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{
"cells": [
{
"cell_type": "markdown",
"source": [
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Available binaries: ['C:\\\\Program Files\\\\R\\\\R-3.6.1\\\\bin\\\\i386\\\\R.exe', 'C:\\\\Program Files\\\\R\\\\R-4.1.0\\\\bin\\\\i386\\\\R.exe']\n",
"Using R: C:\\Program Files\\R\\R-3.6.1\\bin\\i386\\R.exe\n"
]
}
],
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"source": [
"import os\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"from matplotlib.collections import PathCollection\n",
"import seaborn as sns\n",
"from scipy.optimize import curve_fit\n",
"import dclab\n",
"from lin_mixed_model import linmixmod\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"source": [
"### Panels A and B"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 3,
"outputs": [],
"source": [
"#define a color seed for each patient\n",
"color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n",
" 'KM': 'C3', 'LM': 'C4'}"
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],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 4,
"outputs": [],
"source": [
"def weighted_means_and_errors(counts, counts_abs):\n",
" \"\"\"Calculate weighted mean values and error from the input arrays\"\"\"\n",
"\n",
" weights = np.zeros_like(counts)\n",
" weights_normed = np.zeros_like(counts)\n",
"\n",
" # sum up number of cell in each velocity range, for every measurement\n",
" counts_sum = np.sum(counts_abs, axis = 2)\n",
" sum_counts = np.sum(counts_sum, axis = 1)\n",
"\n",
" # calculate absolute and relative weights\n",
" for k in range(len(weights[0,:,0])):\n",
" weights[:,k,:] = np.sum(counts_abs, axis = 1)\n",
" weights_normed[:,k,:] = weights[:,k,:] / sum_counts[k] #needed for calculation of the error\n",
"\n",
" # calculate weighted averages, mask nans\n",
" means = np.ma.average(counts, axis = 2, weights = weights)\n",
" means = np.array(means) #remove mask again\n",
"\n",
" # calculate weighted variance and from that the error\n",
" var = np.zeros_like(means)\n",
"\n",
" for l in range(len(counts[0,0,:])):\n",
" var += (counts[:,:,l]-means)**2 * weights_normed[:,:,l]\n",
"\n",
" errs = np.sqrt(var)\n",
"\n",
" # make sure that probability sums up to 1\n",
" for i in range(len(means)):\n",
" means[i,:] = means[i,:]/sum(means[i,:])\n",
"\n",
" return means, errs\n",
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"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",
"text/plain": "<Figure size 432x720 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"warnings.filterwarnings('ignore')\n",
"\n",
"patients = ['VS', 'VL', 'RS', 'LM', 'KM']\n",
"labels = [\"P1\", \"P2\", \"P3\", \"P4\", \"P5\"]\n",
"\n",
"result_summary_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\Analysis\\Jupyter\\MCFM\\result_summaries\"\n",
"\n",
"xlabel = \"Velocity [mm/s]\"\n",
"ylabel = \"Probability for deformed shape\"\n",
"fontsize = 18\n",
"color_ctrl = 'darkgray'\n",
"color_ctrl_fit = 'darkcyan'\n",
"alpha_ctrl = .99\n",
"alpha_ctrl_fit = 1\n",
"lw_ctrl =2\n",
"v_min = 0.\n",
"v_max = 3.\n",
"binsize = 0.25\n",
"\n",
"figsize = (6, 10)\n",
"\n",
"with sns.axes_style('darkgrid'):\n",
"\n",
" #plot control curves\n",
" #load data from txt file\n",
" results_ctrl = np.loadtxt(\"histograms_HealthyControl_deformed_undeformed.txt\")\n",
"\n",
" v_ctrl = results_ctrl[:,0]\n",
" probs_ctrl = results_ctrl[:,3]\n",
" probs_ctrl_err = results_ctrl[:,4]\n",
"\n",
" #fit the control data\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",
" for i in range(2):\n",
" plt.errorbar(v_ctrl, probs_ctrl, probs_ctrl_err, color=color_ctrl, lw=lw, alpha=alpha_ctrl, label='CTRL', zorder=1)\n",
