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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"collapsed": true,
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"# Create plots for panels used in figure 4"
]
},
{
"cell_type": "code",
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.patches as patches\n",
"from matplotlib.ticker import FormatStrFormatter\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"import dclab\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"outputs": [],
"source": [
"result_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\result_data\\RTDC\\RTfDC\""
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"outputs": [],
"source": [
"color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n",
" 'KM': 'C3', 'LM': 'C4'}"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"outputs": [],
"source": [
"data_LM_9w_RBC = {'date': '2017-11-07','events': 19455, 'flow rate': 0.02, '% gated': 88.4278,\n",
" 'median area_um': 41.7316, 'mean area_um': 41.733, 'sd area_um': 3.67772,\n",
" 'median deform': 0.180168, 'mean deform': 0.178471, 'sd deform': 0.0270663}\n",
"\n",
"data_LM_9w_reti = {'date': '2017-11-07','events': 1088, 'flow rate': 0.02, '% gated': 5.59239,\n",
" 'median area_um': 43.0032, 'mean area_um': 42.8963, 'sd area_um': 3.90582,\n",
" 'median deform': 0.169558, 'mean deform': 0.170496, 'sd deform': 0.029235}\n",
"\n",
"rbc_ctrl_medians = {'area_um': 34.62220001220703, 'deform': 0.26245954632759094}"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
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"outputs": [],
"source": [
"def plot_errbars(patients, labels, y_value, fontsize= 20):\n",
"\n",
" flow_rate = 0.02\n",
" linewidth = 8\n",
" markersize = 18\n",
" #errorbar formatting\n",
" errbar_width = 8\n",
"\n",
" with sns.axes_style('darkgrid'):\n",
" fig = plt.figure(0,(12,8))\n",
" ax1 = plt.subplot(111)\n",
"\n",
" ax_xlabel = \"Days since treatment start\"\n",
" ax_ylabel = dclab.dfn.feature_name2label[y_value]\n",
"\n",
" ax1.set_xlabel(ax_xlabel, fontsize=fontsize+2)\n",
" ax1.set_ylabel(ax_ylabel, fontsize=fontsize+2)\n",
"\n",
" for ind, patient in enumerate(patients):\n",
"\n",
" result_file = \"20200527_results_RTfDC_\" + patient + \".tsv\"\n",
" result_path = os.path.join(result_folder, result_file)\n",
"\n",
" df = pd.read_csv(result_path, sep='\\t')\n",
"\n",
" df_date_grouped_mean = df.groupby(['date', 'flow rate']).median().reset_index()\n",
" df_date_grouped_std = df.groupby(['date', 'flow rate']).std().reset_index()\n",
"\n",
" dates = pd.to_datetime(df_date_grouped_mean.reset_index()['date'])\n",
" day0=dates[0]\n",
"\n",
" time = dates - day0\n",
"\n",
" df_date_grouped_mean['delta_days'] = time.dt.days #convert datetime in ns to days\n",
" df_date_grouped_std['delta_days'] = time.dt.days\n",
"\n",
" color = color_dict[patient]\n",
"\n",
" #flow rate range from 0.004 - 0.02 ul/s\n",
" ii = np.round(df_date_grouped_mean['flow rate'], 3) == flow_rate\n",
" x = df_date_grouped_mean['delta_days'][ii]\n",
" y = df_date_grouped_mean[y_value][ii]\n",
" yerr = df_date_grouped_std[y_value][ii]\n",
"\n",
" x = np.array(x)\n",
" y = np.array(y)\n",
" yerr = np.array(yerr)\n",
"\n",
" if patient=='LM':\n",
" date_LM_9w = pd.to_datetime(data_LM_9w_RBC['date'])\n",
" time_LM_9w = (date_LM_9w - day0).days\n",
"\n",
" y_LM_9w = data_LM_9w_RBC['median ' + y_value]\n",
" yerr_LM_9w = data_LM_9w_RBC['sd ' + y_value]\n",
"\n",
" x = np.insert(x,1,time_LM_9w)\n",
" y = np.insert(y,1,y_LM_9w)\n",
" yerr = np.insert(yerr,1,yerr_LM_9w)\n",
"\n",
" ax1.errorbar(x[:-2],y[:-2], yerr=yerr[:-2], ls='-', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
" markersize = markersize, elinewidth=errbar_width, label = labels[ind])\n",
" ax1.errorbar(x[-3:],y[-3:], yerr=yerr[-3:], ls='--', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
" markersize = markersize, elinewidth=errbar_width)\n",
" else:\n",
" ax1.errorbar(x[:-1],y[:-1], yerr=yerr[:-1], ls='-', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
" markersize = markersize, elinewidth=errbar_width, label = labels[ind])\n",
" ax1.errorbar(x[-2:],y[-2:], yerr=yerr[-2:], ls='--', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
" markersize = markersize, elinewidth=errbar_width)\n",
"\n",
" ax1.axhline(rbc_ctrl_medians[y_value], c='darkgray', alpha=.75, ls='--', lw=1.5*linewidth,\n",
" zorder=0, label='CTRL')\n",
" ax1.legend(fontsize=fontsize-4, ncol=2)\n",
" ax1.tick_params(axis='both', labelsize=fontsize-2)\n",
" #set alpha of errorbars\n",
" for collection in ax1.collections:\n",
" collection.set_alpha(.5)\n",
"\n",
" return fig, ax1"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"## A"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
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"outputs": [
{
"data": {
"text/plain": "<Figure size 864x576 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"y_value = 'deform'\n",
"\n",
"fig, ax = plot_errbars(patients, labels, y_value, fontsize=24)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"outputs": [],
"source": [
"save_name = \"RBC_dasatinib_deform\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\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": "code",
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"outputs": [
{
"data": {
"text/plain": "<Figure size 864x576 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"y_value = 'area_um'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errbars(patients, labels, y_value, fontsize=fontsize)\n",
"ax.set_ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize+2)\n",
"ax.yaxis.set_major_formatter(FormatStrFormatter('%.1f'))"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
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"outputs": [],
"source": [
"save_name = \"RBC_dasatinib_area\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\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": [
"## C"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"text/plain": "<Figure size 864x576 with 1 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",
"flow_rate1 = 0.02\n",
"\n",
"fontsize= 24\n",
"linewidth = 8\n",
"markersize = 18\n",
"#errorbar formatting\n",
"markerwidth = 12\n",
"errbar_width = 8\n",
"linealpha = 1\n",
"\n",
"#format the reticulocyte control region\n",
"ctrl_clr = 'darkslategray'\n",
"\n",
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"with sns.axes_style('darkgrid'):\n",
" plt.figure(0,(12,8))\n",
" ax1 = plt.subplot(111)\n",
"\n",
" ax_xlabel = \"Days since treatment start\"\n",
" ax_ylabel = \"% Reticulocytes\"\n",
"\n",
" ax1.set_xlabel(ax_xlabel, fontsize=fontsize+2)\n",
" ax1.set_ylabel(ax_ylabel, fontsize=fontsize+2)\n",
"\n",
" for ind, patient in enumerate(patients):\n",
"\n",
" result_file = \"20200527_results_RTfDC_\" + patient + \".tsv\"\n",
" result_path = os.path.join(result_folder, result_file)\n",
"\n",
" df = pd.read_csv(result_path, sep='\\t')\n",
" dates_uniq = df.date.unique()\n",
" date_datetime = pd.to_datetime(dates_uniq).sort_values()\n",
" day0 = date_datetime[0]\n",
"\n",
" times1 = []\n",
" percent_retis1 = []\n",
"\n",
" for date in date_datetime:\n",
