{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#Setting matplotlib display setting as inline plots\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#Importing necessary packages\n",
"import os\n",
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"import matplotlib.pyplot as plt\n",
"plt.rcParams['font.family'] = 'Arial'\n",
"import matplotlib.patches as mpatches\n",
"from sklearn.decomposition import PCA\n",
"from scipy import stats"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#Set working directory to WT 1 folder\n",
"os.chdir('C:/Users/ooma1/OneDrive - UC San Diego/Guatelli Lab/Cell Fractionation/20190308 Jurkat TREHIV WT fract MS/')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#Reading in full data for first WT experiment, UnA and IndB\n",
"ua1_wt = pd.read_csv('UnA/rowsum/20190516_UnA_SVCidentified_postiter_threshold.csv', index_col=0)\n",
"ua1_wt.sort_values('Compartment', inplace=True)\n",
"\n",
"ib1_wt = pd.read_csv('IndB/rowsum/20190516_IndB_SVCidentified_postiter_threshold.csv', index_col=0)\n",
"ib1_wt.sort_values('Compartment', inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"#Set working directory to dNef 2 folder\n",
"os.chdir('C:/Users/ooma1/OneDrive - UC San Diego/Guatelli Lab/Cell Fractionation/20191122 Jurkat TREHIV dNef fract MS/')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"#Reading in full data for second dNef experiment, UnB and IndC\n",
"ub2 = pd.read_csv('UnB/20191122_UnB_SVCidentified_postiter_threshold.csv', index_col=0)\n",
"ub2.sort_values('Compartment', inplace=True)\n",
"\n",
"ic2 = pd.read_csv('IndC/20191122_IndC_SVCidentified_postiter_threshold.csv', index_col=0)\n",
"ic2.sort_values('Compartment', inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"#Set working directory to FractPaperFigures folder\n",
"os.chdir('C:/Users/ooma1/OneDrive - UC San Diego/Guatelli Lab/Cell Fractionation/FractPaperFigures/')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['ER',\n",
" 'Endosome',\n",
" 'Golgi',\n",
" 'Large Protein Complex',\n",
" 'Lysosome',\n",
" 'Mitochondrion',\n",
" 'Peroxisome',\n",
" 'Plasma membrane',\n",
" 'Unclassified']"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Generating list of compartments in alphabetical order\n",
"compartment_list = list(ub2.Compartment.unique())\n",
"compartment_list.sort()\n",
"compartment_list"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"#Examining data from PCA for visualization\n",
"skl_pca = PCA()\n",
"pca_results_wt = skl_pca.fit_transform(ua1_wt.loc[:, '3K':'195.5K'])\n",
"pca_results1 = skl_pca.transform(ua1_wt.loc[:, '3K':'195.5K'])\n",
"pca_results2 = skl_pca.transform(ib1_wt.loc[:, '3K':'195.5K'])\n",
"pca_results3 = skl_pca.transform(ub2.loc[:, '3K':'195.5K'])\n",
"pca_results4 = skl_pca.transform(ic2.loc[:, '3K':'195.5K'])\n",
"evr = list(skl_pca.explained_variance_ratio_)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 612x792 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plotting PCA1&2\n",
"color_list = plt.cm.tab20(range(0,20))\n",
"colorlist = {compartment_list[0]: color_list[0], compartment_list[1]: color_list[2], compartment_list[2]: color_list[4], \n",
" compartment_list[3]: color_list[6], compartment_list[4]: color_list[8], compartment_list[5]: color_list[10], \n",
" compartment_list[6]: color_list[12], compartment_list[7]: color_list[5], compartment_list[8]: '0.9'}\n",
"\n",
"colorlist2 = {compartment_list[0]: '0.9', compartment_list[1]: '0.9', compartment_list[2]: '0.9', \n",
" compartment_list[3]: '0.9', compartment_list[4]: '0.9', compartment_list[5]: '0.9', \n",
" compartment_list[6]: color_list[12], compartment_list[7]: '0.9', compartment_list[8]: '0.9'}\n",
"\n",
"fig = plt.figure(figsize=(8.5, 11))\n",
"ax4 = plt.subplot2grid((2, 2), (1, 1))\n",
"ax1 = plt.subplot2grid((2, 2), (0, 0), sharex=ax4, sharey=ax4)\n",
"ax2 = plt.subplot2grid((2, 2), (1, 0), sharex=ax4, sharey=ax4)\n",
"ax3 = plt.subplot2grid((2, 2), (0, 1), sharex=ax4, sharey=ax4)\n",
"fig.subplots_adjust(hspace=0, wspace=0)\n",
"ax5 = fig.add_subplot(8, 8, 4)\n",
"ax7 = fig.add_subplot(8, 8, 8)\n",
"ax6 = fig.add_subplot(8, 8, 36)\n",
"ax8 = fig.add_subplot(8, 8, 40)\n",
"\n",
"# WT Uninduced\n",
"x_pca = pca_results1[:, 0]\n",
"y_pca = pca_results1[:, 1]\n",
"color = ua1_wt['Compartment']\n",
"dfpca = pd.DataFrame(dict(PC1=x_pca, PC2=y_pca, color=color))\n",
"ax1.scatter(dfpca.PC1, dfpca.PC2, c=dfpca['color'].apply(lambda x: colorlist[x]), s=0.3, alpha=0.8)\n",
"ax1.annotate('WT\\nUninduced', (0.02, 0.88), size=14, horizontalalignment='left', xycoords='axes fraction')\n",
"ax1.tick_params(labelbottom=False, labelleft=False)\n",
"\n",
"ax5.scatter(dfpca.PC1, dfpca.PC2, c=dfpca['color'].apply(lambda x: colorlist2[x]), s=0.3, alpha=0.8)\n",
"ax5.set_xlim([-0.05, 0.75])\n",
"ax5.set_ylim([0.2, 1])\n",
"ax5.tick_params(axis='both', which='both', top=False, bottom=False, labelbottom=False, right=False, left=False, labelleft=False)\n",
"\n",
"# dNef Uninduced\n",
"x_pca3 = pca_results3[:, 0]\n",
"y_pca3 = pca_results3[:, 1]\n",
"color3 = ub2['Compartment']\n",
"dfpca3 = pd.DataFrame(dict(PC1=x_pca3, PC2=y_pca3, color=color3))\n",
"ax2.scatter(dfpca3.PC1, dfpca3.PC2, c=dfpca3['color'].apply(lambda x: colorlist[x]), s=0.3, alpha=0.8)\n",
"ax2.annotate('dNef\\nUninduced', (0.02, 0.88), size=14, horizontalalignment='left', xycoords='axes fraction')\n",
"ax2.set_xlabel('PC1 ({:.1f}%)'.format(evr[0]*100))\n",
"ax2.set_ylabel('PC2 ({:.1f}%)'.format(evr[1]*100))\n",
"\n",
"ax6.scatter(dfpca3.PC1, dfpca3.PC2, c=dfpca3['color'].apply(lambda x: colorlist2[x]), s=0.3, alpha=0.8)\n",
"ax6.set_xlim([-0.05, 0.75])\n",
"ax6.set_ylim([0.2, 1])\n",
"ax6.tick_params(axis='both', which='both', top=False, bottom=False, labelbottom=False, right=False, left=False, labelleft=False)\n",
"\n",
"# WT Induced\n",
"x_pca2 = pca_results2[:, 0]\n",
"y_pca2 = pca_results2[:, 1]\n",
"color2 = ib1_wt['Compartment']\n",
"dfpca2 = pd.DataFrame(dict(PC1=x_pca2, PC2=y_pca2, color=color2))\n",
"ax3.scatter(dfpca2.PC1, dfpca2.PC2, c=dfpca2['color'].apply(lambda x: colorlist[x]), s=0.3, alpha=0.8)\n",
"ax3.annotate('WT\\nInduced', (0.02, 0.88), size=14, horizontalalignment='left', xycoords='axes fraction')\n",
"ax3.tick_params(axis='both', which='both', top=False, bottom=False, labelbottom=False, right=False, left=False, labelleft=False)\n",
"\n",
"ax7.scatter(dfpca2.PC1, dfpca2.PC2, c=dfpca2['color'].apply(lambda x: colorlist2[x]), s=0.3, alpha=0.8)\n",
"ax7.set_xlim([-0.05, 0.75])\n",
"ax7.set_ylim([0.2, 1])\n",
"ax7.tick_params(axis='both', which='both', top=False, bottom=False, labelbottom=False, right=False, left=False, labelleft=False)\n",
"\n",
"# dNef Induced\n",
"x_pca4 = pca_results4[:, 0]\n",
"y_pca4 = pca_results4[:, 1]\n",
"color4 = ic2['Compartment']\n",
"dfpca4 = pd.DataFrame(dict(PC1=x_pca4, PC2=y_pca4, color=color4))\n",
"ax4.scatter(dfpca4.PC1, dfpca4.PC2, c=dfpca4['color'].apply(lambda x: colorlist[x]), s=0.3, alpha=0.8)\n",
"ax4.annotate('dNef\\nInduced', (0.02, 0.88), size=14, horizontalalignment='left', xycoords='axes fraction')\n",
"ax4.set_xlim([-1.5, 1.75])\n",
"ax4.set_ylim([-1.25, 1.5])\n",
"ax4.tick_params(axis='both', which='both', top=False, labelbottom=False, right=False, left=False, labelleft=False)\n",
"\n",
"ax8.scatter(dfpca4.PC1, dfpca4.PC2, c=dfpca4['color'].apply(lambda x: colorlist2[x]), s=0.3, alpha=0.8)\n",
"ax8.set_xlim([-0.05, 0.75])\n",
"ax8.set_ylim([0.2, 1])\n",
"ax8.tick_params(axis='both', which='both', top=False, bottom=False, labelbottom=False, right=False, left=False, labelleft=False)\n",
"\n",
"# Legend\n",
"recs = []\n",
"for item in compartment_list:\n",
" recs.append(mpatches.Rectangle((0, 0), 1, 1, fc=colorlist[item]))\n",
"ax2.legend(recs, compartment_list, loc=(-0.25, -0.225), ncol=5)\n",
"\n",
"fig.suptitle('Figure 5', x=0, y=1, fontsize=12)\n",
"\n",
"plt.savefig('Figure5.pdf', dpi=500, bbox_inches='tight')\n",
"plt.show()"
]
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