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{
"cells": [
{
"cell_type": "markdown",
"source": [
"# Create plots for panels used in figure 2"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from scipy.optimize import curve_fit\n",
"import matplotlib.gridspec as gridspec\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"source": [
"Examples how to plot the control probability cure in figure 2A can be found in `plots_fig1`"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 2,
"outputs": [],
"source": [
"# folder to save all panels for figure 2\n",
"savefolder = r\"plots\\fig2\"\n",
"\n",
"# file containing the data for the controls\n",
"results_ctrl_file = r\"data\\shape_analysis\\histograms_HealthyControl_deformed_undeformed.txt\""
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"## Panel A"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"outputs": [],
"source": [
"def logistic_growth(x, A, x_0, k):\n",
" '''The logistic growth fct'''\n",
" return A/(1+np.exp(-k*(x-x_0)))"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"text/plain": "<Figure size 360x252 with 1 Axes>",
"image/png": 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tXFEUtBqVpVyn0xbaXqtV/1PurClU7nRLuXMR5c7OmhKXO2nVhcp1t5RrtWo0eaaC5TotanV+G7RaNQVL89t8c/siv1vl5LuXqC/6u1HUd6+o8vLy3VNuex8sn62TGiFM5OUZMRrzyM7O4crfFzi6bBV16tShxoCnuKqqfGMrBUWBbLXghx/OoigqLl1z53quxlIGYM6CX365gqIoxMZqSctWbilXiMpI5M+fd6NSKfhU64JPg5YFJga423evtKw+FkRMTAzTpk2zzDF2q2eeeYann37aMtbrhAkTmDt3Lq1bt75jnWazIDk5847r2ANHuODcEdoA5a8dy5YtBWDevJdLvE1p27Bw4XzS09N46aVXqFWr9t03KAN6vR4h9Fy5EkdKSgqpqfl/KSkpZGQUPHqNiYlm796fcHbW4enpRZs2bald27oDN926j4ce6sjkyVPp0qVkYznfy40YZXoE7OvrW2Dql4SEBDnliSTdJyEEubm5ZGdnk5OTXegxKyubuLgYduzYhhCCyMhIhg8fSY0aNXF2dsLZWYeTkzM6nTNOTs44O9/80+Hs7ISTkzNarbZEUynd/h+JEIKcnBzS0lItCfbWx+zsLHQ6Lbm5eYXqUqlUeHl54e1diUqVKtG6dRt+//0EKpVCs2YtmDz5GapXr47ZbLbMWXfrcyFuPhdFriOEudDypKQkjh37DQB3dzf8/ArPmWdNZZqA+/Xrx8aNGwkMDOTPP//Ew8Oj1POJSfblXo7srMJgQMnKRMnMRMnKQsnJRsnORsnJhpxcFJUZXUo66HNR9AYUfW7+Nnl5Nx4NkGcEY17+MpMRjCYUoxHMJjAa85+bzPmvTSYUsxlMJhDmG8vNIET+cpH/HPM/yzGbUYQAIXjpejLCZMZr4+eo1WqE2Zz/J8wIs7jxXMDN10KQh8DlxnJXAZXJ/zFbVJo0m8w8l2dAURSUpEQ0fxxHpSri53OxP4j/+Rmv8M+8dgrKjR3ml7+mNyAQaD74P0BBCDMegOVf+W3VK8rNupT82Ar8FW7NEzeSpio2BmXPj3f6BtyzR3NzEQickxJRfth29w0AnLRwyzRWJWXVBDx79myOHTtGSkoKvXr1YsaMGRiNRgAee+wxevfuzf79+wkICMDFxYWlS5dac/eSo9LrUSXEo0pKRJWUlP+YfA1V8jWU68moUlNR0lJRUlNRpaejZKSj6PV3rbb0PxgfHMscyNlZD3ZHNxOs6faeb+vQ3nxy49/9g1D6IW9Kx+Xmk7zCR+XFEfc40apVE/DKlSvvWK4oCq+++qo1dyk5AiFQkpLQXPwL9cULqK9Eor4SiSr6CuqYGFTXCl+lcdcq1WqEuwfCzS3/z9UN4eoKOh3CxRWthxt6lSb/tZMzODsjnJwQzs6g0YKTFqHRglZLyE8/YlapGDpiFEKtAY0G1CqERgMqNajz/4RKDSoVZgUys7NIz8oiMyuLjKwsMrMySc/MJD0zA73BgFAUxI2jx7iEBA4fOYjWyRk3dw+aNW9O3XoNcHF1RefigouLC846V1xcXdDpdLi4uqFzcaFatcoYTQo6nQtqtebm4WT+G1BEQlj61mIyMjKYOXN2/tT1xSWNIpabTGb0+lwMBgN6gz7/UW/AYNCj1+e/Pn06jI0bP8Pd3YOaNWsxalQwPXv2wdXVtWD3xW31e3m5kpZWfvrj74VQa/C5h+3sYjQ0yYEYjajPRaA99QeaM2Fozp5BHRGOKj2t2E2EWo3ZtzpmX9/8R59qmKtURVSpgrlyFUSlSpi9vBHelRCenpg9PMHFpfgEQ/4JrMwSnsD65VwE6elptOjYmVq1aiOEIDs7m7S0VFJTU297TCEjI4Miz20rCnh44uTkhJeXN5W8vfHy8qZWnoEfL5xHURT82voz6aVXStT3eOtJuJKcSV+wfJXleWnPvKvIPzJ0ucM6tVq24suQH8gwm3GtWZNWPXrjWrPW3ffn5YoQ2jut4bBkApYeqOzr16l++RKmV16i8tnTaE/9gZJdOPGZvbwxNW6CqWEjTPUbYKpbD1Oduphr1cbsWz3/KNOKTCYTubm55OUZbkzvbrzl+c0/A3FxsezZ8yMmk4np05+hV68+KIpimYW4KIqi4OXlhZeXN97elfC+kWhvPrq4uBQ6oXXgQGi5u0KhtGrVqk23bj1IT09j7tz5dtuOsiQTsGR1qtgYnHbvJP2rjSwPO5V/1PTLXkv59UqVia9dm8RatUmqWZvkWrXRe3mh1mhQqVSoVPk3e6hjY1AnxKMoKtRqNWp1/uM/r9WsX/8xWVnZjB37OJ6eXhiNeRgMeTceDRiNRksyvTXJarWqIs+83y4mJprMzAycnXWkpKRw+fLf1K7th06nK5BUb3309PRCXcr/MDw9PfH09LT7pPXmm2/bOgS7IhOwZBVKUhK6bd/h/N0mtH/8DvxzkuusVssJD0+utmxFZuu2ZLm6Ftw4Jzv/r5TS09M5evQIQgiSkhLp1q0Hnp6eJdrW2VmDs7MzGo0WJyftjUcnNBrNjUctWq2WevXq39gH1K/fgMmTp9KkSTNcXO70Y7z0yvwqEalckAlYundmM9pf9+Hy2Tqc9uxGuXFm3aDVcr5efcLq1uc/ly6Q4eJCmzb+zJo1m+rVa2A2mzCZTJhM5hvXX958bcJsNhfzeGt5/janT/+Ji4srbm5u+Pj40KBBI/z9/dFqndBqtbf9OaHVaixlVap4kJaWc5cG5gsL+9Puuwek8kkmYKn0cnLQfbUB14/+izryMgBCoyGyTVsO1qlHeMNG1G3egoEDBxP69ps3ktfLVk9efn51CA8/i9GYh0ajZdCgh0u8j5LcVHCTo3QPSOWPTMBSyWVmovp0NVVWrEB1NQkAU20/ooYMZZO7B9dUKpydnQnoP5CWLVuhKMoDTV61atVm7tz5REdH4edX54ElSNk9ID0oMgFLd2cyofvmK1yXLkadlD+6VV6bdqQ8N4MQtZrw8+cAqFevPg8/PARPT68yC61WrdryyFSyWzIBS3ek+e0I7i+/iPZMGADmDh3ImDOfiLr1+HH3j2RlZaLVaunTpx/t2rUv1U97SaroZAKWiqRkZuD25mu4fPoxAKZatcla+Bqqxx9l2/c7OL1lMwC1a/sxeHAglSpVLrIe+fNdkoonE7BUiPbAfjxmPYc6Jhqh0ZA9czbZs+YQmZjA/rUfkZh4DY1GQ48evenQoWPRg7pIknRXMgFL/zCZcF25DNflb6MIQV6bdmT834fkNGlKaOgv/PHH7+h0WqpXr8GQIUFUrVr17nVKklQsmYAlAJSrV/F8dgpOob8gFIWsOS+RPeclYhMT2Pn5J6SkpKBSqejTpw8tW7Yv9Z1ekiQVJhOwhPr8ObweH406Ogpz1aqk/3cdOT16cfBgKMePH0UIQdWqPgQGBtG0aYNyNZOEJNkzmYArOO3BUDwnPoEqPY28hzqQ/ulG4lUqQjas59q1qyiKQufOXenevScajfy6SJI1yX9RFZjzlm/xmDENJS8P/ZAgUv6zht/CTnHkyCHMZjOVK1dm8OCh8jpbSXpAZAKuoJw3fY379GdQgOxnniPy+X+xa+tmEhLypxl/6KEO9OrVF622Yo7TKkllQSbgCsj5m6/wmPksCrCre0/MQSM5+NUGjEYjXl5ePPxwIHXr1rN1mJLk8GQCrmCcv/1ffvIVgs3t2vNunoF2P2zF09OTNm3a0bdvf5ydnW0dpiRVCDIBVyDafT/jMes5FCEIf+JJpv+8G7PZTF6eiVdffZ1u3XraOkRJqlDkLUwVhOb0n3hOfhLFaOTvMWN505w/Fq+3d2UaNGiASiWv65WksiaPgCsAVXQUno+NRpWVSWS3HqypUxePjAzc3T3QarXodLoSTQIpSZJ1yQTs6LKz8Rr3KOqkRGKbNGVNpy6oNBoee2wcgJxAUZJsSCZgRyYEHnNnoYk4y/WqPqwZOBgnD09GjBiFn18dOYGiJNmYTMAOTPfpx+g2f4NBq+XTocNwrVmT4OBHih06UpKksiUTsIPSHD+K28KXANg0aDDO7TvwyPBRVp/NV5KkeycTsCNKS0U38XFUJhMH2nfANHosYwYNliOYSVI5Y/XL0EJDQxk0aBABAQGsXbu2UHlcXBzjx49nxIgRBAUFsX//fmuHUKGZTCYyJo3D5epVon2rk7bwNQYPDpTJV5LKIasmYJPJxOLFi1m3bh0hISHs2LGDixcvFlhn9erVDB48mO+//5733nuP119/3ZohVGi5ubmcWvgSDQ6GYtBoSFi+is49esl52iSpnLJqAg4LC6Nu3br4+fnh5OREYGAge/fuLbCOoihkZmYCkJGRQbVq1awZQoWVlpbK96s/oOeXGwBImjufeoMG2zgqSZLuxKp9wImJiVSvXt3y2tfXl7CwsALrTJ8+ncmTJ7Nx40ZycnJYv379XetVFPD2drVmqDahVqseSDtiYmLY/O3XjNj8NW65uej79sX39Vfz3zgre1BtKGuO0A5HaAM4TjvuRZmfhAsJCWHkyJE89dRTnDx5knnz5rFjx447TuwoBA4xC4O3t6vV23HuXAQ7d26n+dkzNLtwAbOnJ5n/txpzWo5V93PTg2iDLThCOxyhDeA47fDx8Sj1NlbtgvD19SUhIcHyOjExEV9f3wLrbN68mcGD838a+/v7o9frSUlJsWYYFYIQgt9+O8wPP2xFk5XJ6AP5JzOzFr6OuUZNG0cnSVJJWDUBt27dmsjISKKjozEYDISEhNCvX78C69SoUYMjR44AcOnSJfR6PZUryxsDSsNkMvHjjzsJDf0VRVGY/PffuKamkPdQR3KfnGTr8CRJKiGrdkFoNBoWLVrElClTMJlMBAcH07hxY1atWkWrVq3o378/8+fPZ+HChXz22WcoisLbb78tz9IXYdmypQDMm/dygeU5OTls27aFqKgraLVaHq3fkLrL30ZoNGSseB/u0JUjSVL5YvU+4N69e9O7d+8Cy2bNmmV53qhRI/73v/9Ze7cVQkrKdbZs+Zbk5GTc3NwZNWIUzSc8jiIE2c/OwNSipa1DlCSpFOSdcHYiJiaarVu/IycnGx+fagQHj8EnZDvasFOYatYia/Y8W4coSVIpyQRsB8LDz7Jr1w5MJhP16zdg2LCROOfl4bYk/yaWrFdeBTc3G0cpSVJpyQRcjgkhOHz4IAcPhgLg79+e/v0HolKpcH1vGeqkRPLaP4Q++BEbRypJ0r2QCbicSktLJTz8LBkZGXh5edG3b38eeqgjiqKgionG9b//ASBz8dvyxJsk2SmZgMuh2NgYfvxxJ7m5OWRmZvDaa0vo0KGTpdxtyesoubnkjhiFsVNnG0YqSdL9kIdO5dDZs6fJzc1Bp3Ohbt36BUYyU4efxXnLtwgnJ7IWyoGMJMmeyQRcDuXk5Fiujfbw8CgwYabb22+iCEHOk5Mw16lrqxAlSbIC2QVRzgghuHo1idq161CzZs0CE2ZqTv6O848hCBcXsmfNtXGkkiTdL3kEXM4kJSVy/fp13N09aNq0eYHZit3eegOAnCnTELeNsSFJkv2RCbicCQ8/C0DVqlUL3KKtPXIIp1/3YfbwJHv6rOI2lyTJjsgEXI4IITh3LgKAqlV9CpS5vv0mADnTnkfIWY0lySHIPuByJCYmmoyMdLy8vBBCWJZrjxzC6cghzF7e5Ex73oYRSpJkTTIBlyMREfndD82ataB3776W5a7vvQtAztPTEB6eNolNkiTrk10Q5YTJZOLcuXMANG/+z6hmmpO/5/f9urmT8/Q0W4UnSdIDIBNwOREZ+Te5uTlUrepTYKJS1/9bAUDuxMmy71eSHIxMwOVERET+ybfmzVtYlqnDz+K8awdCpyN72nRbhSZJ0gMiE3A5kJeXx8WLfwEFE7Dr+zeOfp94Ul73K0kOSCbgcuDixQsYDAZq1qyFt3clAFRRV3DethWh0ZD9vLzuV5IckUzA5cC5c+FAwaNfl49Xo5hM6IePwlzbz1ahSZL0ABWbgPft24fZbC7LWCqknJwc/v77Eoqi0LRpcwCUtFR0Gzfklz83w5bhSZL0ABWbgHfu3MnAgQNZtmwZly5dKsuYKpQLF85jMpmoU6cu7u7uAOg2fIYqKxNDzz4YW7e1cYSSJD0oxd6IsXz5cjIzM9mxYwcLFixAURRGjRpFYGCgJVFI9+/m2A8tbs5obDDg8vFqALKfl0e/kuTI7tgH7O7uzqBBgxgyZAhXr15lz549jBo1ii+++KKs4nNomZkZREdHoVarady4KQDOWzejTojH2Kw5eX0H2DhCSZIepGKPgH/++We2bt1KVFQUw4cP59tvv6VKlSrk5OQQGBjI+PHjyzJOh3TuXARCCBo0aIhOpwMhcF39AQDZz86AW0ZDkyTJ8RSbgPfs2cPEiRPp2LFjgeUuLi4sWbLkgQdWEURE3Lz6Ib/7QXvkEJrwM5ir+qAfNcaWoUmSVAaK7YKoWrVqoeT77rv5g8J07dr1wUZVAaSkXCc+Pg4nJycaNmwEgMvHawDImfAUODvbMjxJkspAsQn48OHDhZaFhoY+0GAqkpvj/jZq1AStVosqOgqnXTsQGg25EyfbODpJkspCoS6Ir776iq+//pqoqCiCgoIsy7Oysmjfvv1dKwwNDWXJkiWYzWbGjBnD1KlTC62zc+dOPvjgAxRFoVmzZqxYseI+m2FfhBC3XP2Qf/OFy/p1KGYzuSOCMftWt2V4kiSVkUIJOCgoiF69erFy5UrmzJljWe7m5oa3t/cdKzOZTCxevJj169fj6+vL6NGj6devH40aNbKsExkZydq1a/n666/x8vIiOTnZeq2xE0lJSSQnX8PFxZW6detDdja6jZ8ByCEnJakCKdQFoSgKtWvXZtGiRbi5uVn+AFJTU+9YWVhYGHXr1sXPzw8nJycCAwPZu3dvgXU2bdrEE088gZeXFwBVqlSxUlPsx81bj5s2bYparUb33SZUqanktX8I40Md77K1JEmOotAR8Jw5c/joo48YNWoUiqIUmBpHUZRCCfVWiYmJVK/+z89nX19fwsLCCqwTGRkJwNixYzGbzUyfPp1evXrdMUhFAW9v1xI1qDxTq1V4eblw5cpFdDotnTt3wNvLBc36jwFQZs4q9+1Uq1XlPsaScIR2OEIbwHHacS8KJeCPPvoIyB8L4kEwmUxcuXKFL774goSEBMaNG8f27dvx9Cx+qh0hIDU1+4HEU5a8vV05e/YvEhKu4uHhiadnVTJ376PSmdOYq/qQ0n8wlPN2enu7OsxnYe/tcIQ2gOO0w8fHo9TbFErAZ8+eveMGLVu2LLbM19eXhIQEy+vExER8bxvH1tfXl7Zt26LVavHz86NevXpERkbSpk2b0sZul252PzRr1hxFUXD5LP/oN2f8BHnpmSRVMIUS8Ntvv13syoqisGHDhmLLW7duTWRkJNHR0fj6+hISElLoCocBAwYQEhJCcHAw169fJzIyEj+/ijHcotlstsz71qJFS5SkJJy3b0OoVOSOn2Tj6CRJKmuFEvD9jPOg0WhYtGgRU6ZMwWQyERwcTOPGjVm1ahWtWrWif//+9OzZk0OHDjFkyBDUajXz5s2jUqVK99UIe/H333+TnZ1FlSpVqFbNF5dVK1Dy8tA/HCjH/JWkCkgRt55lA44cOULXrl356aefitxg4MCBZRLYrcxmQXJyZpnv19r279/D0aPH6dGjF906daFyxzaoY2NI3fQ9eX362Tq8EnGU/jpHaIcjtAEcpx1W6QM+fvw4Xbt25ZdffilyA1skYEeQl5dnufutWbPmOO3ZjTo2BmODhuT16mPb4CRJsolCCXjmzJkAvPXWW2UejCP7++9L6PV6qlevQeXKVXC5celZ7sTJoJIzQ0lSRVTsaGgpKSl8+OGH/P777yiKQvv27Xn++ecrTH+ttUVE5F9d0rx5C1SX/8bp130InY7cRx+3cWSSJNlKsYdes2fPplKlSrz//vusWrWKypUr88ILL5RlbA4jNzfXMu9bs2bNcdn4OQD6EcGISpVtHJ0kSbZSbAK+evUqzz//PH5+fvj5+fHcc89VyHEbrOHChb8wGo3UrVsXDydndF/