" plt.plot(v_ctrl, logistic_growth(v_ctrl, *popt_ctrl), '--', color=color_ctrl_fit, lw=lw,\n",
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" alpha=alpha_ctrl_fit, label='CTRL fit')\n",
"\n",
" for ii, patient in enumerate(patients):\n",
" bins = int(v_max / binsize) #number of Bins in histogram\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",
"\n",
" day0 = dates[0]\n",
"\n",
" color = color_dict[patient]\n",
"\n",
" df_date = df_results[df_results['date']==day0]\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_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_healthy = bins_healthy[:-1]+binsize/2\n",
" bins_plot_unhealthy = bins_unhealthy[:-1]+binsize/2\n",
"\n",
" plt.plot(bins_plot_healthy, deformed_curve_healthy, c=color, lw=lw, label=labels[ii])\n",
" plt.ylim(0,1)\n",
" plt.plot(bins_plot_unhealthy, deformed_curve_unhealthy, c=color, lw=lw, label=labels[ii])\n",
" plt.ylim(0,1)\n",
"\n",
" plt.xlim(0,3)\n",
" plt.ylim(0,1.1)\n",
" plt.xlabel(xlabel, fontsize = fontsize)\n",
" plt.ylabel(ylabel, fontsize = fontsize)\n",
" plt.tick_params(axis='both', which='both', labelsize=fontsize-2)\n",
" plt.legend(ncol=2, fontsize=fontsize)\n",
"\n",
" plt.xlim(0,3)\n",
" plt.ylim(0,1.1)\n",
" plt.xlabel(xlabel, fontsize = fontsize)\n",
" plt.tick_params(axis='both', which='both', labelsize=fontsize-2)\n",
" plt.legend(ncol=2, fontsize=fontsize)\n",
"\n",
" for i in range(2):\n",
" handles, labels = ax.get_legend_handles_labels()\n",
" handles = np.roll(handles,-1)\n",
" labels = np.roll(labels, -1)\n",
" ax.legend(handles=list(handles), labels=list(labels), fontsize=fontsize-2, ncol=2)\n",
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"\n",
" plt.tight_layout(w_pad=2)\n",
"\n",
" savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\MCFM\"\n",
" savename = \"MCFM_baseline_fig1\"\n",
" savepath = os.path.join(savefolder,savename)\n",
"\n",
" fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"### Plots for panels F and G and calculation of p-values with linear mixed effect models"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 30,
"def plot_violins(dataframe, x_axis, y_axis,\n",
" pal='tab10', color=None, saturation=.9, order=None,\n",
" fontsize_labels = 18, figsize = (6,6),\n",
" stripplot=False, stripalpha=0.3, stripjitter=.1):\n",
"\n",
" ort = \"v\" #plot orientation\n",
" color_ctrl = sns.color_palette('Set2')[7] #color for the control sample\n",
"\n",
" if pal == 'chac_paper_custom':\n",
" # adapt new color palette, so that P4 is purple and P5 is red\n",
" pal_custom = sns.color_palette('tab10', 5)\n",
" palette = pal_custom.copy()\n",
" palette[3] = pal_custom[4]\n",
" palette[4] = pal_custom[3]\n",
" palette.insert(0, color_ctrl)\n",
" elif pal is not None:\n",
" palette = sns.color_palette(pal)\n",
" palette.insert(0, color_ctrl)\n",
" else:\n",
" palette = None\n",
"\n",
" sigma = .1 #cloud smoothness\n",
"\n",
" #some plotting parameters\n",
" y_label = dclab.dfn.feature_name2label[y_axis]\n",
" sns.set(style=\"darkgrid\")\n",
"\n",
" f, ax = plt.subplots(figsize=figsize)\n",
"\n",
" ax = sns.violinplot(x = x_axis, y = y_axis, data=dataframe,\n",
" order=order, hue_order=order,\n",
" palette = palette,\n",
" bw = .2, cut = 0.,\n",
" scale = 'area',\n",
" inner = 'box',\n",
" saturation = saturation,\n",
" orient = ort,\n",
" color=color)\n",
"\n",
" if stripplot:\n",
" ax = sns.stripplot(x = x_axis, y = y_axis, data=dataframe,\n",
" order=order, hue_order=order,\n",
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" palette = palette,\n",
" alpha = stripalpha,\n",
" jitter = stripjitter,\n",
" orient = ort,\n",
" zorder=1,\n",
" color=color)\n",
"\n",
