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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",
"execution_count": 1,
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
"import matplotlib.patches as patches\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",
"execution_count": 2,
"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",
"execution_count": 3,
"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_retis(patients, labels, y_value, fontsize= 32):\n",
"\n",
" flow_rate = 0.02\n",
"\n",
" linewidth = 6\n",
" markersize = 15\n",
" linealpha = .8\n",
" #errorbar formatting\n",
" errbar_width = 8\n",
"\n",
" if patients[0]=='KM':\n",
" colors = sns.color_palette('tab20')[6:]\n",
" else:\n",
" colors = sns.color_palette('tab20')\n",
"\n",
" with sns.axes_style('darkgrid'):\n",
" fig = plt.figure(0,(10,6.6))\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",
" df_retis = df[df['syto13_pos']==True]\n",
"\n",
" df_date_grouped_mean = df.groupby(['date', 'flow rate']).median().reset_index()\n",
" df_date_grouped_mean_retis = df_retis.groupby(['date', 'flow rate']).median().reset_index()\n",
" df_date_grouped_std = df.groupby(['date', 'flow rate']).std().reset_index()\n",
" df_date_grouped_std_retis = df_retis.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",
" time = dates - day0\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",
"\n",
" dates = pd.to_datetime(df_date_grouped_mean_retis.reset_index()['date'])\n",
" day0=dates[0]\n",
" time = dates - day0\n",
" df_date_grouped_mean_retis['delta_days'] = time.dt.days #convert datetime in ns to days\n",
" df_date_grouped_std_retis['delta_days'] = time.dt.days\n",
"\n",
" color = colors[2*ind]\n",
" color_retis = colors[2*ind+1]\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",
" ii = np.round(df_date_grouped_mean_retis['flow rate'], 3) == flow_rate\n",
" x_retis = df_date_grouped_mean_retis['delta_days'][ii]\n",
" y_retis = df_date_grouped_mean_retis[y_value][ii]\n",
" yerr_retis = df_date_grouped_std_retis[y_value][ii]\n",
"\n",
" ax1.errorbar(x[:-1], y[:-1], yerr=yerr[:-1], ls='-', lw=linewidth, marker='o', c=color,\n",
" ecolor='gray', alpha=linealpha,\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",
" alpha=linealpha,\n",
" markersize = markersize, elinewidth=errbar_width)\n",
"\n",
"\n",
" if patient=='RS':\n",
" ax1.errorbar(x_retis, y_retis, yerr=yerr_retis, ls='-', lw=linewidth, marker='o',\n",
" c=color_retis, ecolor='gray',\n",
" alpha=linealpha, markersize = markersize, elinewidth=errbar_width,\n",
" label = labels[ind]+\" reticulocytes\")\n",
" else:\n",
" ax1.errorbar(x_retis[:-1], y_retis[:-1], yerr=yerr_retis[:-1], ls='-', lw=linewidth, marker='o',\n",
" c=color_retis, ecolor='gray',\n",
" alpha=linealpha, markersize = markersize, elinewidth=errbar_width,\n",
" label = labels[ind]+\" reticulocytes\")\n",
" ax1.errorbar(x_retis[-2:], y_retis[-2:], yerr=yerr_retis[-2:], ls='--', lw=linewidth, marker='o',\n",
" c=color_retis, ecolor='gray',\n",
" alpha=linealpha, 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",
" plt.legend(fontsize=fontsize-4, ncol=2)\n",
" ax1.tick_params(axis='both', labelsize=fontsize-2)\n",
"\n",
" #set alpha of errorbars\n",
" for collection in ax1.collections:\n",
" collection.set_alpha(.3)\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",
"text/plain": "<matplotlib.legend.Legend at 0x1d03eea4f28>"
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 720x475.2 with 1 Axes>",
"image/png": 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\n"
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"y_value = 'deform'\n",
"\n",
"fontsize = 24\n",
"fig, ax = plot_retis(patients, labels, y_value, fontsize=fontsize)\n",
"# handles, labels = ax.get_legend_handles_labels()\n",
"ax.set_ylim(0.124,0.34)\n",
"handles, labels = ax.get_legend_handles_labels()\n",
"handles = np.roll(handles, -1)\n",
"labels = np.roll(labels, -1)\n",
"\n",
"ax.legend(handles, labels, fontsize=fontsize-8, ncol=2, loc='upper right', facecolor=ax.get_facecolor())"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
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"outputs": [],
"source": [
"save_name = \"RBC_retis_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": "markdown",
"source": [
"## B"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"text/plain": "<matplotlib.legend.Legend at 0x1d03d748c18>"
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 720x475.2 with 1 Axes>",