nX2mS86S89EySKrJiE3D37t0JCQnBbDZjNpvZuXMnPXr0KMvYHMbN7odWrVrhvHM7qmvXMLZsLcd9kKQKrlAfsL+/v2UMiM8//5wXX3wRyL+JwNXVlZdeeqnMg7RnmZmZREVdQaVS0axZc3Sz80eYy5nwlJxySJIquEIJ+OTJk7aIw2H99dc5zGYzDRs2wjUqCu3hg5jd3NGPfsTWoUmSZGPFXgUBkJaWxpUrV9Dr9ZZlt09TJN3ZrfO+qdatBUAf/AjCvfQXbUuS5FiKTcDffvstGzZsICEhgWbNmvHnn3/Srl27O44FIRWUlpZKbGwMWq2WRrVqo7rx3uVOkCffJEm6w0m4DRs2sHnzZmrWrMkXX3zB1q1b7zhkpFRYRMTNed8a4/FjCEpqKnn+7TG2bmvjyCRJKg+KTcBOTk443xge0WAw0LBhQy5fvlxmgTmCf26+aInLhvUA5D75lC1DkiSpHCm2C6J69eqkp6czYMAAJk2ahKenJzVr1izL2Oza1atXuXo1CZ3Ohcb6XLTHjyJc1eSOCLZ1aJIklRPFJuAPP/wQgBkzZtC5c2cyMjLo2bNnmQVm724OvN6kSVPcbtz5Rv9qcGN+PUmSpDteBXH27NkCY0E4OTmVVVx2TQhh6X5oWb8+ztO/yV8+pIYtw5IkqZwptg/4gw8+YP78+aSmppKSksKCBQv473//W5ax2a34+DhSU1Nxd/eg4YnjqNLTMLWsieg6zNahSZJUjhR7BLx9+3Z++OEHy4m4qVOnMnz4cJ577rkyC85e3Tz6bdasOa7vLgUga+pCXFpMLfeTbkqSVHaKPQKuVq1agRswDAZDoQk2pcJunffNX1HQ/n4Cs6cX+uGjbByZJEnlTaEj4DfeeANFUfDw8CAwMJDu3bujKAqHDh2qMDMX34+oqCtkZWVSqVIlau/cDkDuI2PxOjcO9SU1tP7WxhFKklReFErArVq1AvKnnw8ICLAs79SpU9lFZcdu3nrcul59dEvfAPKv/XXPnAMmOfOFJEn/KJSAR44caXluMBiIjIwEoH79+mi12jILrDxbtiy/X3fevJcLLDcajVy4cB6ADhcuoMrKJK9zV0zNmsOJMg9TkqRyrtiTcEePHmX+/PnUqlULIQTx8fG88847cjCeO7h8+W9yc3Op5lONqjeu/c2ZIO98kySpaMUm4HfeeYdPPvmEBg0aAHD58mXmzJnDli1byiw4e3Pz6oeuGg3a039irlwZ/dDhNo5KkqTyqtgEnJeXZ0m+kN8FkZeXVyZB2SO9Xs/FixcAaHPkEAC5jz4BOh0AhqoPo3aRXTiSJP2j2ATcqlUrXnnlFYYNy795YPv27ZYTdFJhFy9ewGg00rByFTw+XAVA7pMTLeU59Wbi7O0qrwOWJMmi2AT8+uuv8+WXX/LFF/kTSHbo0IHHH5dTqBfnZvdDnyuRKDk5GHr3xdSwsY2jkiSpPCsyAZtMJoYNG8aPP/7IpEmlGzw8NDSUJUuWYDabGTNmDFOnTi1yvd27dzNz5kw2b95M69atSx95OZKdnU1k5GVUikLDn34EIGfS0wXW8ToxBLVGBe122CJESZLKoSIvTFWr1dSvX5+4uLhSVWYymVi8eDHr1q0jJCSEHTt2cPHixULrZWZmsmHDBtq2dYyByW/O+9YtNxft5UuYatbCMPBhW4clSVI5V2wXRHp6OoGBgbRp0wYXFxfL8jVr1hRbWVhYGHXr1sXPzw+AwMBA9u7dS6NGjQqst2rVKp5++mk++eST+42/XLh580XXU38AkPvkJNDccaA5SZKk4hPwrFmzSl1ZYmIi1atXt7z29fUlLCyswDpnz54lISGBPn36lDgBKwp4e7uWOp4HRafLv5rB29uVtLQ0rl6Np4bJgM/hgwiNBqfnpuF0W7xqjQoFpVy1416o1Sq7bwM4RjscoQ3gOO24F4USsF6v5+uvvyYqKoomTZowevRoNFY6mjObzbz99tu89dZbpdpOCEgtR1cP5ObmX46XmprNsWN/kJubR58Ll1BMJnKHjyJD51noagcvoxmNRlWu2nEvvL1d7b4N4BjtcIQ2gOO0w8en9DOdF8qsL730EhqNhg4dOhAaGsrFixdZuHBhiSrz9fUlISHB8joxMbHACGpZWVn89ddfPPnkk0D+tD3PPvssq1evttsTcRERZ1GbTLQ6chCA3ElTilxP7zsStYsc0F6SpH8USsCXLl1i+/b8UbxGjx7NmDFjSlxZ69atiYyMJDo6Gl9fX0JCQlixYoWl3MPDg6NHj1pejx8/nnnz5tlt8k1OTiYxMYGOf1/CKTkZY/MW5HXtXuS6uX5Po5PXAUuSdItCCfjW7obSdj1oNBoWLVrElClTMJlMBAcH07hxY1atWkWrVq3o37///Udcjty89rfvmdMA5EyZlt9hXRRTNhjLKjJJkuyBIoQQty5o3ry55aoHIQR6vR6dTocQAkVR+OOPP8o8SLNZkJycWeb7Lc6yZUsRQlClShXczp5h5pcbMHt7k3zqHLgWfTLB68QQNBoVyXZ+HbCj9Nc5QjscoQ3gOO2wSh9wRESEVYJxdFlZmSiKwpCwPwHIfWJCsclXkiSpKPJi1Xt09epVaigKrcLPIlQqcoo5+SZJklQcmYDvgRCCa9eu0jk+DrXJiH5IEOY6dW0dliRJdkYm4HsQFxdLWlIiXaOuAJAz5RkbRyRJkj2SCbiUYmNjOHToAMNTruOZlUVOk6bkde951+1yaz6Bq6u8DliSpH/IBFxK589HkJOdzfM5OQCcCwyidnGXnt1CX/MJXOR1wJIk3UJO01tKSUmJ9Msz0NRo5LqLC6rHxpVoO8WQDPprDzg6SZLsiTwCLoX09DRiY2N5wZx/6XTu089Ss16Du2yVzzNsvBwPWJKkAuQRcCn89tthqsXH0TkjHb1Wi9P00o8YJ0mSdJNMwCWUlpbK6dNh9D5xHIBjrdsgvCvZOCpJkuyZTMAldOTIYTyuX8f/fARmReFg+462DkmSJDsnE3AJpKamcOZMGH1OHEVlMnGqWQuue3vbOixJkuycPAlXAkeOHMYtI50up/NHPdvXqUup68itPRlXN2drhyZJkh2TCfguUlKuc/bsaQb/fgK1MQ/94KEk+viUuh599WB5HbAkSQXILoi7OHLkMM5ZWXQPOwVA9r/m3FM9qtwYyI62YmSSJNk7mYDv4Pr1ZM6ePU2PU3+gzc3F0LsvRv+H7qkujzNTUR+bYOUIJUmyZzIB38GRI4dxzsmh943p5rNfeNHGEUmS5EhkAi5GcnIy4eFn6P3HCZyzsjB071nsfG+SJEn3QibgYhw+fBCXrCx6/fE7AFkvLSx+vjdJkqR7IBNwEa5du8a5c+H0/f04Trk5GPoNwNilq63DkiTJwcjL0Ipw5MhB3DMz6HHyxtHv/IX3XWdO3Rm4ucnxgCVJ+odMwLe5evUq585FMPzYUTQGA/rBQzG2a3/f9Rp8BuMqrwOWJOkWMgHf5siRg1S+fp0up/5AKApZ8162Sr3qrAug1gF+VqlPkiT7JxPwLZKSkjh3LoIJB35FbTKR89g4TC1bWaVu94hZcjxgSZIKkCfhbnHkyEHqR0fR6q/zCFdXshf829YhSZLkwOQR8A2JiYn8dS6Cmft/ASB7+r8wV69R5LrzrNQtIUlSxSaPgG84fPgA/uFnqZ0Qj6lGTbKfnWHrkCRJcnBWT8ChoaEMGjSIgIAA1q5dW6h8/fr1DBkyhKCgICZMmEBsbKy1Qyi1xMQEos6cZsiB/QBkvbwI3NxsHJUkSY7OqgnYZDKxePFi1q1bR0hICDt27ODixYsF1mnevDnfffcd27dvZ9CgQbz77rvWDOGeHDp0gEGHDuCVmUFe+4fQjxlr9X1k138Rc3PZdSFJ0j+smoDDwsKoW7cufn5+ODk5ERgYyN69ewus06VLF1xcXABo164dCQkJ1gyh1BIS4sk5dIDuJ39HqFRkvLsKVNbvmcmr0hfhO8Dq9UqSZL+sehIuMTGR6tWrW177+voSFhZW7PqbN2+mV69ed61XUcDb29UqMd7ux5DfGP3zblRCYJo5E4+epZ/tokRST6FOV+Ht3ebB1F9G1GrVA/ssypIjtMMR2gCO0457YbOrILZt28aZM2fYuHHjXdcVAlIfwB1k8fFxuG/cSO34eIw1apI6ax7iAd2p5nXiX6BRkWrn1wF7e7s+kM+irDlCOxyhDeA47fDx8Sj1NlZNwL6+vgW6FBITE/H19S203uHDh1mzZg0bN27Eycl24yOEbdvC6NAbJ96WvotwL/0bKEmSdK+s2tnZunVrIiMjiY6OxmAwEBISQr9+/QqsEx4ezqJFi1i9ejVVqlSx5u5LJS46iq5rV6PLM5A1OBDDkKE2i0WSpIrJqkfAGo2GRYsWMWXKFEwmE8HBwTRu3JhVq1bRqlUr+vfvz7Jly8jOzmbWrFkA1KhRgzVr1lgzjBLJfPM12sZEk+vtTc7KD+RYv5IklTlFCCFsHcTdmM2C5ORMq9WXvP8XGo0dhcZkIumTDShBI6xWd3G8TgxBo1GRLPuAywVHaIcjtAEcpx027wO2Czk5VPnX82hMJi4PGIh7GSRfgKxGr+Lh7lwm+5IkyT5UuASsmvksVWJjSK5UCc2q1WW2X6N3Z4QcD1iSpFtUqLEgdF9uoMq2LeRpNJxa+Do6H58y27cm9SjKtcNltj9Jksq/CnMErDn9J24vzQbgh8FD6fQAbje+E7eLr6OS4wFLknSLCnEErCQm4jnxCVQGA7+1aYf6qafR6XS2DkuSpArO8RNwVhZe4x5BHR1FVPUa7B4SyEMPdbR1VJIkSQ6egE0mPKc9hfbPk6RVqcqnI0fj37WHPPqVJKlccNw+YCFwXzAX5927MHp68dHwkZiqVKV9+w62jkySHIbJZCQl5SpGo+Ge60hMVLCD2xEsNBonKlXyQa2+//TpmAlYCNz+PR+Xzz5BODmx5clJXNXp6NWpM87OtrkWN7Pp23h4yCNvybGkpFxFp3PFza06yj3eTapWqzCZzFaO7MEQQpCVlU5KylWqVi16yrLScLwuCCFwe/UVXNeuRmi1/PXWco7rdLi4uOLv/5DNwjJ5tAHvdjbbvyQ9CEajATc3z3tOvvZGURTc3Dzv64j/Vo6VgM3m/OS75gOEVkvaJ1+w88YXo2NH2x39AmiTf0FJ/Nlm+5ekB6W0yXfZsqUsW7b0AUXz4FnzPxvH6YLQ6/GY9Ry6Ld8itFrSP/mC802aEBd2ChcXV9q3t93RL4Dr5XfldcCSJBXgEAlYSUvFc9I4nA6GYnZzJ/3TLzD06cehjZ8D0KlTF5uOOyxJ0oOVnHyN999fQUREOO7uHri5uREefgY/v7okJibg7u6Om5s7Xl7ezJ+/kCeeGEOdOnUxGvNo2rQ5CxYsQqPR8McfJ/jf/zaybNn/lUncdp+A1efP4Tl5PJq/zmPyrc77gwYTd/wowXXqEB8fh6urG/7+7W0dpiRJN6Snp5OenkZsbAy1atW+7/qEELz88osMHhzI66+/BcCFC3+RnZ1F27b+LFnyGt269aBv3/w5GePj46hVqxafffYVJpOJF154nn379jBw4OD7jqW07DoBO3+3CY85M1GyszE2a07al98S9/VGhBAcOnQQgM6d5dGvJJWFzZu/4e+/L91xnfT0dL7/fjNCCM6cOU23bj3w9vbCbC76MrQGDRoyevSjd6zzjz9OoNFoGDFitGVZ48ZNShSzWq2mefOWXL2aVKL1rc0+T8JlZuI+9194PjsFJTub3OBHSNm1D7NfHQBSUq6TkBCPm5s77drJo19JKi/S09MQQuDsrMNsNpOennbfdf799yWaNm12T9vq9XrCw8/QuXO3+47jXtjdEbA29Fc8Zs9AHXUF4eRE5pvvkDvhKcuMFmlpaYSF/Un79h3o128AWq3WxhHny2y+Cg9PHZhsHYkkPRh3O1IFiI2N4cyZ05jNZvz92zN37nzq1KlT5tcBx8bGMnHi48THx9K1aw8aNWpcpvu/yW6OgJWrV3GfPQPv0cNQR10hr3VbUn78hdyJky3JNzY2hl9/3ceVK5c5fvwYVatWs3HU/zC5NQaPprYOQ5Jsqlat2nTr1oM2bdoyd+58q/QB16/fgPPnz5Uyjvw+4G++2cb58xEcPLj/vuO4F/aRgFcsp3IXf1w2fo7Qasmav5DUH/dhatW6wGrR0VGYTCacnXX4+FQlISHORgEX5nR1F0rcdluHIUk25+npSe3aflZJvgAPPdQRg8HAtm1bLMsuXrzAn3+evOu23t7eTJs2gy+++MwqsZSWXSRg1bx5qDLS0Q8YSMqvR8iePQ+K6Frw86uDq6srHh4e+PhUw+9Gn3B54HLlP6j+es/WYUiSw1EUhbfeWs6JE8d45JHhjBv3CB999AGVK5ds1vVevfqQm5trSdgnThxn5Mghlr8zZ8IeXOz2MCmn6NKFtBfmkdcv4K7rLlw4n/T0NF566RWr/Q9rDXJSzvLFEdpRHtqQkHCF6tXr3lcd9jQWxE1FtdthJ+UUh4+QV8JZkT09PfH09CxXyVeSJKkodtEFIUmS5Ijs4gi4NObNe9nWIUhShSKEqDCjoQFWHbvY4RJweZXRai2eni5gnVHsJKlc0GicyMpKrzBDUt4cD1ijsc7dtTIBlxGzrja4uoLBvk/8SNKtKlXyISXlKpmZqfdch6LY54wYVqnLKrVId+Wc8B1KhjN4DLV1KJJkNWq15r5nhigPV3PYitVPwoWGhjJo0CACAgJYu3ZtoXKDwcC//vUvAgICGDNmDDExMdYOoVzSxXyC6tIaW4chSVI5YtUEbDKZWLx4MevWrSMkJIQdO3Zw8eLFAut8++23eHp6smfPHiZOnMjy5cutGYIkSZLdsGoCDgsLo27duvj5+eHk5ERgYCB79+4tsM6+ffsYOXIkAIMGDeLIkSN21f8jSZJkLVbtA05MTKR69eqW176+voSFhRVap0aN/D4jjUaDh4cHKSkpVK5cudh6VSrlnu4yKVcGHwDAOl33tmX3n8UNjtAOR2gDOE47SkveiCFJkmQjVk3Avr6+JCQkWF4nJibi6+tbaJ34+HgAjEYjGRkZVKpUyZphSJIk2QWrJuDWrVsTGRlJdHQ0BoOBkJAQ+vXrV2Cdfv36sXXrVgB2795Nly5dKsQF3JIkSbez+mho+/fvZ+nSpZhMJoKDg3n22WdZtWoVrVq1on///uj1el588UUiIiLw8vLivffew8/Pz5ohSJIk2QW7GI5SkiTJEcmTcJIkSTYiE7AkSZKNlKsE7Ai3Md+tDVu2bKFLly4MHz6c4cOH8+2339ogyjtbsGABXbt2ZejQosetEELw5ptvEhAQQFBQEGfPni3jCEvmbu04evQoDz30kOWz+OCDD8o4wruLj49n/PjxDBkyhMDAQD7//PNC69jD51GSdtjD56HX6xk9ejTDhg0jMDCQ999/v9A6pcpTopwwGo2if//+IioqSuj1ehEUFCQuXLhQYJ2NGzeKf//730IIIXbs2CFmzZplg0iLV5I2fPfdd+L111+3UYQlc+zYMXHmzBkRGBhYZPmvv/4qJk+eLMxmszh58qQYPXp0GUdYMndrx2+//SamTp1axlGVTmJiojhz5owQQoiMjAwxcODAQt8pe/g8StIOe/g8zGazyMzMFEIIYTAYxOjRo8XJkycLrFOaPFVujoAd4TbmkrTBHnTs2BEvL69iy/fu3cuIESNQFIV27dqRnp5OUlJSGUZYMndrhz2oVq0aLVu2BMDd3Z0GDRqQmJhYYB17+DxK0g57oCgKbm5uQP59DEajsdBltKXJU+UmARd1G/PtH1BxtzGXFyVpA8BPP/1EUFAQM2fOtNyUYk9ub2f16tXt8h8TwKlTpxg2bBhTpkzhwoULtg7njmJiYoiIiKBt27YFltvb51FcO8A+Pg+TycTw4cPp1q0b3bp1K/LzKGmeKjcJuKLo27cv+/btY/v27XTr1o2XXnrJ1iFVWC1btmTfvn388MMPjB8/nueff97WIRUrKyuLmTNn8vLLL+Pu7m7rcO7ZndphL5+HWq1m27Zt7N+/n7CwMP766697rqvcJGBHuI25JG2oVKkSTk7505mMGTOmXJ4wuZvb25mQkFConfbA3d3d8nOyd+/eGI1Grl+/buOoCsvLy2PmzJkEBQUxcODAQuX28nncrR328nnc5OnpSefOnTlw4ECB5aXJU+UmATvCbcwlacOtfXP79u2jYcOGZR3mfevXrx/ff/89QghOnTqFh4cH1apVs3VYpXb16lVL31xYWBhms7lc/YcO+Vc4vPLKKzRo0IBJkyYVuY49fB4laYc9fB7Xr18nPT0dgNzcXA4fPkyDBg0KrFOaPFVupiTSaDQsWrSIKVOmWG5jbty4cYHbmEePHs2LL75IQECA5Tbm8qQkbfjiiy/Yt28farUaLy8v3nrrLVuHXcjs2bM5duwYKSkp9OrVixkzZmA0GgF47LHH6N27N/v37ycgIAAXFxeWLl1q44iLdrd27N69m6+//hq1Wo1Op2PlypXl6j90gN9//51t27bRpEkThg8fDuS3Ky4uDrCfz6Mk7bCHzyMpKYn58+djMpkQQvDwww/Tt2/fe85T8lZkSZIkGyk3XRCSJEkVjUzAkiRJNiITsCRJko3IBCxJkmQjMgFLkiTZiEzAUqldvXqVF154gQEDBjBq1CiefvppLl++fMdt/P39gfzbUIsbnaw07qeeV155hYsXLwKwZs2aUu+3TZs2lkupHoSQkBBWr15dZFlUVBTDhw+3vJ+SfZMJWCoVIQTTp0+nU6dO/Pzzz2zZsoU5c+aQnJxs69BKbMmSJTRq1AiAjz76qNTb16lTh23btlk7LIvQ0FB69uxpk31LZavc3Igh2YfffvsNjUbDY489ZlnWrFkzy/N169axa9cuDAYDAQEBzJw5s0T1vvDCCwwfPpw+ffoAMH/+fPr06UNAQADLly/n2LFjGAwGnnjiCcaOHVtgW71ez2uvvcaZM2dQq9XMnz+fLl26YDKZWL58OQcOHEBRFB555BHGjx/P+PHjmTdvHrt37yY3N5fhw4fTqFEj6tSpg5eXFxMnTgTgvffeo3LlykyYMKHYuGNiYpgyZQrt2rXj5MmTtGrViuDgYN5//32uX7/O8uXLadOmDf/5z3+IiYkhOjqa+Ph4FixYwKlTpzhw4ADVqlVjzZo1aLVahBBERETQsmVLjh07xpIlS4D8Ubg2btxo1+NASIXJI2CpVC5cuGAZVvB2Bw8e5MqVK2zevJlt27Zx9uxZjh8/XqJ6hwwZwq5du4D8Aa2PHDlCnz592Lx5Mx4eHnz33Xd89913bNq0iejo6ALbfvnllwBs376dFStWMH/+fPR6Pd988w2xsbF8//33bN++naCgoALbzZ07F51Ox7Zt21ixYgXBwcGWo0uz2UxISAjDhg27a+xRUVFMmjSJXbt2cfnyZbZv387XX3/NvHnzCnRxREVF8fnnn7N69WpefPFFOnfuzPbt29HpdOzfvx+A8PBwmjVrhqIofPrppyxatIht27bx5ZdfotPpSvReSvZDHgFLVnPo0CEOHTrEiBEjAMjOziYyMpKOHTveddtevXqxZMkSDAYDoaGhdOjQAZ1Ox6FDhzh//jy7d+8GICMjgytXrlCvXj3Ltr///jvjxo0DoGHDhtSsWZPLly9z5MgRxo4di0aT/zX39va+Ywy1a9fG29ub8PBwrl27RosWLUo0FkHt2rVp2rQpAI0aNaJr164oikLTpk2JjY0t0EatVkuTJk0wmUz06tULgCZNmlhmTThw4IBlefv27Xn77bctg9fcHKhGchwyAUul0rhxY0syvJ0QgqlTpxbqIigJZ2dnOnXqxIEDB9i1axdDhgyx1Llw4cJCfaIPajqqMWPGsGXLFq5du0ZwcHCJtrk5uh2ASqWyvFYUBZPJVGg9lUqFVqu1jHOgUqks6x06dMgyzc3UqVMt4zw89thjrFu3zi4Hb5KKJ7sgpFLp0qULBoOBb775xrLs3LlznDhxgh49evDdd9+RlZUF5A/HWZqTc0OGDGHLli2cOHHCknB79OjB119/TV5eHgCXL18mOzu7wHYdOnRg+/btlvL4+HgaNGhAt27d+OabbywD8KSmphbap0ajsdQNMGDAAA4cOMDp06fp0aNHiWO3hoyMDIxGo+WoOyoqiqZNmzJ16lRat2591ytNJPsjj4ClUlEUhQ8++IClS5fy8ccf4+zsTK1atXj55ZepV68ely5dshwBu7q68u6771KlSpUS1d29e3fmzZtH//79C4yZHBsby6hRoxBCUKlSJf773/8W2O7xxx/ntddeIygoCLVazVtvvYWTkxNjxowhMjKSYcOGodFoeOSRRyxdFTc98sgjDBs2jBYtWrBixQqcnJzo3Lkznp6eqNVqK7xjJXfo0CG6detmef35559z9OhRFEWhcePGlq4JyXHI0dAk6RZms5mRI0eyatWqAv3MN8XExDBt2jR27Nhh9X2/8sorjBkzhnbt2t11XX9/f06ePGn1GKSyJbsgJOmGixcvEhAQQNeuXYtMvpA/HU1GRsYDuRFjyZIld02+N2/EKOmvCql8k0fAkiRJNiKPgCVJkmxEJmBJkiQbkQlYkiTJRv4fWaeYt4odrNIAAAAASUVORK5CYII=\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"results_ctrl = np.loadtxt(results_ctrl_file)\n",
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"\n",
"v_min = 0.\n",
"v_max = 3.\n",
"\n",
"v_ctrl = results_ctrl[:,0]\n",
"probs_ctrl = results_ctrl[:,3]\n",
"probs_ctrl_err = results_ctrl[:,4]\n",
"\n",
"fit_bounds=(0, [1, np.inf, np.inf])\n",
"\n",
"ind_vmax = v_ctrl <= v_max\n",
"v_ctrl = v_ctrl[ind_vmax]\n",
"probs_ctrl = probs_ctrl[ind_vmax]\n",
"probs_ctrl_err = probs_ctrl_err[ind_vmax]\n",
"\n",
"popt_ctrl, pcov_ctrl = curve_fit(logistic_growth, v_ctrl, probs_ctrl,\n",
" sigma = probs_ctrl_err, absolute_sigma=False,\n",
" bounds = fit_bounds)\n",
"\n",
"v_plot = np.linspace(v_min, v_max, 100)\n",
"\n",
"with sns.axes_style(\"darkgrid\"):\n",
" plt.figure(0,(5,3.5))\n",
" plt.errorbar(v_ctrl, probs_ctrl, probs_ctrl_err, color='k', marker='.', alpha=.5, label='CTRL', lw=2, zorder=1)\n",
" plt.plot(v_plot, logistic_growth(v_plot, *popt_ctrl), 'r-', alpha=1, lw=2, zorder=100)\n",
" plt.axhline(1, c='C0', ls='--', lw=1.5)\n",
" plt.vlines(0.5, -0.1, 0.5, ls='--', color='orange', lw=1.5)\n",
" plt.xlim(0,3)\n",
" plt.ylim(0,1.05)\n",
" plt.xlabel(\"Cell velocity [mm/s]\")\n",
" plt.ylabel(\"Probability\")\n",
" plt.title(\"Probability for deformed cell\", fontsize=12)\n",
" plt.legend(loc='lower right')\n",
" plt.tight_layout()\n",
"\n",
" savename = \"fig2A_explain_LogGrowth_FitValues\"\n",
" savepath = os.path.join(savefolder,savename)\n",
" plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"## Panels B-D"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"outputs": [],
"source": [
"#define a color seed for each patient\n",
"color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n",
" 'KM': 'C3', 'LM': 'C4'}"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
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"outputs": [],
"source": [
"def deformed_probability_curve(df, v_min=0, v_max=3, binsize=.25):\n",
" \"\"\"Compute the values for the shape probability diagram to find a cell\n",
" in a deformed state for velocities between v_min and v_max in the DataFrame df\n",
"\n",
" returns: *tuple* (deformed_bins, deformed_hist_normal)\n",
" - deformed_bins: *array* limits for the bin ranges of the histogram\n",
" - normalized counts for each velocity range\n",
" \"\"\"\n",
"\n",
" bins = int(v_max/binsize) #number of Bins in histogram\n",
" #find index of cells in a deformed state. Class definitions are:\n",
" #1-parachute, 2-slipper, 3-asym. parachute, 5-multilobe, 7-undefined deformed\n",
" #4-discocyte/undeformed, 6-tumbler\n",
" deformed_index = ((df['shape'] == 1)\n",
" | (df['shape'] == 2)\n",
" | (df['shape'] == 3)\n",
" | (df['shape'] == 5)\n",
" | (df['shape'] == 7))\n",
"\n",
" #create new column in df that is True for deformed state\n",
" df['deformed'] = False\n",
" df['deformed'][deformed_index] = True\n",
"\n",
" df_deformed = df[deformed_index]\n",
"\n",
" deformed_hist, deformed_bins = np.histogram(np.array(df_deformed['velocity']),\n",
" range = (v_min,v_max),\n",
" bins = bins)\n",
" #get the counts for all events to use for normalization\n",
" all_hist, all_bins = np.histogram(np.array(df['velocity']),\n",
" range = (v_min,v_max),\n",
" bins = bins)\n",
"\n",
" #normalize the deformed histogram\n",
" deformed_hist_normal = deformed_hist/all_hist\n",
"\n",
" return deformed_bins, deformed_hist_normal"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"outputs": [],
"source": [
"#define dict to store fit values\n",
"dict_fitvalues = {}\n",
"\n",
"def dict_fit_values_patient(patient, dict_fitvalues):\n",
" result_summary_folder = r\"data\\shape_analysis\\result_summaries\"\n",
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"\n",
" v_min = 0.\n",
" v_max = 3.\n",
" binsize = 0.25\n",
"\n",
" #bounds of the parameters in the logistic growth function for our example\n",
" #f(x, A, x_0, k) = A/(1+np.exp(-k*(x-x_0)))\n",
" # 0<A<1, 0<x_0<inf, 0<x_k<inf\n",
" fit_bounds=(0, [1, np.inf, np.inf])\n",
"\n",
" result_file = os.path.join(result_summary_folder, patient + \"_results_MCFM.tsv\")\n",
" df_results = pd.read_csv(result_file, sep='\\t')\n",
"\n",
" dates = np.unique(df_results['date'])\n",
" dates = np.sort(dates)\n",
" day0 = pd.to_datetime(dates[0])\n",
"\n",
" #create dataframes to save fit parameters\n",
" df_fit_all = pd.DataFrame()\n",
" df_fit_healthy = pd.DataFrame()\n",
" df_fit_unhealthy = pd.DataFrame()\n",
"\n",
" for num, date in enumerate(dates):\n",
" df_date = df_results[df_results['date']==date]\n",
" #create new Dataframe to work with, leave out skipped cells\n",
" df = df_date[df_date['shape'] != 0]\n",
"\n",
" healthy_index = df['health'] == 0\n",
" df_healthy = df[healthy_index]\n",
" unhealthy_index = df['health'] == 1\n",
" df_unhealthy = df[unhealthy_index]\n",
"\n",
" #calculate percentage of healthy cells in sample\n",
" percentage_healthy = len(df_healthy)/len(df)\n",
"\n",
" bins, deformed_curve = deformed_probability_curve(df, v_min=v_min, v_max=v_max, binsize=binsize)\n",
" bins_healthy, deformed_curve_healthy = deformed_probability_curve(df_healthy,\n",
" v_min=v_min, v_max=v_max, binsize=binsize)\n",
" bins_unhealthy, deformed_curve_unhealthy = deformed_probability_curve(df_unhealthy,\n",
" v_min=v_min, v_max=v_max, binsize=binsize)\n",
"\n",
" bins_plot = bins[:-1]+binsize/2\n",
"\n",
" #exclude nan values before fitting\n",
" ind_nonnan_all = ~np.isnan(deformed_curve)\n",
" ind_nonnan_healthy = ~np.isnan(deformed_curve_healthy)\n",
" ind_nonnan_unhealthy = ~np.isnan(deformed_curve_unhealthy)\n",
"\n",
" popt_all, pcov_all = curve_fit(logistic_growth,\n",
" bins_plot[ind_nonnan_all], deformed_curve[ind_nonnan_all],\n",
" bounds = fit_bounds)\n",
" popt_healthy, pcov_healthy = curve_fit(logistic_growth, bins_plot[ind_nonnan_healthy],\n",
" deformed_curve_healthy[ind_nonnan_healthy],\n",
" bounds = fit_bounds)\n",
" popt_unhealthy, pcov_unhealthy = curve_fit(logistic_growth, bins_plot[ind_nonnan_unhealthy],\n",
" deformed_curve_unhealthy[ind_nonnan_unhealthy],\n",
" bounds = fit_bounds)\n",
"\n",
" #days since treatment start\n",
" treatment_days = (pd.to_datetime(date) - day0).days\n",
"\n",
" df_fit_all = df_fit_all.append({'A': popt_all[0], 'x0': popt_all[1],\n",
" 'k': popt_all[2], 'days': treatment_days,\n",
" 'percent healthy': percentage_healthy},\n",
" ignore_index=True)\n",
" df_fit_healthy = df_fit_healthy.append({'A': popt_healthy[0],\n",
" 'x0': popt_healthy[1],\n",
" 'k': popt_healthy[2],\n",
" 'days': treatment_days}, ignore_index=True)\n",
" df_fit_unhealthy = df_fit_unhealthy.append({'A': popt_unhealthy[0],\n",
" 'x0': popt_unhealthy[1],\n",
" 'k': popt_unhealthy[2],\n",
" 'days': treatment_days}, ignore_index=True)\n",
"\n",
" dict_fitvalues[patient] = {'all': df_fit_all, 'healthy': df_fit_healthy, 'unhealthy': df_fit_unhealthy}\n",
"\n",
" return dict_fitvalues"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Fill dictionary with patient data"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
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"outputs": [],
"source": [
"patients = ['VS', 'VL', 'RS', 'LM', 'KM']\n",
"labels = [\"P1\", \"P2\", \"P3\", \"P4\", \"P5\"]\n",
"\n",
"for patient in patients:\n",
" dict_fitvalues = dict_fit_values_patient(patient, dict_fitvalues)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Plot data for P1-P3"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"text/plain": "<Figure size 720x432 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 720x432 with 4 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 720x432 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = [\"P1\", \"P2\", \"P3\"]\n",
"\n",
"# plot variables\n",
"fontsize = 18\n",
"linewidth = 5\n",
"markersize = 12\n",
"results_ctrl = np.loadtxt(results_ctrl_file)\n",
"\n",
