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{
"cells": [
{
"cell_type": "markdown",
"source": [
"# Create plots for panels used in figure 3"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true,
"pycharm": {
"name": "#%%\n"
}
},
"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": "code",
"execution_count": 2,
"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",
"execution_count": 3,
"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)))\n",
"\n",
"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",
"execution_count": 4,
"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\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\Analysis\\Jupyter\\MCFM\\result_summaries\"\n",
"\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
}
},
{
"cell_type": "code",
"execution_count": 5,
"outputs": [],
"source": [
"patients = ['LM', 'KM']\n",
"labels = [\"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": "code",
"outputs": [
{
"data": {
"text/plain": "<Figure size 864x396 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 864x396 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 864x396 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\MCFM\"\n",
"\n",
"#compute control fit values\n",
"results_ctrl = np.loadtxt(\"histograms_HealthyControl_deformed_undeformed.txt\")\n",
"\n",
"v_min = 0.\n",
"v_max = 3.\n",
"binsize = 0.25\n",
"bins = int(v_max / binsize)\n",
"\n",
"fontsize = 20\n",
"linewidth = 6\n",
"markersize = 18\n",
"\n",
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"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",
"with sns.axes_style('darkgrid'):\n",
"\n",
" #plot control values in every plot\n",
" for ii in range(3):\n",
" plt.figure(ii,(12,5.5))\n",
"\n",
" fig = plt.figure(1)\n",
" height_ratio = 4\n",
" spec = gridspec.GridSpec(ncols=2, nrows=2, figure=fig, height_ratios=[1,height_ratio])\n",
"\n",
" xlabel = 'Days since treatment start'\n",
"\n",
" params = ['A', 'x0', 'k']\n",
" plot_titles = ['Normocytes', 'Acanthocytes']\n",
" ylims = [(.7,1.01), (.2,.7),(0,15)]\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",
"\n",
" ax=plt.subplot(1,2,n+1)\n",
" #plot control line first\n",
" if jj==0:\n",
" if health=='unhealthy':\n",
" plt.axhline(popt_ctrl[ii], color='darkgray', ls='--', lw=1.25*linewidth, alpha=.75,\n",
" plt.axhline(popt_ctrl[ii], color='darkgray', ls='--', lw=1.25*linewidth, alpha=.75)\n",
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"\n",
" if patient=='LM':\n",
" plt.plot(df_plot['days'][:-2], df_plot[para][:-2], c=color, label=labels[jj],\n",
" marker='X', lw=linewidth, markersize=markersize)\n",
" plt.plot(df_plot['days'][-3:], df_plot[para][-3:], '--', c=color,\n",
" marker='X', lw=linewidth, markersize=markersize)\n",
" else:\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+2)\n",
" plt.xticks([0,100,200,300,400,500])\n",
" plt.tick_params(axis='both', which='both', labelsize=fontsize-2)\n",
"\n",
" if para=='x0':\n",
" plot_para = 'v_0'\n",
" else:\n",
" plot_para = para\n",
" plt.title(r'${}$ - {}'.format(plot_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 = \"MCFM_Li_treatment_fitvalues_A\"\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",
" plt.legend(loc='lower right', ncol=2, fontsize=fontsize-4, title_fontsize=fontsize)\n",
" plt.tight_layout()\n",
" savename = \"MCFM_Li_treatment_fitvalues_v0\"\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 = \"MCFM_Li_treatment_fitvalues_k\"\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",
"execution_count": 6,
"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
}