" df_date = df[pd.to_datetime(df['date'])==date]\n",
" ii = np.round(df_date['flow rate'], 3) == flow_rate1\n",
" df_fl1 = df_date[ii]\n",
"\n",
" date = pd.to_datetime(date)\n",
" time = (date-day0).days #convert datetime in ns to days\n",
"\n",
" #check if data exists for this date and if only nan values are in\n",
" #'syto13_pos' column\n",
" if len(df_fl1)>0 and not (df_fl1['syto13_pos'].isnull().sum() == len(df_fl1)):\n",
" percent_reti1 = len(df_fl1[df_fl1['syto13_pos']==True])/len(df_fl1)\n",
" times1.append(time)\n",
" percent_retis1.append(percent_reti1*100)\n",
"\n",
" color = color_dict[patient]\n",
"\n",
" if patient=='RS':\n",
" ax1.plot(times1, percent_retis1, 'o', c=color, ls='-', label=labels[ind], lw=linewidth,\n",
" alpha=linealpha, markersize = markersize)\n",
" else:\n",
" ax1.plot(times1[:-1], percent_retis1[:-1], 'o', c=color, ls='-', label=labels[ind], lw=linewidth,\n",
" alpha=linealpha, markersize = markersize)\n",
" ax1.plot(times1[-2:], percent_retis1[-2:], 'o', c=color, ls='--', lw=linewidth,\n",
" alpha=linealpha, markersize = markersize)\n",
"\n",
" ax1.axhline(0.5, ls='--', lw=.5, c=ctrl_clr, zorder=0)\n",
" ax1.axhline(2.5, ls='--', lw=.5, c=ctrl_clr, zorder=0)\n",
" axis_limits = ax1.get_xlim()\n",
" ax1.add_patch(patches.Rectangle((axis_limits[0], 0.5), np.diff(axis_limits), 2,\n",
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" label = 'CTRL')\n",
" )\n",
"\n",
" ax1.tick_params(axis='both', labelsize=fontsize-2)\n",
" ax1.legend(fontsize=fontsize-4)\n",
" ax1.set_ylim(0,7.5)\n",
" plt.tight_layout()\n",
"\n",
" savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
" savename = r\"RBC_dasatinib_reti_number\"\n",
" savepath = os.path.join(savefolder,savename)\n",
"\n",
" plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"## D"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"text/plain": "<Figure size 864x576 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['LM', 'KM']\n",
"labels = ['P4', 'P5']\n",
"y_value = 'deform'\n",
"\n",
"fontsize=24\n",
"\n",
"with sns.axes_style('darkgrid'):\n",
" fig, ax=plot_errbars(patients, labels, y_value, fontsize=fontsize)\n",
" plt.xlabel('Days since treatment start', fontsize=fontsize+2)\n",
" # handles, labels = ax.get_legend_handles_labels()\n",
" ax.legend(fontsize=fontsize-2, ncol=1)\n",
" ax.yaxis.set_major_formatter(FormatStrFormatter('%.2f'))"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
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"outputs": [],
"source": [
"save_name = \"RBC_lithium_deform\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\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": [
"## E"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"text/plain": "<Figure size 864x576 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['LM', 'KM']\n",
"labels = ['P4', 'P5']\n",
"y_value = 'area_um'\n",
"fontsize=24\n",
"\n",
"with sns.axes_style('darkgrid'):\n",
" fig, ax = plot_errbars(patients, labels, y_value, fontsize=fontsize)\n",
" plt.xlabel('Days since treatment start', fontsize=fontsize+2)\n",
" plt.ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize+2)\n",
" handles, labels = ax.get_legend_handles_labels()\n",
" ax.legend(handles=handles, labels=labels, fontsize=fontsize-4, ncol=1)\n",
" ax.yaxis.set_major_formatter(FormatStrFormatter('%i'))"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
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"outputs": [],
"source": [
"save_name = \"RBC_lithium_area\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\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": [
"## F"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"text/plain": "<Figure size 864x576 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['LM', 'KM']\n",
"labels = ['P4', 'P5']\n",
"\n",
"flow_rate1 = 0.02\n",
"\n",
"fontsize= 24\n",
"linewidth = 8\n",
"markersize = 18\n",
"#errorbar formatting\n",
"markerwidth = 12\n",
"errbar_width = 8\n",
"\n",
"#format the reticulocyte control region\n",
"ctrl_clr = 'darkslategray'\n",
"\n",
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"with sns.axes_style('darkgrid'):\n",
" plt.figure(0,(12,8))\n",
" ax1 = plt.subplot(111)\n",
"\n",
" ax_xlabel = \"Days since treatment start\"\n",
" ax_ylabel = \"% Reticulocytes\"\n",
"\n",
" ax1.set_xlabel(ax_xlabel, fontsize=fontsize+2)\n",
" ax1.set_ylabel(ax_ylabel, fontsize=fontsize+2)\n",
" # ax1.set_title(\"flow rate = {} ul/s\".format(flow_rate1), fontsize=fontsize)\n",
"\n",
" for ind, patient in enumerate(patients):\n",
"\n",
" result_file = \"20200527_results_RTfDC_\" + patient + \".tsv\"\n",
" result_path = os.path.join(result_folder, result_file)\n",
"\n",
" df = pd.read_csv(result_path, sep='\\t')\n",
" dates_uniq = df.date.unique()\n",
" date_datetime = pd.to_datetime(dates_uniq).sort_values()\n",
" day0 = date_datetime[0]\n",
"\n",
" times1 = []\n",
" percent_retis1 = []\n",
"\n",
" for date in date_datetime:\n",
" df_date = df[pd.to_datetime(df['date'])==date]\n",
" ii = np.round(df_date['flow rate'], 3) == flow_rate1\n",
" df_fl1 = df_date[ii]\n",
"\n",
" date = pd.to_datetime(date)\n",
" time = (date-day0).days #convert datetime in ns to days\n",
"\n",
" #check if data exists for this date and if only nan values are in\n",
" #'syto13_pos' column\n",
" if len(df_fl1)>0 and not (df_fl1['syto13_pos'].isnull().sum() == len(df_fl1)):\n",
" percent_reti1 = len(df_fl1[df_fl1['syto13_pos']==True])/len(df_fl1)\n",
" times1.append(time)\n",
" percent_retis1.append(percent_reti1*100)\n",
"\n",
" color = color_dict[patient]\n",
"\n",
" if patient=='LM':\n",
" date_LM_9w_retis = pd.to_datetime(data_LM_9w_reti['date'])\n",
" time_LM_9w_retis = (date_LM_9w_retis - day0).days\n",
" percent_retis_9w_LM = data_LM_9w_reti['% gated']\n",
"\n",
" times1.insert(1, time_LM_9w_retis)\n",
" percent_retis1.insert(1, percent_retis_9w_LM)\n",
"\n",
" ax1.plot(times1[:-2], percent_retis1[:-2], 'o', c=color, ls='-', label=labels[ind], lw=linewidth,\n",
" alpha=linealpha, markersize = markersize)\n",
" ax1.plot(times1[-3:], percent_retis1[-3:], 'o', c=color, ls='--', lw=linewidth,\n",
" alpha=linealpha, markersize = markersize)\n",
" else:\n",
" ax1.plot(times1[:-1], percent_retis1[:-1], 'o', c=color, ls='-', label=labels[ind], lw=linewidth,\n",
" alpha=linealpha, markersize = markersize)\n",
" ax1.plot(times1[-2:], percent_retis1[-2:], 'o', c=color, ls='--', lw=linewidth,\n",
" alpha=linealpha, markersize = markersize)\n",
"\n",
" ax1.axhline(0.5, ls='--', lw=.5, c=ctrl_clr, zorder=0)\n",
" ax1.axhline(2.5, ls='--', lw=.5, c=ctrl_clr, zorder=0)\n",
" axis_limits = ax1.get_xlim()\n",
" ax1.add_patch(patches.Rectangle((axis_limits[0], 0.5), np.diff(axis_limits), 2,\n",
" label = 'CTRL')\n",
" )\n",
" ax1.tick_params(axis='both', labelsize=fontsize)\n",
" ax1.set_ylim(0,8)\n",
" ax1.legend(fontsize=fontsize-4)\n",
" plt.tight_layout()\n",
"\n",
" savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
" savename = r\"RBC_lithium_reti_number\"\n",
" savepath = os.path.join(savefolder,savename)\n",
"\n",
" plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"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
}