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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",
"execution_count": 15,
"outputs": [
{
"data": {
"text/plain": "<Figure size 792x360 with 2 Axes>",
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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"warnings.filterwarnings('ignore')\n",
"\n",
"patients = ['VS', 'VL', 'RS', 'LM', 'KM']\n",
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"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",
"lw = 2.5\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",
"\n",
"with sns.axes_style('darkgrid'):\n",
" fig = plt.figure(0,(11,5))\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.subplot(1,2,i+1)\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-.5,\n",
" alpha=alpha_ctrl_fit, label='CTRL fit')\n",
"\n",
" for ii, patient in enumerate(patients):\n",
"\n",
" binsize = 0.25\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.subplot(121)\n",
" plt.plot(bins_plot_healthy, deformed_curve_healthy, c=color, lw=lw, label=labels[ii])\n",
" plt.ylim(0,1)\n",
" plt.subplot(122)\n",
" plt.plot(bins_plot_unhealthy, deformed_curve_unhealthy, c=color, lw=lw, label=labels[ii])\n",
" plt.ylim(0,1)\n",
"\n",
" plt.subplot(121)\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",
" ax2 = plt.subplot(122)\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",
" ax2.get_yaxis().set_ticklabels([])\n",
" plt.legend(ncol=2, fontsize=fontsize)\n",
"\n",
" for i in range(2):\n",
" ax = plt.subplot(1,2,i+1)\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-4, ncol=2)\n",
"\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,
"pycharm": {