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{
"cells": [
{
"cell_type": "markdown",
"source": [
"# Create plots for panels used in figure 5"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import dclab\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"source": [
"Manually add means for missing data for LM-9w-20171107"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"outputs": [],
"source": [
"data_LM_9w_lympho = {'date': '2017-11-07','events': 77, 'flow rate': 0.08, '% gated': 8.43,\n",
" 'median area_um': 39., 'mean area_um': 38., 'sd area_um': 5.5,\n",
" 'median deform': 0.0264, 'mean deform': 0.0316, 'sd deform': 0.0154}\n",
"data_LM_9w_myelo = {'date': '2017-11-07','events': 47, 'flow rate': 0.08, '% gated': 5.15,\n",
" 'median area_um': 63.3, 'mean area_um': 64.1, 'sd area_um': 5.68,\n",
" 'median deform': 0.0319, 'mean deform': 0.0378, 'sd deform': 0.017}"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"outputs": [],
"source": [
"# result_folder = r\"D:\\ChoreaAcanthocytosis\\RTDC\\WBC\\results\n",
"result_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\result_data\\RTDC\\WBC\""
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Plot results with gates from brighntess plot (created 20200521)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"outputs": [],
"source": [
"lympho_ctrl_medians = {'area_um': 37.88789749145508,\n",
" 'deform': 0.04369187355041504,\n",
" 'emodulus': 0.7527109307300333}\n",
"myelo_ctrl_medians = {'area_um': 64.04239654541016,\n",
" 'deform': 0.08041012287139893,\n",
" 'emodulus': 0.7098496091718063}"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
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"outputs": [],
"source": [
"def plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize= 28, figsize=(8,6)):\n",
"\n",
" flow_rate = 0.08\n",
"\n",
" linewidth = 6\n",
" markersize = 15\n",
" #errorbar formatting\n",
" markerwidth = 12\n",
" errbar_width = 8\n",
"\n",
" try:\n",
" ylabel = dclab.dfn.feature_name2label[y_value]\n",
" except:\n",
" ylabel = y_value\n",
"\n",
" color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n",
" 'KM': 'C3', 'LM': 'C4'}\n",
"\n",
" if cell_type == \"lymphos\":\n",
" plot_title = \"Lymphocytes\"\n",
" ctrl_value = lympho_ctrl_medians[y_value]\n",
" elif cell_type == \"myelos\":\n",
" plot_title = \"Myelocytes\"\n",
" ctrl_value = myelo_ctrl_medians[y_value]\n",
"\n",
" with sns.axes_style('darkgrid'):\n",
" fig = plt.figure(0, figsize)\n",
" ax1 = plt.subplot(111)\n",
"\n",
" ax_xlabel = \"Day since treatment start\"\n",
" ax_ylabel = dclab.dfn.feature_name2label[y_value]\n",
"\n",
" ax1.set_xlabel(ax_xlabel, fontsize=fontsize)\n",
" ax1.set_ylabel(ax_ylabel, fontsize=fontsize)\n",
"\n",
" ax1.axhline(ctrl_value, c='darkgray', alpha=.75, ls='--', lw=1.5*linewidth, label='CTRL')\n",
"\n",
" for ind, patient in enumerate(patients):\n",
"\n",
" result_file = \"20200522_results_\" + patient + \"_\" + cell_type + \".tsv\"\n",
" result_path = os.path.join(result_folder, result_file)\n",
"\n",
" df = pd.read_csv(result_path, sep='\\t')\n",
"\n",
" if y_value=='emodulus':\n",
" emod = dclab.features.emodulus.get_emodulus(area_um=df['area_um'],\n",
" deform=df['deform'],\n",
" medium=\"CellCarrier\",\n",
" channel_width=20.0,\n",
" flow_rate=flow_rate)\n",
" df['emodulus'] = emod\n",
"\n",
" df_date_grouped_mean = df.groupby(['date', 'flow rate']).median().reset_index()\n",
" if err_type=='std':\n",
" df_date_grouped_std = df.groupby(['date', 'flow rate']).std().reset_index()\n",
" if err_type=='sem':\n",
" df_date_grouped_sem = df.groupby(['date', 'flow rate']).sem().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",
" if err_type=='std':\n",
" df_date_grouped_std['delta_days'] = time.dt.days\n",
" if err_type=='sem':\n",
" df_date_grouped_sem['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",
" if err_type=='std':\n",
" yerr = df_date_grouped_std[y_value][ii]\n",
" if err_type=='sem':\n",
" yerr = df_date_grouped_sem[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",
" if cell_type == 'lymphos':\n",
" dict_LM_9w = data_LM_9w_lympho\n",
" if cell_type == 'myelos':\n",
" dict_LM_9w = data_LM_9w_myelo\n",
"\n",
" date_LM_9w = pd.to_datetime(dict_LM_9w['date'])\n",
" time_LM_9w = (date_LM_9w - day0).days\n",
"\n",
" if y_value=='emodulus':\n",
" area = dict_LM_9w['median area_um']\n",
" deform = dict_LM_9w['median deform']\n",
" y_LM_9w = dclab.features.emodulus.get_emodulus(area_um=area,\n",
" deform=deform,\n",
" medium=\"CellCarrier\",\n",
" channel_width=20.0,\n",
" flow_rate=flow_rate)\n",
" yerr_LM_9w = 0\n",
" else:\n",
" y_LM_9w = dict_LM_9w['median ' + y_value]\n",
"\n",
" if err_type=='std':\n",
" yerr_LM_9w = dict_LM_9w['sd ' + y_value]\n",
" if err_type=='sem':\n",
" yerr_LM_9w = dict_LM_9w['sd ' + y_value]/np.sqrt(dict_LM_9w['events'])\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",
" if patient=='LM':\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",
" if 'LM' in patients:\n",
" ax1.legend(fontsize=fontsize-4, ncol=1)\n",
" else:\n",
" ax1.legend(fontsize=fontsize-4, ncol=2)\n",
" ax1.tick_params(axis='both', labelsize=fontsize-2)\n",
" plt.title(plot_title, fontsize=fontsize+2)\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_deform\"\n",
" savepath = os.path.join(savefolder,savename)\n",
"\n",
" #set alpha of errorbars\n",
" for collection in ax1.collections:\n",
" collection.set_alpha(.25)\n",
" # plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')\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",
"outputs": [
{
"data": {
"text/plain": "[None, None]"
},
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 576x432 with 1 Axes>",
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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"cell_type = \"lymphos\"\n",
"y_value = 'emodulus'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
"ax.set_title(\"\")\n",
"fig.set(figwidth=8, figheight=6)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
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"outputs": [],
"source": [
"save_name = \"lympho_dasatinib_emod\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\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": [
"## B"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"text/plain": "[None, None]"
},
"metadata": {},
"output_type": "execute_result"
},
{
"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']\n",
"labels = ['P1', 'P2', 'P3']\n",
"cell_type = \"myelos\"\n",
"y_value = 'emodulus'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
"ax.set_title(\"\")\n",
"fig.set(figwidth=8, figheight=6)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
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"outputs": [],
"source": [
"save_name = \"lympho_dasatinib_emod\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\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": "[None, None]"
},
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 576x432 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['LM', 'KM']\n",
"labels = ['P4', 'P5']\n",
"cell_type = \"lymphos\"\n",
"y_value = 'emodulus'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
"ax.set_title(\"\")\n",
"fig.set(figwidth=8, figheight=6)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
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"outputs": [],
"source": [
"save_name = \"lympho_lithium_emod\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\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": [
"## D"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"text/plain": "[None, None]"
},
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 576x432 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['LM', 'KM']\n",
"labels = ['P4', 'P5']\n",
"cell_type = \"myelos\"\n",
"y_value = 'emodulus'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
"ax.set_title(\"\")\n",
"fig.set(figwidth=8, figheight=6)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"outputs": [],
"source": [
"save_name = \"myelo_lithium_emod\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\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": [],
"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
}