"v_ctrl = results_ctrl[:,0]\n",
"probs_ctrl = results_ctrl[:,3]\n",
"probs_ctrl_err = results_ctrl[:,4]\n",
"\n",
"fit_bounds=(0, [1, np.inf, np.inf])\n",
"\n",
"v_min = 0.\n",
"v_max = 3.\n",
"binsize = 0.25\n",
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"\n",
"ind_vmax = v_ctrl <= v_max\n",
"v_ctrl = v_ctrl[ind_vmax]\n",
"probs_ctrl = probs_ctrl[ind_vmax]\n",
"probs_ctrl_err = probs_ctrl_err[ind_vmax]\n",
"\n",
"popt_ctrl, pcov_ctrl = curve_fit(logistic_growth, v_ctrl, probs_ctrl,\n",
" sigma = probs_ctrl_err, absolute_sigma=False,\n",
" bounds = fit_bounds)\n",
"\n",
"with sns.axes_style('darkgrid'):\n",
"\n",
" # plot control values in every plot\n",
" for ii in range(3):\n",
" if ii==1:\n",
" plt.figure(ii,(10,6))\n",
" else:\n",
" plt.figure(ii,(10,6))\n",
"\n",
" fig = plt.figure(1,(11,6))\n",
" height_ratio = 4\n",
" spec = gridspec.GridSpec(ncols=2, nrows=2, figure=fig, height_ratios=[1,height_ratio])\n",
"\n",
" params = ['A', 'x0', 'k']\n",
" plot_titles = ['Normocytes', 'Acanthocytes']\n",
" ylims = [(.5,1), (.3,.85),(0,22.5)]\n",
"\n",
" for jj, patient in enumerate(patients):\n",
" data = dict_fitvalues[patient]\n",
" color = color_dict[patient]\n",
"\n",
" for ii in range(len(params)):\n",
" para = params[ii]\n",
" fig = plt.figure(ii)\n",
"\n",
" for n, health in enumerate(['healthy', 'unhealthy']):\n",
" df_plot = data[health]\n",
" if para=='x0':\n",
" ax1=plt.subplot(spec[0, n])\n",
" ax2=plt.subplot(spec[1, n])\n",
"\n",
" if jj==0:\n",
" ax1.set_title(r'${}$ - {}'.format(\"v_0\", plot_titles[n]), fontsize=fontsize+2)\n",
" # hide the spines between ax1 and ax2\n",
" ax1.spines['bottom'].set_visible(False)\n",
" ax2.spines['top'].set_visible(False)\n",
" ax1.tick_params(labeltop=False, labelbottom=False) # don't put tick labels at the top\n",
"\n",
" d = .015 # how big to make the diagonal lines in axes coordinates\n",
" # arguments to pass to plot, just so we don't keep repeating them\n",
" kwargs = dict(transform=ax1.transAxes, color='k', clip_on=False)\n",
" ax1.plot((-d, +d), (-height_ratio*d, +height_ratio*d), **kwargs) # top-left diagonal\n",
" ax1.plot((1 - d, 1 + d), (-height_ratio*d, +height_ratio*d), **kwargs) # top-right diagonal\n",
"\n",
" kwargs.update(transform=ax2.transAxes) # switch to the bottom axes\n",
" ax2.plot((-d, +d), (1 - d, 1 + d), **kwargs) # bottom-left diagonal\n",
" ax2.plot((1 - d, 1 + d), (1 - d, 1 + d), **kwargs) # bottom-right diagonal\n",
"\n",
" ax1.set_ylim(1.1,1.25)\n",
" ax2.set_ylim(.3,.8)\n",
" ax2.set_xlabel(xlabel, fontsize=fontsize)\n",
"\n",
" ax1.tick_params(axis='both', which='both', labelsize=fontsize-2)\n",
" ax1.set_xticks([0,100,200,300])\n",
" ax2.tick_params(axis='both', which='both', labelsize=fontsize-2)\n",
" ax2.set_xticks([0,100,200,300])\n",
"\n",
" if health=='unhealthy':\n",
" ax2.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n",
" lw=1.5*linewidth, alpha=.75, label='CTRL')\n",
" ax1.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n",
" lw=1.5*linewidth, alpha=.75, label='CTRL')\n",
" else:\n",
" ax2.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n",
" lw=1.5*linewidth, alpha=.75, label='CTRL')\n",
"\n",
" ax1.plot(df_plot['days'][:-1], df_plot[para][:-1], c=color, label=labels[jj],\n",
" marker='X', lw=linewidth, markersize=markersize)\n",
" ax1.plot(df_plot['days'][-2:], df_plot[para][-2:], '--', c=color,\n",
" marker='X', lw=linewidth, markersize=markersize)\n",
" ax2.plot(df_plot['days'][:-1], df_plot[para][:-1], c=color, label=labels[jj],\n",
" marker='X', lw=linewidth)\n",
" ax2.plot(df_plot['days'][-2:], df_plot[para][-2:], '--', c=color,\n",
" marker='X', lw=linewidth, markersize=markersize)\n",
"\n",
" if patient == 'RS' and health=='unhealthy':\n",
" ax1.legend(ncol=2, fontsize=fontsize-4)\n",
"\n",
" if health=='unhealthy':\n",
" ax1.get_yaxis().set_ticklabels([])\n",
" ax2.get_yaxis().set_ticklabels([])\n",
"\n",
" else:\n",
" ax=plt.subplot(1,2,n+1)\n",
"\n",
" if jj==0:\n",
" if health=='unhealthy':\n",
" plt.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n",
" lw=1.5*linewidth, alpha=.75, label='CTRL')\n",
" else:\n",
" plt.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n",
" lw=1.5*linewidth, alpha=.75)\n",
"\n",
" plt.plot(df_plot['days'][:-1], df_plot[para][:-1], c=color, label=labels[jj],\n",
" marker='X', lw=linewidth, markersize=markersize)\n",
" plt.plot(df_plot['days'][-2:], df_plot[para][-2:], '--', c=color,\n",
" marker='X', lw=linewidth, markersize=markersize)\n",
"\n",
" plt.ylim(ylims[ii])\n",
" plt.xlabel(xlabel, fontsize=fontsize)\n",
" plt.tick_params(axis='both', which='both', labelsize=fontsize-2)\n",
" plt.xticks([0,100,200,300])\n",
" plt.title(r'${}$ - {}'.format(para, plot_titles[n]), fontsize=fontsize+2)\n",
"\n",
" if health=='unhealthy':\n",
" ax.get_yaxis().set_ticklabels([])\n",
"\n",
" fig = plt.figure(0)\n",
" # fig.supylabel(\"Plateau probability\", fontsize=fontsize)\n",
" plt.legend(ncol=2, fontsize=fontsize-4, title_fontsize=fontsize)\n",
" plt.tight_layout()\n",
" savename = \"fig2B_plateau_probability_dasatinib\"\n",
" savepath = os.path.join(savefolder,savename)\n",
" plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')\n",
"\n",
" fig=plt.figure(1)\n",
" # fig.supylabel(\"Transition velocity [mm/s]\", fontsize=fontsize)\n",
" savename = \"fig2C_transition_velocity_dasatinib\"\n",
" savepath = os.path.join(savefolder,savename)\n",
" plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')\n",
"\n",
" fig = plt.figure(2)\n",
" fig.supylabel(r\"Growth rate [(mm/s)$^{-1}$]\", fontsize=fontsize)\n",
" plt.legend(ncol=2, fontsize=fontsize-4, title_fontsize=fontsize)\n",
" plt.tight_layout()\n",
" savename = \"fig2D_growth_rate_dasatinib\"\n",
" savepath = os.path.join(savefolder,savename)\n",
" plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"## Panel E"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"text/plain": "<Figure size 576x432 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS', 'LM', 'KM']\n",
"labels = [\"P1\", \"P2\", \"P3\", \"P4\", \"P5\"]\n",
"\n",
"fontsize = 24\n",
"lw = 5\n",
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"\n",
"with sns.axes_style('darkgrid'):\n",
" plt.figure(0,(8,6))\n",
"\n",
" for jj, patient in enumerate(patients):\n",
" data = dict_fitvalues[patient]\n",
" color = color_dict[patient]\n",
"\n",
" # plot percentage of acanthocytes\n",
" df_all = data['all']\n",
"\n",
" if patient=='LM':\n",
" plt.plot(df_all['days'][:-2], (1-df_all['percent healthy'][:-2])*100, c=color, lw=lw, label=labels[jj])\n",
" plt.plot(df_all['days'][-3:], (1-df_all['percent healthy'][-3:])*100, '--', lw=lw, c=color)\n",
" else:\n",
" plt.plot(df_all['days'][:-1], (1-df_all['percent healthy'][:-1])*100, c=color, lw=lw, label=labels[jj])\n",
" plt.plot(df_all['days'][-2:], (1-df_all['percent healthy'][-2:])*100, '--', lw=lw, c=color)\n",
"\n",
" plt.ylim(0,100)\n",
" plt.xlabel(xlabel, fontsize=fontsize+2)\n",
" plt.ylabel(\"Acanthocytes %\", fontsize=fontsize+2)\n",
" plt.tick_params(axis='both', which='both', labelsize=fontsize)\n",
"\n",
" plt.figure(0)\n",
" plt.autoscale()\n",
" plt.legend(fontsize=fontsize-2, ncol=1)\n",
" savename = \"fig2E_treatment_acantho_count\"\n",
" savepath = os.path.join(savefolder,savename)\n",
" plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"## Panel F"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"text/plain": "<Figure size 648x432 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# read in vitro study data\n",
"path_in_vitro = r\"data\\shape_analysis\\data_in_vitro_dasa_treatment.xlsx\"\n",
"df_in_vitro = pd.read_excel(path_in_vitro)\n",
"\n",
"# plot parameters\n",
"linewidth = 4\n",
"markersize = 15\n",
"markerwidth = 1.5\n",
"fontsize = 20\n",
"\n",
"markers = 'treatment'\n",
"with sns.axes_style('darkgrid'):\n",
" fig = plt.figure(0,(9,6))\n",
" ax = plt.subplot(111)\n",
"\n",
" sns.lineplot(x='mean velocity [mm/s]', y='fraction', data=df_in_vitro,\n",
" hue='treatment', style='shape', markers=True,\n",
" ax=ax, palette='viridis',\n",
" linewidth=linewidth, markersize=markersize, markeredgewidth=markerwidth,\n",
" alpha=.85\n",
" )\n",
"\n",
" ax.xaxis.label.set_size(fontsize+2)\n",
" ax.set_xlabel(r\"Mean velocity [mm/s]\", fontsize=fontsize+2)\n",
" ax.set_ylabel(r\"Fraction $\\phi$\", fontsize=fontsize+2)\n",
" ax.tick_params(axis='both', labelsize=fontsize)\n",
"\n",
" handles, labels = ax.get_legend_handles_labels()\n",
" label = r\"$\\bf{Treatment}$\"\n",
" labels[0] = label\n",
" labels[3] = r\"$\\bf{Shape}$\"\n",
"\n",
" handles_new = []\n",
" for handle in handles:\n",
" if handle.get_color() == 'w':\n",
" handle.set_linewidth(0)\n",
" else:\n",
" handle.set_linewidth(linewidth)\n",
" handle.set(markersize=markersize,\n",
" markeredgewidth=markerwidth,\n",
" markeredgecolor='w')\n",
" handles_new.append(handle)\n",
"\n",
" leg = plt.legend(handles_new, labels, ncol=1, fontsize=fontsize-3)\n",
"\n",
" plt.tight_layout()\n",
" savename = \"fig2F_in_vitro_dasa_treatment\"\n",
" savepath = os.path.join(savefolder,savename)\n",
" plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
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"outputs": [],
"source": [],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}