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{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Create plots for panels used in figure 1"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
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   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Available binaries: ['C:\\\\Program Files\\\\R\\\\R-4.1.2\\\\bin\\\\i386\\\\R.exe']\n",
      "Using R:  C:\\Program Files\\R\\R-4.1.2\\bin\\i386\\R.exe\n"
   "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",
    "import dclab\n",
    "from lin_mixed_model import linmixmod\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 3,
   "outputs": [],
   "source": [
    "# folder where all panel plots for figure 1 will be stored\n",
    "savefolder = r\"plots\\fig1\""
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Panels A and B"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
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   "execution_count": 4,
   "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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   "execution_count": 5,
   "outputs": [],
   "source": [
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    "def asymptotic_exponential_growth(x, lambda_):\n",
    "    \"\"\"(Inverted) exponential growth function with maximum at 1 for x->infinity:\n",
    "    f(x) = 1 - exp(-lambda * x)\"\"\"\n",
    "    return 1 - np.exp(-lambda_ * x)\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",
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   "execution_count": 27,
   "outputs": [
    {
     "data": {
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      "text/plain": "<Figure size 432x720 with 2 Axes>",
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      "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\"data\\shape_analysis\\result_summaries\"\n",
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    "lw = 2.5\n",
    "xlabel = \"Velocity [mm/s]\"\n",
    "ylabel = \"Probability for deformed shape\"\n",
    "fontsize = 18\n",
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    "color_ctrl = 'k'\n",
    "alpha_ctrl = .6\n",
    "lw_ctrl = 2.5\n",
    "\n",
    "v_min = 0.\n",
    "v_max = 3.\n",
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    "binsize = 0.25\n",
    "\n",
    "figsize = (6, 10)\n",
    "\n",
    "with sns.axes_style('darkgrid'):\n",
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    "    fig = plt.figure(0, figsize)\n",
    "\n",
    "    #plot control curves\n",
    "    #load data from txt file\n",
    "    results_ctrl = np.loadtxt(r\"data\\shape_analysis\\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",
    "    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",
    "    for i in range(2):\n",
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    "        plt.subplot(2,1,i+1)\n",
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    "        plt.errorbar(v_ctrl, probs_ctrl, probs_ctrl_err,\n",
    "                     color=color_ctrl, lw=lw, alpha=alpha_ctrl, label='CTRL', zorder=1)\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",
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    "        plt.subplot(211)\n",
    "        plt.plot(bins_plot_healthy, deformed_curve_healthy, c=color, lw=lw, label=labels[ii])\n",
    "        plt.ylim(0,1)\n",
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    "        plt.subplot(212)\n",
    "        plt.plot(bins_plot_unhealthy, deformed_curve_unhealthy, c=color, lw=lw, label=labels[ii])\n",
    "        plt.ylim(0,1)\n",
    "\n",
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    "    plt.subplot(211)\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",
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    "    ax2 = plt.subplot(212)\n",
    "    plt.xlim(0,3)\n",
    "    plt.ylim(0,1.1)\n",
    "    plt.xlabel(xlabel, fontsize = fontsize)\n",
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    "    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",
    "    for i in range(2):\n",
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    "        ax = plt.subplot(2,1,i+1)\n",
    "        handles, labels = ax.get_legend_handles_labels()\n",
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    "        ax.legend(handles=list(handles), labels=list(labels), fontsize=fontsize-2, ncol=2)\n",
    "\n",
    "    plt.tight_layout(w_pad=2)\n",
    "\n",
    "    savename = \"fig1AB_baseline_shape_analysis\"\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"
    }
   }
  },
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   "execution_count": 13,
   "outputs": [],
   "source": [
    "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",
    "    #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",
    "                           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": 7,
   "outputs": [],
   "source": [
    "datafolder = r\"data\\RTfDC\"\n",
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    "datafile = \"20210610_RBC_baseline_plotdata.tsv\"\n",
    "filepath = os.path.join(datafolder, datafile)\n",
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    "df_rbc = pd.read_csv(filepath, sep = '\\t')\n",