" ctrl_median = dataframe[dataframe['patient']=='CTRL'][y_axis].median()\n",
" ax.axhline(ctrl_median, c='gray', alpha=.5, ls='--', zorder=1)\n",
"\n",
" ax.set_ylabel(y_label, fontsize = fontsize_labels+2)\n",
" ax.xaxis.label.set_size(fontsize_labels)\n",
" ax.tick_params(axis='both', which='major', labelsize=fontsize_labels)\n",
" ax.tick_params(axis='both', which='minor', labelsize=fontsize_labels)\n",
"\n",
" for tick in ax.get_xticklabels():\n",
" tick.set_rotation(0)\n",
" tick.set_horizontalalignment(\"center\")\n",
"\n",
" #adapt the sizes of the inner box in the violinplot\n",
" for child in ax.get_children():\n",
" #adapt widths of IQR range and 95% ci\n",
" if isinstance(child, matplotlib.lines.Line2D):\n",
" lw = child.get_linewidth()\n",
" child.set_linewidth(1.75*lw)\n",
" #change size of median marker\n",
" if isinstance(child, matplotlib.collections.PathCollection):\n",
" sizes = child.get_sizes()\n",
" child.set(sizes=3*sizes)\n",
"\n",
" return f, ax"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Read in the data from disk"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 31,
"outputs": [],
"source": [
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\Analysis\\RTDC\"\n",
"savename = \"20210610_RBC_baseline_plotdata.tsv\"\n",
"savepath = os.path.join(savefolder, savename)\n",
"\n",
"df_rbc = pd.read_csv(savepath, sep = '\\t')\n",
"df_rbc['patient_label'] = np.nan\n",
"\n",
"patients = ['CTRL', 'VS', 'VL', 'RS', 'LM', 'KM']\n",
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"patient_labels = ['CTRL', 'P1', 'P2', 'P3', 'P4', 'P5']\n",
"for patient, patient_label in zip(patients, patient_labels):\n",
" ind = df_rbc['patient'] == patient\n",
" df_rbc['patient_label'][ind] = patient_label"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"#### Deformation"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 48,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 21.5, 'Patient')"
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 432x432 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fontsize=20\n",
"\n",
"fig, ax = plot_violins(df_rbc, 'patient_label', 'deform',\n",
" order=patient_labels,\n",
" pal='chac_paper_custom',\n",
" fontsize_labels=fontsize)\n",
"ax.set_xlabel(\"Patient\", fontsize=fontsize+2)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 49,
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"outputs": [],
"source": [
"plots_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
"save_name = \"RBC_baseline_deformation\"\n",
"savepath = os.path.join(plots_folder, save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Calculate p-value and other statistics"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 10,
"ename": "OSError",
"evalue": "R installation at C:\\Program Files\\R\\R-3.6.1\\bin\\i386\\R.exe: try({library(lme4)})\r\nLoading required package: Matrix\r\nError : package or namespace load failed for 'lme4' in loadNamespace(j <- i[[1L]], c(lib.loc, .libPaths()), versionCheck = vI[[j]]):\r\n there is no package called 'statmod'\r\nIn addition: Warning message:\r\npackage 'lme4' was built under R version 3.6.3 \r\n\nPlease install 'lme4' via:\n C:\\Program Files\\R\\R-3.6.1\\bin\\i386\\R.exe -e \"install.packages('lme4', repos='http://cran.r-project.org')\n ",
"output_type": "error",
"traceback": [
"\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
"\u001B[1;31mOSError\u001B[0m Traceback (most recent call last)",