"image/png": 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\n"
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},
"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_retis(patients, labels, y_value, fontsize=fontsize)\n",
"ax.set_ylim(29.5, 49.9)\n",
"ax.set_ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize+2)\n",
"\n",
"handles, labels = ax.get_legend_handles_labels()\n",
"handles = list(np.roll(handles, -1))\n",
"labels = list(np.roll(labels, -1))\n",
"empty_r = patches.Rectangle((0,0), 1, 1, fill=False, edgecolor='none',\n",
" visible=False)\n",
"handles.insert(2, empty_r)\n",
"labels.insert(2, \" \")\n",
"handles.insert(5, empty_r)\n",
"labels.insert(5, \" \")\n",
"ax.legend(handles, labels, fontsize=fontsize-8, ncol=3, loc='upper left', facecolor=ax.get_facecolor())"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
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"outputs": [],
"source": [
"save_name = \"RBC_retis_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": "markdown",
"source": [
"Need to create custom color palette to fit the color scheme of other plots"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"outputs": [],
"source": [
"colors = sns.color_palette(sns.color_palette('tab20')[8:10] + sns.color_palette('tab20')[6:8])"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
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"outputs": [
{
"data": {
"text/plain": "<Figure size 720x475.2 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",
"y_value = 'deform'\n",
"\n",
"flow_rate1 = 0.02\n",
"\n",
"fontsize= 24\n",
"linewidth = 8\n",
"markersize = 18\n",
"linealpha = .8\n",
"#errorbar formatting\n",
"markerwidth = 12\n",
"errbar_width = 8\n",
"\n",
"with sns.axes_style('darkgrid'):\n",
" plt.figure(0,(10,6.6))\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",
" df = df[np.round(df['flow rate'], 3) == flow_rate1]\n",
" df_retis = df[df['syto13_pos']==True]\n",
"\n",
" df_date_grouped_mean = df.groupby(['date']).median().reset_index()\n",
" df_date_grouped_mean_retis = df_retis.groupby(['date']).median().reset_index()\n",
" df_date_grouped_std = df.groupby(['date']).std().reset_index()\n",
" #line above doesn't work for unknown reasons\n",
" df_date_grouped_std_retis = pd.DataFrame()\n",
" for date in df_retis.date.unique():\n",
" stds = df_retis[df_retis['date']==date].std()\n",
" stds['date']=date\n",
" df_date_grouped_std_retis = df_date_grouped_std_retis.append(stds, ignore_index=True)\n",
"\n",
" dates = pd.to_datetime(df_date_grouped_mean.reset_index()['date'])\n",
" day0=dates[0]\n",
" time = dates - day0\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",
" dates = pd.to_datetime(df_date_grouped_mean_retis.reset_index()['date'])\n",
" day0=dates[0]\n",
" time = dates - day0\n",
" df_date_grouped_mean_retis['delta_days'] = time.dt.days #convert datetime in ns to days\n",
" df_date_grouped_std_retis['delta_days'] = time.dt.days\n",
"\n",
" color = colors[2*ind]\n",
" color_retis = colors[2*ind+1]\n",
"\n",
" x = df_date_grouped_mean['delta_days']\n",
" y = df_date_grouped_mean[y_value]\n",
" yerr = df_date_grouped_std[y_value]\n",
"\n",
" x_retis = df_date_grouped_mean_retis['delta_days']\n",
" y_retis = df_date_grouped_mean_retis[y_value]\n",
" yerr_retis = df_date_grouped_std_retis[y_value]\n",
"\n",
" x = np.array(x)\n",
" y = np.array(y)\n",
" yerr = np.array(yerr)\n",
" x_retis = np.array(x_retis)\n",
" y_retis = np.array(y_retis)\n",
" yerr_retis = np.array(yerr_retis)\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",
" 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",
" date_LM_9w_retis = pd.to_datetime(data_LM_9w_reti['date'])\n",
" time_LM_9w_retis = (date_LM_9w_retis - day0).days\n",
" y_LM_9w_retis = data_LM_9w_reti['median ' + y_value]\n",
" yerr_LM_9w_retis = data_LM_9w_reti['sd ' + y_value]\n",
"\n",
" x_retis = np.insert(x_retis, 1, time_LM_9w_retis)\n",
" y_retis = np.insert(y_retis, 1, y_LM_9w_retis)\n",
" yerr_retis = np.insert(yerr_retis, 1, yerr_LM_9w_retis)\n",
"\n",
" ax1.errorbar(x[:-2],y[:-2], yerr=yerr[:-2], ls='-', lw=linewidth, marker='o', c=color, ecolor='gray', alpha=linealpha,\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,\n",
" ecolor='gray', alpha=linealpha,\n",
" markersize = markersize, elinewidth=errbar_width)\n",
" ax1.errorbar(x_retis[:-2], y_retis[:-2], yerr=yerr_retis[:-2], ls='-', lw=linewidth, marker='o',\n",