    "df_rbc['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_rbc['patient'] == patient\n",
    "    df_rbc['patient_label'][ind] = patient_label"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### Projected area"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 0, 'Patient')"
     "execution_count": 8,
     "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": 9,
   "outputs": [],
   "source": [
    "save_name = \"fig1F_RBC_baseline_area\"\n",
    "savepath = os.path.join(savefolder, 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": 10,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
Felix Reichel's avatar
Felix Reichel committed
      "p-Value (Likelihood Ratio Test): 0.00330963172390973\n",
      "Estimate: 34.7950257450977\n",
      "Std. Error (Estimate): 0.231927862339469\n",
      "Fixed Effect: 1.9086524285161\n",
      "Std. Error (Fixed Effect) 0.489772119197715\n"
   "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": [
    "```\n",
    "p-Value (Likelihood Ratio Test): 0.00330963024378934\n",
    "Estimate: 34.7950257451201\n",
    "Std. Error (Estimate): 0.231929804369913\n",
    "Fixed Effect: 1.90865253031672\n",
    "Std. Error (Fixed Effect) 0.489752162986003\n",
    "```"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### Deformation"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 0, 'Patient')"
     "execution_count": 11,
     "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": 12,
   "outputs": [],
   "source": [
    "save_name = \"fig1G_RBC_baseline_deformation\"\n",
    "savepath = os.path.join(savefolder, 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
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
Felix Reichel's avatar
Felix Reichel committed
      "p-Value (Likelihood Ratio Test): 0.139245390924611\n",
      "Estimate: 0.259358320302857\n",
      "Std. Error (Estimate): 0.00213584459877687\n",
      "Fixed Effect: -0.00745073293252609\n",
      "Std. Error (Fixed Effect) 0.00513733930871573\n"
   "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": [
    "```\n",
    "p-Value (Likelihood Ratio Test): 0.139245389471824\n",
    "Estimate: 0.259358319868594\n",
    "Std. Error (Estimate): 0.0021357200925621\n",
    "Fixed Effect: -0.00745073222179398\n",
    "Std. Error (Fixed Effect) 0.00513705367383118\n",
    "```"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\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": 14,
   "outputs": [],
   "source": [
    "lympho_folder = r\"data\\RTfDC\\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": 15,
   "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": 16,
   "outputs": [
    {
     "data": {
      "text/plain": "(0.5, 2.5)"
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x432 with 1 Axes>",
Felix Reichel's avatar
Felix Reichel committed
      "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",
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    "ax.set_ylabel(\"Young's modulus (stiffness) [kPa]\", fontsize=fontsize+2)\n",
    "ax.set_ylim(0.5,2.5)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [],
   "source": [
    "save_name = \"fig1H_WBC_lympho_baseline_emod\"\n",
    "savepath = os.path.join(savefolder, 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": 18,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "p-Value (Likelihood Ratio Test): 0.0185838785945076\n",
      "Estimate: 0.780505628348731\n",
      "Std. Error (Estimate): 0.383621185643171\n",
      "Fixed Effect: 0.24246450604623\n",
      "Std. Error (Fixed Effect) 0.386715491450513\n"
   "source": [
    "para = 'emodulus'\n",
    "\n",
    "Result = linmixmod(xs=df_lympho[para], treatment=df_lympho['treatment'],\n",
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    "                   #df_lympho['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": [
    "```\n",
    "p-Value (Likelihood Ratio Test): 0.0185838785945788\n",
    "Estimate: 0.780505628348649\n",
    "Std. Error (Estimate): 0.383553673273846\n",
    "Fixed Effect: 0.242465466362725\n",
    "Std. Error (Fixed Effect) 0.38665144907393\n",
    "```"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Create dataframe for myelocytes"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
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   "execution_count": 18,
   "outputs": [],
   "source": [
    "myelo_folder = r\"data\\RTfDC\\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",
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   "execution_count": 19,
   "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",
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   "execution_count": 20,
   "outputs": [
    {
     "data": {
      "text/plain": "(0.5, 1.8)"
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     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x432 with 1 Axes>",
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      "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",
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    "ax.set_ylabel(\"Young's modulus (stiffness) [kPa]\", fontsize=fontsize+2)\n",
    "ax.set_ylim(.5,1.8)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }