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{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Create plots for panels used in figure 2"
   ],
   "metadata": {
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    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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')"
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   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Examples how to plot the control probability cure in figure 2A can be found in `plots_fig1`"
   ],
   "metadata": {
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    "collapsed": false
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "# folder to save all panels for figure 2\n",
    "savefolder = r\"plots\\fig2\"\n",
    "\n",
    "# file containing the data for the controls\n",
    "results_ctrl_file = r\"data\\shape_analysis\\histograms_HealthyControl_deformed_undeformed.txt\""
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
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  {
   "cell_type": "markdown",
   "source": [
    "## Panel A"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
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   "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)))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
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   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 360x252 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_ctrl = np.loadtxt(results_ctrl_file)\n",
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    "\n",
    "v_min = 0.\n",
    "v_max = 3.\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",
    "v_plot = np.linspace(v_min, v_max, 100)\n",
    "\n",
    "with sns.axes_style(\"darkgrid\"):\n",
    "    plt.figure(0,(5,3.5))\n",
    "    plt.errorbar(v_ctrl, probs_ctrl, probs_ctrl_err, color='k', marker='.', alpha=.5, label='CTRL', lw=2, zorder=1)\n",
    "    plt.plot(v_plot, logistic_growth(v_plot, *popt_ctrl), 'r-', alpha=1, lw=2, zorder=100)\n",
    "    plt.axhline(1, c='C0', ls='--', lw=1.5)\n",
    "    plt.vlines(0.5, -0.1, 0.5, ls='--', color='orange', lw=1.5)\n",
    "    plt.xlim(0,3)\n",
    "    plt.ylim(0,1.05)\n",
    "    plt.xlabel(\"Cell velocity [mm/s]\")\n",
    "    plt.ylabel(\"Probability\")\n",
    "    plt.title(\"Probability for deformed cell\", fontsize=12)\n",
    "    plt.legend(loc='lower right')\n",
    "    plt.tight_layout()\n",
    "\n",
    "    savename = \"fig2A_explain_LogGrowth_FitValues\"\n",
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    "    savepath = os.path.join(savefolder,savename)\n",
    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Panels B-D"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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": 6,
   "outputs": [],
   "source": [
    "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": 7,
   "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\"data\\shape_analysis\\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,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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": "markdown",
   "source": [
    "Plot data for P1-P3"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
Felix Reichel's avatar
Felix Reichel committed
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 720x432 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 720x432 with 4 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 720x432 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['VS', 'VL', 'RS']\n",
    "labels = [\"P1\", \"P2\", \"P3\"]\n",
    "\n",
    "# plot variables\n",
    "fontsize = 18\n",
    "linewidth = 5\n",
    "markersize = 12\n",
    "xlabel = 'Day since treatment start'\n",
    "\n",
    "# compute control fit values\n",
    "results_ctrl = np.loadtxt(results_ctrl_file)\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",
    "v_min = 0.\n",
    "v_max = 3.\n",
    "binsize = 0.25\n",
    "bins = int(v_max / binsize)\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",
    "        if ii==1:\n",
    "            plt.figure(ii,(10,6))\n",
    "        else:\n",
    "            plt.figure(ii,(10,6))\n",
    "\n",
    "    fig = plt.figure(1,(11,6))\n",
    "    height_ratio = 4\n",
    "    spec = gridspec.GridSpec(ncols=2, nrows=2, figure=fig, height_ratios=[1,height_ratio])\n",
    "\n",
    "    params = ['A', 'x0', 'k']\n",
    "    plot_titles = ['Normocytes', 'Acanthocytes']\n",
    "    ylims = [(.5,1), (.3,.85),(0,22.5)]\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",
    "                if para=='x0':\n",
    "                    ax1=plt.subplot(spec[0, n])\n",
    "                    ax2=plt.subplot(spec[1, n])\n",
    "\n",
    "                    if jj==0:\n",
    "                        ax1.set_title(r'${}$ - {}'.format(\"v_0\", plot_titles[n]), fontsize=fontsize+2)\n",
    "                        # hide the spines between ax1 and ax2\n",
    "                        ax1.spines['bottom'].set_visible(False)\n",
    "                        ax2.spines['top'].set_visible(False)\n",
    "                        ax1.tick_params(labeltop=False, labelbottom=False)  # don't put tick labels at the top\n",
    "\n",
    "                        d = .015  # how big to make the diagonal lines in axes coordinates\n",
    "                        # arguments to pass to plot, just so we don't keep repeating them\n",
    "                        kwargs = dict(transform=ax1.transAxes, color='k', clip_on=False)\n",
    "                        ax1.plot((-d, +d), (-height_ratio*d, +height_ratio*d), **kwargs)        # top-left diagonal\n",
    "                        ax1.plot((1 - d, 1 + d), (-height_ratio*d, +height_ratio*d), **kwargs)  # top-right diagonal\n",
    "\n",
    "                        kwargs.update(transform=ax2.transAxes)  # switch to the bottom axes\n",
    "                        ax2.plot((-d, +d), (1 - d, 1 + d), **kwargs)  # bottom-left diagonal\n",
    "                        ax2.plot((1 - d, 1 + d), (1 - d, 1 + d), **kwargs)  # bottom-right diagonal\n",
    "\n",
    "                        ax1.set_ylim(1.1,1.25)\n",
    "                        ax2.set_ylim(.3,.8)\n",
    "                        ax2.set_xlabel(xlabel, fontsize=fontsize)\n",
    "\n",
    "                        ax1.tick_params(axis='both', which='both', labelsize=fontsize-2)\n",
    "                        ax1.set_xticks([0,100,200,300])\n",
    "                        ax2.tick_params(axis='both', which='both', labelsize=fontsize-2)\n",
    "                        ax2.set_xticks([0,100,200,300])\n",
    "\n",
    "                        if health=='unhealthy':\n",
    "                            ax2.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n",
    "                                        lw=1.5*linewidth, alpha=.75, label='CTRL')\n",
    "                            ax1.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n",
    "                                        lw=1.5*linewidth, alpha=.75, label='CTRL')\n",
    "                        else:\n",
    "                            ax2.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n",
    "                                        lw=1.5*linewidth, alpha=.75, label='CTRL')\n",
    "\n",
    "                    ax1.plot(df_plot['days'][:-1], df_plot[para][:-1], c=color, label=labels[jj],\n",
    "                             marker='X', lw=linewidth, markersize=markersize)\n",
    "                    ax1.plot(df_plot['days'][-2:], df_plot[para][-2:], '--', c=color,\n",
    "                             marker='X', lw=linewidth, markersize=markersize)\n",
    "                    ax2.plot(df_plot['days'][:-1], df_plot[para][:-1], c=color, label=labels[jj],\n",
    "                             marker='X', lw=linewidth)\n",
    "                    ax2.plot(df_plot['days'][-2:], df_plot[para][-2:], '--', c=color,\n",
    "                             marker='X', lw=linewidth, markersize=markersize)\n",
    "\n",
    "                    if patient == 'RS' and health=='unhealthy':\n",
    "                        ax1.legend(ncol=2, fontsize=fontsize-4)\n",
    "\n",
    "                    if health=='unhealthy':\n",
    "                        ax1.get_yaxis().set_ticklabels([])\n",
    "                        ax2.get_yaxis().set_ticklabels([])\n",
    "\n",
    "                else:\n",
    "                    ax=plt.subplot(1,2,n+1)\n",
    "\n",
    "                    if jj==0:\n",
    "                        if health=='unhealthy':\n",
    "                            plt.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n",
    "                                        lw=1.5*linewidth, alpha=.75, label='CTRL')\n",
    "                        else:\n",
    "                            plt.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n",
    "                                        lw=1.5*linewidth, alpha=.75)\n",
    "\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)\n",
    "                    plt.tick_params(axis='both', which='both', labelsize=fontsize-2)\n",
    "                    plt.xticks([0,100,200,300])\n",