" c=color_retis, ecolor='gray',\n",
" alpha=linealpha, markersize = markersize, elinewidth=errbar_width,\n",
" label = labels[ind]+\" reticulocytes\")\n",
" ax1.errorbar(x_retis[-3:], y_retis[-3:], yerr=yerr_retis[-3:], ls='--', lw=linewidth, marker='o',\n",
" c=color_retis, ecolor='gray',\n",
" alpha=linealpha, 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', alpha=linealpha,\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,\n",
" ecolor='gray', alpha=linealpha,\n",
" markersize = markersize, elinewidth=errbar_width)\n",
" ax1.errorbar(x_retis[:-1], y_retis[:-1], yerr=yerr_retis[:-1], ls='-', lw=linewidth, marker='o',\n",
" c=color_retis, ecolor='gray',\n",
" alpha=linealpha, markersize = markersize, elinewidth=errbar_width,\n",
" label = labels[ind]+\" reticulocytes\")\n",
" ax1.errorbar(x_retis[-2:], y_retis[-2:], yerr=yerr_retis[-2:], ls='--', lw=linewidth, marker='o',\n",
" c=color_retis, ecolor='gray',\n",
" alpha=linealpha, markersize = markersize, elinewidth=errbar_width)\n",
"\n",
" ax1.axhline(rbc_ctrl_medians[y_value], c='k', alpha=.5, ls='--', lw=linewidth,\n",
" zorder=0,label='CTRL')\n",
" plt.legend(fontsize=fontsize-8, ncol=2)\n",
" ax1.tick_params(axis='both', labelsize=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_retis_lithium_deform\"\n",
" savepath = os.path.join(savefolder,savename)\n",
"\n",
" #set alpha of errorbars\n",
" for collection in ax1.collections:\n",
" collection.set_alpha(.3)\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",
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"outputs": [
{
"data": {
"text/plain": "<Figure size 720x475.2 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",
"y_value = 'area_um'\n",
"\n",
"flow_rate1 = 0.02\n",
"\n",
"fontsize= 24\n",
"linewidth = 8\n",
"markersize = 18\n",
"linealpha = .8\n",
"#errorbar formatting\n",
"markerwidth = 12\n",
"errbar_width = 8\n",
"\n",
"colors = sns.color_palette('tab20')[6:]\n",
"\n",
"with sns.axes_style('darkgrid'):\n",
" plt.figure(0,(10,6.6))\n",
" ax1 = plt.subplot(111)\n",
"\n",
" ax_xlabel = \"Days since treatment start\"\n",
" ax_ylabel = r\"Projected area [µm$^2$]\"\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",
" 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",
" df = df[np.round(df['flow rate'], 3) == flow_rate1]\n",
" df_retis = df[df['syto13_pos']==True]\n",
"\n",
" df_date_grouped_mean = df.groupby(['date']).median().reset_index()\n",
" df_date_grouped_mean_retis = df_retis.groupby(['date']).median().reset_index()\n",
" df_date_grouped_std = df.groupby(['date']).std().reset_index()\n",
" #line above doesn't work for unkown reasons\n",
" df_date_grouped_std_retis = pd.DataFrame()\n",
" for date in df_retis.date.unique():\n",
" stds = df_retis[df_retis['date']==date].std()\n",
" stds['date']=date\n",
" df_date_grouped_std_retis = df_date_grouped_std_retis.append(stds, ignore_index=True)\n",
"\n",
" dates = pd.to_datetime(df_date_grouped_mean.reset_index()['date'])\n",
" day0=dates[0]\n",
" time = dates - day0\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",
" dates = pd.to_datetime(df_date_grouped_mean_retis.reset_index()['date'])\n",
" day0=dates[0]\n",
" time = dates - day0\n",
" df_date_grouped_mean_retis['delta_days'] = time.dt.days #convert datetime in ns to days\n",
" df_date_grouped_std_retis['delta_days'] = time.dt.days\n",
"\n",
" color = colors[2*ind]\n",
" color_retis = colors[2*ind+1]\n",
"\n",
" x = df_date_grouped_mean['delta_days']\n",
" y = df_date_grouped_mean[y_value]\n",
" yerr = df_date_grouped_std[y_value]\n",
"\n",
" x_retis = df_date_grouped_mean_retis['delta_days']\n",
" y_retis = df_date_grouped_mean_retis[y_value]\n",
" yerr_retis = df_date_grouped_std_retis[y_value]\n",
"\n",
" x = np.array(x)\n",
" y = np.array(y)\n",
" yerr = np.array(yerr)\n",
" x_retis = np.array(x_retis)\n",
" y_retis = np.array(y_retis)\n",
" yerr_retis = np.array(yerr_retis)\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",
" 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",
" date_LM_9w_retis = pd.to_datetime(data_LM_9w_reti['date'])\n",
" time_LM_9w_retis = (date_LM_9w_retis - day0).days\n",
" y_LM_9w_retis = data_LM_9w_reti['median ' + y_value]\n",
" yerr_LM_9w_retis = data_LM_9w_reti['sd ' + y_value]\n",
"\n",
" x_retis = np.insert(x_retis, 1, time_LM_9w_retis)\n",
" y_retis = np.insert(y_retis, 1, y_LM_9w_retis)\n",
" yerr_retis = np.insert(yerr_retis, 1, yerr_LM_9w_retis)\n",
"\n",
