rFJi7ulnU/TBTiPUwj9xz6Bxs9oO93P28A4Fnud87urxdhs0q3u6OT2Czm99y4Wuw2e1fY7NKz8ZMLHLXHVWN49ZBfBn4oGs4wLa/uhNb4/M72teU9CB20Y4AAAXfSURBVILVmODyy9T5EzAh6VeYdiwUrv/lzqVNQ9YWNiBbuB5Hta1s/tDzHPWGc0vCP0e7CdKdeM2XbWF3DGay9Vvsu/5ycO1JmKnn2dg6yHdh6/vKseUnC4ATsXWze1F97dRVtFvNdENaGwWJcO0H8nmaa79GKuz8/f9bYiZQi2hnEbBhhQma2cC9DLklNS05jJbcTkueVRLPc0H5JblcSac5WTfa0mWpc8vJn6zwgxcfvpp2s79wW5LxqbgrsM6+ykRIUb7KqJLvbsqcztcj2m4h49OegVmApduhXryLfvPHBuGXk2/OWOc9h9Y4ZfkqounzzLu398sRpu0tPqp+N0X5ugKzzgnxYUdg2tljVNlFlX1U2VR1uN26me6XCA2jyvnYVqOeX2LtSxUuyzhX9VlfWvG6LG6kU6DrhrHa9/cX36e1Ozr2wlVe3QXbKSZN+J7T4RNJfCn8hcSCLCtuXcq+uTL+Q/INp9OE7su8DqblrkKTNq4orp+sTSsifN6uo9MiJSxTk3z1nL6bhavq/ArX/AM4oCA8c0ZFVe/ABLSssCOBI6vksVuqpK2qZ2J7XeeF30pxmTvuURbHXfMwKVN3Vb0KmwDoD/YePgkpE1TV7wZX/bkt3N7pD6mKyPpqa6GncqrsjOrVQdj2wHFq2v75nCofBr5BMrkwtrBZuGvp1PJejr27Ko4izqf3kyS94E/YupzQ0VUykD2MpTyPH7APe7OCldzHUfxYH3Id5/9gg63x2MTZecChiHwba2AXYMsdZmGdy+XAqYhs5xyYFfEBrL07kERQ/ggi59KuhepkSB+hJX+k3rZeA3QOpJZhjnT8EoC8dVfrAytTfg68Fnv97Q6Gpevw9vsWyNt94LxD4c4f524rEnINts5xR4b0b9js/8YuX1W4AJsU6do5oqo+JCJXkJirQfZWQG0EGrgsLdpGVFs7mqVphcSCJtQcrhGR5UHcsrTDdX8+fD0Rmazt7zBNUdqzseVBWWWeS7U111lxwRz+LBGRi4DXB+Gl7yJIP60hXgasLyLrOM1rv/gT9h1nbQ8JVj8zzWZd/fsLiZlnSJXneSvtLAOmOi3ajdiEYVfb3QXO+LLeVdV9wy+g/T16OuqXqj4mIt5ZUJW6nV4D6q0fJqrqChG5mnZPvb4Oed842ZYutsTkAuCwvELl0pLnAMc+9L11H33P6V/6zbqTVj3yydd89NIpkx+iUx7K5I8k6zTT+S7jeux7z1zGJcJGwPaBKfxBwHmqrArKXNes+1w6TeGfuojMxBzQHqyn8k3gT4j8A5t492OLsG4/kvL98EdMwRVOOIfv+SI6HRBOBR5U1eVuGedOqbCmlH1zhbi+6WLa8x3m61LKy5x2xjeVak6ELwDeXeG6LC7F3lmW7FnWV93hrJPDfIdlurBmnvqClI0rIxGwvcZHOw+RSCQSiUQikUgkMprkKX5hDJiFRyKRSCQSiUQikUgk8mQnaq4jkSczLZkLPMrQGDWBfyrRkvUx87BrGNKqW1dEcnD7az4fuFBVHyy7PtI/3H7GLwUuVdWqnotHHRHZFDPB/nNqrZ4P3xNYpKq3ZIRNw21B1uv6JyJzMM+1f+6zeXzWvfcE7nbLyEbyvgOYqf0Fql22jy2ZBOwB/N057RoxRNgEW2JxhWo1e/JhWjIb25LrSoaqbwPr4voy/42h0mVNWfEHgAcq7fAQwW2NtxHW32gqTDAfLDfktBWD2M4Wvw+3/h1tnI+lFwOXqGqHl30R2RZzcHpRt2WucO9dgJWqmuWgtCzu5pjfocuz2u2SuGVlfgYwUVWbOF1tTBSuI5FIJBKJRCKRSCQSaUg0C49EIpFIJBKJRCKRSKQhUbiORCKRSCQSiUQikUikIVG4jkQikUgkEolEIpFIpCFRuI5EIpFIJBKJRCKRSKQhUbiORCKRSCQSiUQikUikIVG4jkQikUgkEolEIpFIpCFRuI5EIpFIJBKJRCKRSKQhUbiORCKRSCQSiUQikUikIf8ftUyeQLudf30AAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 1008x72 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "doubledope, Max isoform objective...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x72 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "simple, Max isoform objective...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x72 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "aar, Max isoform objective...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x72 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "atr, Max isoform objective...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x72 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "hsp, Max isoform objective...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x72 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "snh, Max isoform objective...