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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 = ['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": "code",
"execution_count": 6,
"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": [
"patients = ['KM', 'LM']\n",
"labels = [\"P4\", \"P5\"]\n",
"\n",
"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",
"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",
" # for jj in range(3):\n",
" # plt.subplot(1,3,jj+1)\n",
" # plt.axhline(popt_ctrl[ii], color='gray', ls='--', label='CTRL')\n",
"\n",
" fontsize = 20\n",
" linewidth = 8\n",
" markersize = 18\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=1.5*linewidth, alpha=.75,\n",
" label='CTRL')\n",
" else:\n",
" plt.axhline(popt_ctrl[ii], color='darkgray', ls='--', lw=1.5*linewidth, alpha=.75)\n",
"\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",
" # ax1.legend(ncol=2, fontsize=fontsize-6, 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"
}
}
}
],
"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
}