"\u001B[1;32m<ipython-input-10-7e28e99109b9>\u001B[0m in \u001B[0;36m<module>\u001B[1;34m\u001B[0m\n\u001B[0;32m 3\u001B[0m Result = linmixmod(xs=df_rbc[para], treatment=df_rbc['treatment'],\n\u001B[0;32m 4\u001B[0m \u001B[1;31m#df_rbc['repeat'] begins at 0, but 0 values are excluded from the computation\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m----> 5\u001B[1;33m timeunit=df_rbc['repeat']+1, model='lmm')\n\u001B[0m\u001B[0;32m 6\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m 7\u001B[0m \u001B[0mprint\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;34m\"p-Value (Likelihood Ratio Test):\"\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mResult\u001B[0m\u001B[1;33m[\u001B[0m\u001B[1;34m\"p-Value (Likelihood Ratio Test)\"\u001B[0m\u001B[1;33m]\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n",
"\u001B[1;32m~\\ownCloud\\PhD\\Projects\\ChAc\\Analysis\\Jupyter\\figure_plots\\lin_mixed_model.py\u001B[0m in \u001B[0;36mlinmixmod\u001B[1;34m(xs, treatment, timeunit, model, RCMD)\u001B[0m\n\u001B[0;32m 461\u001B[0m \"\"\"Please install 'lme4' via:\n\u001B[0;32m 462\u001B[0m \u001B[1;33m{\u001B[0m\u001B[1;33m}\u001B[0m \u001B[1;33m-\u001B[0m\u001B[0me\u001B[0m\u001B[0;31m \u001B[0m\u001B[0;31m\"\u001B[0m\u001B[0minstall\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mpackages\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;34m'lme4'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mrepos\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;34m'http://cran.r-project.org'\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m--> 463\u001B[1;33m \"\"\".format(RCMD)\n\u001B[0m\u001B[0;32m 464\u001B[0m )\n\u001B[0;32m 465\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n",
"\u001B[1;31mOSError\u001B[0m: R installation at C:\\Program Files\\R\\R-3.6.1\\bin\\i386\\R.exe: try({library(lme4)})\r\nLoading required package: Matrix\r\nError : package or namespace load failed for 'lme4' in loadNamespace(j <- i[[1L]], c(lib.loc, .libPaths()), versionCheck = vI[[j]]):\r\n there is no package called 'statmod'\r\nIn addition: Warning message:\r\npackage 'lme4' was built under R version 3.6.3 \r\n\nPlease install 'lme4' via:\n C:\\Program Files\\R\\R-3.6.1\\bin\\i386\\R.exe -e \"install.packages('lme4', repos='http://cran.r-project.org')\n "
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]
}
],
"source": [
"para = 'deform'\n",
"\n",
"Result = linmixmod(xs=df_rbc[para], treatment=df_rbc['treatment'],\n",
" #df_rbc['repeat'] begins at 0, but 0 values are excluded from the computation\n",
" timeunit=df_rbc['repeat']+1, model='lmm')\n",
"\n",
"print(\"p-Value (Likelihood Ratio Test):\", Result[\"p-Value (Likelihood Ratio Test)\"])\n",
"print(\"Estimate:\", Result[\"Estimate\"])\n",
"print(\"Std. Error (Estimate):\", Result[\"Std. Error (Estimate)\"])\n",
"print(\"Fixed Effect:\", Result[\"Fixed Effect\"])\n",
"print(\"Std. Error (Fixed Effect)\", Result[\"Std. Error (Fixed Effect)\"])"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"#### Projected area"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 50,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 21.5, 'Patient')"
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 432x432 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fontsize=20\n",
"\n",
"fig, ax = plot_violins(df_rbc, 'patient_label', 'area_um',\n",
" order=patient_labels,\n",
" pal='chac_paper_custom',\n",
" fontsize_labels=fontsize)\n",
"ax.set_ylabel(r\"Projected area [µm$^2$]\")\n",
"ax.set_xlabel(\"Patient\", fontsize=fontsize+2)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 51,
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"outputs": [],
"source": [
"plots_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
"save_name = \"RBC_baseline_area\"\n",
"savepath = os.path.join(plots_folder, save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Statistics"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