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x72 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "sox, Max isoform objective...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x72 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "wha, Max isoform objective...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x72 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "df_human = seq_df_filtered.query(\"experiment == 'clinvar_wt' and variant == 'wt'\")\n", "\n", "subexperiments = [\n", " 'max_score_punish_cruns_harder'\n", "]\n", "\n", "genes = ['tomm5', 'doubledope', 'simple', 'aar', 'atr', 'hsp', 'snh', 'sox', 'wha']\n", "\n", "max_index=0\n", "true_column='median_proximal_vs_distal_logodds'\n", "figsize=(14,1)#(14, 4)\n", "width_ratios=[2, 1, 14]\n", "logo_height = 0.75\n", "usage_unit = 'log'#'fraction'\n", "\n", "plot_mean_logo=False\n", "plot_max_logo=True\n", "plot_actual_pwm=False\n", "plot_opt_pwm=True\n", "\n", "black_fixed_seq=True\n", "\n", "plot_start=9\n", "plot_end=116 + 3#96 + 2\n", "plot_percentile=False\n", "override_mean_stats=False\n", "\n", "save_figs=False\n", "\n", "for i, gene in enumerate(genes) :\n", " print(gene + ', Max isoform objective...')\n", " \n", " plot_sequence_logo(max_iso_df_all.query(\"gene == '\" + gene + \"'\"), df_human, max_iso_pwm_dict, gene, subexperiments, override_mean_stats=override_mean_stats, plot_percentile=plot_percentile, plot_mean_logo=plot_mean_logo, plot_max_logo=plot_max_logo, plot_actual_pwm=plot_actual_pwm, plot_opt_pwm=plot_opt_pwm, black_fixed_seq=black_fixed_seq, max_index=max_index, true_column=true_column, figsize=figsize, width_ratios=width_ratios, logo_height=logo_height, usage_unit=usage_unit, plot_snvs=False, seq_trim_start=0, seq_trim_end=164, plot_start=plot_start, plot_end=plot_end, pas_downscaling=1.0, save_figs=save_figs, fig_name='max_iso_' + gene + '_' + subexperiment[0], fig_dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "<h2>Saturation Mutagenesis of Max Isoform- optimized Sequences</h2>" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------------------------------------------------------\n", "gene = simple, sequence 0...\n", "WT Usage = 0.9524 (2.9957)\n", "# Significant upreg. SNVs = 14\n", "# Significant downreg. SNVs = 104\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 648x360 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x216 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "------------------------------------------------------\n", "gene = doubledope, sequence 0...\n", "WT Usage = 0.9933 (4.9936)\n", "# Significant upreg. SNVs = 33\n", "# Significant downreg. SNVs = 150\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 648x360 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x216 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "------------------------------------------------------\n", "gene = doubledope, sequence 1...