    "                    plt.title(r'${}$ - {}'.format(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 = \"fig2B_plateau_probability_dasatinib\"\n",
    "    savepath = os.path.join(savefolder,savename)\n",
    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')\n",
    "\n",
    "    fig=plt.figure(1)\n",
    "    fig.supylabel(\"Transition velocity [mm/s]\", fontsize=fontsize)\n",
    "    plt.tight_layout()\n",
    "    savename = \"fig2C_transition_velocity_dasatinib\"\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 = \"fig2D_growth_rate_dasatinib\"\n",
    "    savepath = os.path.join(savefolder,savename)\n",
    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Panel E"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['VS', 'VL', 'RS', 'LM', 'KM']\n",
    "labels = [\"P1\", \"P2\", \"P3\", \"P4\", \"P5\"]\n",
    "\n",
    "fontsize = 24\n",
    "lw = 5\n",
    "xlabel = 'Day since treatment start'\n",
    "\n",
    "with sns.axes_style('darkgrid'):\n",
    "    plt.figure(0,(8,6))\n",
    "\n",
    "    for jj, patient in enumerate(patients):\n",
    "        data = dict_fitvalues[patient]\n",
    "        color = color_dict[patient]\n",
    "\n",
    "        # plot percentage of acanthocytes\n",
    "        df_all = data['all']\n",
    "\n",
    "        if patient=='LM':\n",
    "            plt.plot(df_all['days'][:-2], (1-df_all['percent healthy'][:-2])*100, c=color, lw=lw, label=labels[jj])\n",
    "            plt.plot(df_all['days'][-3:], (1-df_all['percent healthy'][-3:])*100, '--', lw=lw, c=color)\n",
    "        else:\n",
    "            plt.plot(df_all['days'][:-1], (1-df_all['percent healthy'][:-1])*100, c=color, lw=lw, label=labels[jj])\n",
    "            plt.plot(df_all['days'][-2:], (1-df_all['percent healthy'][-2:])*100, '--', lw=lw, c=color)\n",
    "\n",
    "    plt.ylim(0,100)\n",
    "    plt.xlabel(xlabel, fontsize=fontsize+2)\n",
    "    plt.ylabel(\"Acanthocytes %\", fontsize=fontsize+2)\n",
    "    plt.tick_params(axis='both', which='both', labelsize=fontsize)\n",
    "\n",
    "    plt.figure(0)\n",
    "    plt.autoscale()\n",
    "    plt.legend(fontsize=fontsize-2, ncol=1)\n",
    "    savename = \"fig2E_treatment_acantho_count\"\n",
    "    savepath = os.path.join(savefolder,savename)\n",
    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Panel F"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 648x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# read in vitro study data\n",
    "path_in_vitro = r\"data\\shape_analysis\\data_in_vitro_dasa_treatment.xlsx\"\n",
    "df_in_vitro = pd.read_excel(path_in_vitro)\n",
    "\n",
    "# plot parameters\n",
    "linewidth = 4\n",
    "markersize = 15\n",
    "markerwidth = 1.5\n",
    "fontsize = 20\n",
    "\n",
    "markers = 'treatment'\n",
    "with sns.axes_style('darkgrid'):\n",
    "    fig = plt.figure(0,(9,6))\n",
    "    ax = plt.subplot(111)\n",
    "\n",
    "    sns.lineplot(x='mean velocity [mm/s]', y='fraction', data=df_in_vitro,\n",
    "                 hue='treatment', style='shape', markers=True,\n",
    "                 ax=ax, palette='viridis',\n",
    "                 linewidth=linewidth, markersize=markersize, markeredgewidth=markerwidth,\n",
    "                 alpha=.85\n",
    "                 )\n",
    "\n",
    "    ax.xaxis.label.set_size(fontsize+2)\n",
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    "    ax.set_xlabel(r\"Mean velocity [mm/s]\", fontsize=fontsize+2)\n",
    "    ax.set_ylabel(r\"Fraction $\\phi$\", fontsize=fontsize+2)\n",
    "    ax.tick_params(axis='both', labelsize=fontsize)\n",
    "\n",
    "    handles, labels = ax.get_legend_handles_labels()\n",
    "    label = r\"$\\bf{Treatment}$\"\n",
    "    labels[0] = label\n",
    "    labels[3] = r\"$\\bf{Shape}$\"\n",
    "\n",
    "    handles_new = []\n",
    "    for handle in handles:\n",
    "        if handle.get_color() == 'w':\n",
    "            handle.set_linewidth(0)\n",
    "        else:\n",
    "            handle.set_linewidth(linewidth)\n",
    "        handle.set(markersize=markersize,\n",
    "                   markeredgewidth=markerwidth,\n",
    "                   markeredgecolor='w')\n",
    "        handles_new.append(handle)\n",
    "\n",
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    "    leg = plt.legend(handles_new, labels, ncol=1, fontsize=fontsize-3)\n",
    "\n",
    "    plt.tight_layout()\n",
    "    savename = \"fig2F_in_vitro_dasa_treatment\"\n",
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    "    savepath = os.path.join(savefolder,savename)\n",
    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}