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"source": [
"para = 'area_um'\n",
"\n",
"Result = linmixmod(xs=df_rbc[para], treatment=df_rbc['treatment'],\n",
" #df_rbc['repeat'] begins at 0, but 0 values are excluded from the computation\n",
" timeunit=df_rbc['repeat']+1, model='lmm')\n",
"\n",
"print(\"p-Value (Likelihood Ratio Test):\", Result[\"p-Value (Likelihood Ratio Test)\"])\n",
"print(\"Estimate:\", Result[\"Estimate\"])\n",
"print(\"Std. Error (Estimate):\", Result[\"Std. Error (Estimate)\"])\n",
"print(\"Fixed Effect:\", Result[\"Fixed Effect\"])\n",
"print(\"Std. Error (Fixed Effect)\", Result[\"Std. Error (Fixed Effect)\"])"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"### Panels H and I"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Lymphocyte files"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 38,
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"outputs": [],
"source": [
"lympho_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\Analysis\\RTDC\\WBC\\Analysis-ShapeOut\\data_export_lymphos\"\n",
"\n",
"CTRL_file = \"SO2-export_0_20170803_CTRL_WBCs.rtdc\"\n",
"VS_file = \"SO2-export_1_20170627_VS_WBC.rtdc\"\n",
"VL_file = \"SO2-export_2_20170711_VL_WBC.rtdc\"\n",
"RS_file = \"SO2-export_3_20170809_RS_WBC.rtdc\"\n",
"LM_file = \"SO2-export_4_20170907_LM_0w_WBC.rtdc\"\n",
"KM_file = \"SO2-export_5_20170829_KM_WBC.rtdc\"\n",
"\n",
"lympho_files = [CTRL_file, VS_file, VL_file, RS_file, KM_file, LM_file]"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Create dataframe for lymphocytes"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 39,
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"outputs": [],
"source": [
"df_lympho = pd.DataFrame()\n",
"\n",
"for index, file in enumerate(lympho_files):\n",
"\n",
" ds = dclab.new_dataset(os.path.join(lympho_folder,file))\n",
" df = pd.DataFrame()\n",
"\n",
" for feat in ds.features:\n",
" if feat in dclab.definitions.scalar_feature_names:\n",
" df[feat] = ds[feat]\n",
"\n",
" df['patient'] = file.split(\"_\")[3]\n",
"\n",
" if \"CTRL\" in file:\n",
" df['treatment'] = 'Control'\n",
" else:\n",
" df['treatment'] = 'Treatment'\n",
"\n",
" df['repeat'] = index\n",
"\n",
" df_lympho = df_lympho.append(df, ignore_index=True)\n",
"\n",
"df_lympho['patient_label'] = np.nan\n",
"\n",
"patients = ['CTRL', 'VS', 'VL', 'RS', 'LM', 'KM']\n",
"patient_labels = ['CTRL', 'P1', 'P2', 'P3', 'P4', 'P5']\n",
"for patient, patient_label in zip(patients, patient_labels):\n",
" ind = df_lympho['patient'] == patient\n",
" df_lympho['patient_label'][ind] = patient_label"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 46,
"outputs": [
{
"data": {
"text/plain": "(0.5, 2.5)"
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 432x432 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fontsize=20\n",
"\n",
"fig, ax = plot_violins(df_lympho, 'patient_label', 'emodulus',\n",
" order=patient_labels,\n",
" pal='chac_paper_custom',\n",
" fontsize_labels=fontsize,\n",
" stripplot=True, saturation=.25)\n",
"ax.set_xlabel(\"Patient\", fontsize=fontsize+2)\n",
"ax.set_ylim(0.5,2.5)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 47,
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"outputs": [],
"source": [
"plots_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"save_name = \"WBC_lympho_baseline_emod\"\n",
"savepath = os.path.join(plots_folder, save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Statistical tests"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
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"source": [
"para = 'emodulus'\n",
"\n",