\n", "WT Usage = 0.9899 (4.5824)\n", "# Significant upreg. SNVs = 32\n", "# Significant downreg. SNVs = 146\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 648x360 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x216 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Max Isoform SNV analysis\n", "\n", "save_figs = False\n", "\n", "seq_start = 25\n", "seq_end = 100\n", "\n", "p_val = 0.001\n", "\n", "#All variants\n", "#df_to_use = seq_predicted_isoform_df_delta_filtered_allexp.query(\"variant == 'snv' and experiment == 'max_iso'\").copy()\n", "df_to_use = variant_df.query(\"variant == 'snv' and experiment == 'max_iso'\").copy().set_index('master_seq')\n", "\n", "\n", "df_to_use['delta_logodds_true'] = df_to_use['median_proximal_vs_distal_logodds_var'] - df_to_use['median_proximal_vs_distal_logodds_ref']\n", "\n", "df_to_use = df_to_use.query(\"n_barcodes_ref >= 5 and n_barcodes_var >= 5 and mean_total_count_ref >= 200 and mean_total_count_var >= 200\")\n", "\n", "whitelist_dict = {\n", " 'simple_0',\n", " 'doubledope_0',\n", " 'doubledope_1'\n", "}\n", "\n", "for gene_i, gene in enumerate(df_to_use['gene'].unique()) :\n", " df_gene = df_to_use.query(\"gene == '\" + gene + \"'\")\n", " for wt_seq_i, wt_seq in enumerate(sorted(df_gene['wt_seq'].unique())) :\n", " if gene + '_' + str(wt_seq_i) not in whitelist_dict :\n", " continue\n", " print(\"------------------------------------------------------\")\n", " print(\"gene = \" + gene + ', sequence ' + str(wt_seq_i) + '...')\n", " \n", " df_sel = df_gene.query(\"wt_seq == '\" + wt_seq + \"'\")\n", "\n", " wt_logodds = df_sel['median_proximal_vs_distal_logodds_ref'].unique()[0]\n", " wt_usage = df_sel['median_proximal_vs_distal_usage_ref'].unique()[0]\n", " \n", " n_signi_up = len(df_sel.query(\"delta_p_val < \" + str(p_val) + \" and delta_logodds_true > 0\"))\n", " n_signi_dn = len(df_sel.query(\"delta_p_val < \" + str(p_val) + \" and delta_logodds_true < 0\"))\n", " \n", " print('WT Usage = ' + str(round(wt_usage, 4)) + \" (\" + str(round(wt_logodds, 4)) + \")\")\n", " print('# Significant upreg. SNVs = ' + str(n_signi_up))\n", " print('# Significant downreg. SNVs = ' + str(n_signi_dn))\n", " \n", " figsize=(9, 5)\n", "\n", " fig_name = None\n", " if save_figs :\n", " fig_name = 'position_delta_max_iso_' + gene + '_' + str(wt_seq_i)\n", " plot_position_delta_scatter(df_sel, min_pred_filter=0.0, figsize=figsize, fig_name=fig_name, vmin=-0.5, vmax=0.5, fig_dpi=150, annotate=None)\n", "\n", " mut_map_v2(\n", " df_sel,\n", " gene,\n", " experiment='max_iso',\n", " mode='true',\n", " pred_column='mean_delta_logodds_pred',\n", " figsize=(12,3),\n", " mark_pathogenic=False,\n", " mark_benign=False,\n", " mark_undetermined=False,\n", " seq_trim_start=seq_start, seq_trim_end=seq_end,\n", " plot_start=0, plot_end=seq_end-seq_start,\n", " #pas_downscaling=0.5,\n", " pas_downscaling=-1.5,\n", " pas_downscale_mode='value',#'frac'\n", " fig_name=('max_iso_' + gene + '_' + str(wt_seq_i) + '_Mutmap_Observed') if save_figs else None,\n", " fig_dpi=300\n", " )\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "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 }