" ax1.errorbar(x[:-2],y[:-2], yerr=yerr[:-2], ls='-', lw=linewidth, marker='o', c=color, ecolor='gray', alpha=linealpha,\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,\n",
" ecolor='gray', alpha=linealpha,\n",
" markersize = markersize, elinewidth=errbar_width)\n",
" ax1.errorbar(x_retis[:-2], y_retis[:-2], yerr=yerr_retis[:-2], ls='-', lw=linewidth, marker='o',\n",
" c=color_retis, ecolor='gray',\n",
" alpha=linealpha, markersize = markersize, elinewidth=errbar_width,\n",
" label = labels[ind]+\" reticulocytes\")\n",
" ax1.errorbar(x_retis[-3:], y_retis[-3:], yerr=yerr_retis[-3:], ls='--', lw=linewidth, marker='o',\n",
" c=color_retis, ecolor='gray',\n",
" alpha=linealpha, 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', alpha=linealpha,\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,\n",
" ecolor='gray', alpha=linealpha,\n",
" markersize = markersize, elinewidth=errbar_width)\n",
" ax1.errorbar(x_retis[:-1], y_retis[:-1], yerr=yerr_retis[:-1], ls='-', lw=linewidth, marker='o',\n",
" c=color_retis, ecolor='gray',\n",
" alpha=linealpha, markersize = markersize, elinewidth=errbar_width,\n",
" label = labels[ind]+\" reticulocytes\")\n",
" ax1.errorbar(x_retis[-2:], y_retis[-2:], yerr=yerr_retis[-2:], ls='--', lw=linewidth, marker='o',\n",
" c=color_retis, ecolor='gray',\n",
" alpha=linealpha, markersize = markersize, elinewidth=errbar_width)\n",
"\n",
" ax1.axhline(rbc_ctrl_medians[y_value], c='k', alpha=.5, ls='--', lw=linewidth,\n",
" zorder=0,label='CTRL')\n",
" plt.legend(fontsize=fontsize-8, ncol=2)\n",
" ax1.tick_params(axis='both', labelsize=fontsize)\n",
" plt.tight_layout()\n",
"\n",
" savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
" savename = r\"RBC_retis_lithium_area\"\n",
" savepath = os.path.join(savefolder,savename)\n",
"\n",
" # set alpha of errorbars\n",
" for collection in ax1.collections:\n",
" collection.set_alpha(.3)\n",
" plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
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},
{
"cell_type": "markdown",
"source": [
"## E"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 12,
"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",
" 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",
" 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 rbc data from file"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 13,
"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', 'KM', 'LM']\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": "code",
"execution_count": 14,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 0, '# Control measurement')"
},
"execution_count": 14,
"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": [
"color_ctrl = sns.color_palette('Set2')[7]\n",
"fig, ax = plot_violins(df_rbc, 'syto_repeat', 'deform', pal=None, color=color_ctrl)\n",
"\n",
"ax.set_xticklabels(['1','2','3','4','5','6','7','8','9','10','11'])\n",
"ax.set_xlabel(\"# Control measurement\")"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 15,
"outputs": [],
"source": [
"plots_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
"save_name = \"RBC_baseline_ctrl_data_deform\"\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": [
"## F"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 16,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 0, '# Control measurement')"
},
"execution_count": 16,
"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": [
"color_ctrl = sns.color_palette('Set2')[7]\n",
"fig, ax=plot_violins(df_rbc, 'syto_repeat', 'area_um', pal=None, color=color_ctrl)\n",
"\n",
"ax.set_xticklabels(['1','2','3','4','5','6','7','8','9','10','11'])\n",
"ax.set_xlabel(\"# Control measurement\")"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 17,
"outputs": [],
"source": [
"plots_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
"save_name = \"RBC_baseline_ctrl_data_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": "code",
"execution_count": 18,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"median deform = 0.26245954632759094\n",
"median area = 34.62220001220703\n"
]
}
],
"source": [
"rbc_ctrl_deform_med = df_rbc[df_rbc['patient']=='CTRL']['deform'].median()\n",
"rbc_ctrl_area_med = df_rbc[df_rbc['patient']=='CTRL']['area_um'].median()\n",
"\n",
"print(\"median deform = \", rbc_ctrl_deform_med)\n",
"print(\"median area = \", rbc_ctrl_area_med)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 18,
"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",