"Result = linmixmod(xs=df_lympho[para], treatment=df_lympho['treatment'],\n",
" #df_rbc['repeat'] begins at 0, but 0 values are excluded from the computation\n",
" timeunit=df_lympho['repeat']+1, model='lmm')\n",
"\n",
"print(\"p-Value (Likelihood Ratio Test):\", Result[\"p-Value (Likelihood Ratio Test)\"])\n",
"print(\"Estimate:\", Result[\"Estimate\"])\n",
"print(\"Std. Error (Estimate):\", Result[\"Std. Error (Estimate)\"])\n",
"print(\"Fixed Effect:\", Result[\"Fixed Effect\"])\n",
"print(\"Std. Error (Fixed Effect)\", Result[\"Std. Error (Fixed Effect)\"])"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Create dataframe for myelocytes"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 42,
"outputs": [],
"source": [
"myelo_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\Analysis\\RTDC\\WBC\\Analysis-ShapeOut\\data_export_myelos\"\n",
"CTRL_file = \"SO2-export_0_20170803_CTRL_WBCs.rtdc\"\n",
"VS_file = \"SO2-export_1_20170627_VS_WBC.rtdc\"\n",
"VL_file = \"SO2-export_2_20170711_VL_WBC.rtdc\"\n",
"RS_file = \"SO2-export_3_20170809_RS_WBC.rtdc\"\n",
"LM_file = \"SO2-export_4_20170907_LM_0w_WBC.rtdc\"\n",
"KM_file = \"SO2-export_5_20170829_KM_WBC.rtdc\"\n",
"\n",
"myelo_files = [CTRL_file, VS_file, VL_file, RS_file, KM_file, LM_file]"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 43,
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"outputs": [],
"source": [
"df_myelo = pd.DataFrame()\n",
"\n",
"for index, file in enumerate(myelo_files):\n",
"\n",
" ds = dclab.new_dataset(os.path.join(myelo_folder,file))\n",
" df = pd.DataFrame()\n",
"\n",
" for feat in ds.features:\n",
" if feat in dclab.definitions.scalar_feature_names:\n",
" df[feat] = ds[feat]\n",
"\n",
" df['patient'] = file.split(\"_\")[3]\n",
"\n",
" if \"CTRL\" in file:\n",
" df['treatment'] = 'Control'\n",
" else:\n",
" df['treatment'] = 'Treatment'\n",
"\n",
" df['repeat'] = index\n",
"\n",
" df_myelo = df_myelo.append(df, ignore_index=True)\n",
"\n",
"df_myelo['patient_label'] = np.nan\n",
"\n",
"patients = ['CTRL', 'VS', 'VL', 'RS', 'LM', 'KM']\n",
"patient_labels = ['CTRL', 'P1', 'P2', 'P3', 'P4', 'P5']\n",
"for patient, patient_label in zip(patients, patient_labels):\n",
" ind = df_myelo['patient'] == patient\n",
" df_myelo['patient_label'][ind] = patient_label"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 44,
"text/plain": "(0.5, 1.8)"
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 432x432 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fontsize=20\n",
"fig, ax = plot_violins(df_myelo, 'patient_label', 'emodulus',\n",
" order=patient_labels,\n",
" pal='chac_paper_custom',\n",
" fontsize_labels=fontsize,\n",
" stripplot=True, saturation=.25)\n",
"ax.set_xlabel(\"Patient\", fontsize=fontsize+2)\n",
"ax.set_ylim(.5,1.8)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 45,
"outputs": [],
"source": [
"plots_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"save_name = \"WBC_myelo_baseline_emod\"\n",
"savepath = os.path.join(plots_folder, save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
"source": [
"para = 'emodulus'\n",
"\n",
"Result = linmixmod(xs=df_myelo[para], treatment=df_myelo['treatment'],\n",
" #df_rbc['repeat'] begins at 0, but 0 values are excluded from the computation\n",
" timeunit=df_myelo['repeat']+1, model='lmm')\n",
"\n",
"print(\"p-Value (Likelihood Ratio Test):\", Result[\"p-Value (Likelihood Ratio Test)\"])\n",
"print(\"Estimate:\", Result[\"Estimate\"])\n",
"print(\"Std. Error (Estimate):\", Result[\"Std. Error (Estimate)\"])\n",
"print(\"Fixed Effect:\", Result[\"Fixed Effect\"])\n",
"print(\"Std. Error (Fixed Effect)\", Result[\"Std. Error (Fixed Effect)\"])"
],
"metadata": {
"collapsed": false,