{ "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", "import matplotlib\n", "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", "execution_count": 4, "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", " plt.tight_layout()\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", "execution_count": 5, "outputs": [ { "data": { "text/plain": "<matplotlib.legend.Legend at 0x204ac5914e0>" }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "<Figure size 720x475.2 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", "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", "execution_count": 6, "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", "execution_count": 7, "outputs": [ { "data": { "text/plain": "<matplotlib.legend.Legend at 0x204aeec24e0>" }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "<Figure size 720x475.2 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_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", "execution_count": 8, "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", "execution_count": 9, "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", "execution_count": 10, "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", "execution_count": 11, "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", "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" } } }, { "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", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }