{
"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",
"import matplotlib.pyplot as plt\n",
"plt.rcParams['font.family'] = 'Arial'\n",
"import matplotlib\n",
"import matplotlib.image as mpimg\n",
"from scipy import stats\n",
"from pdf2image import convert_from_path\n",
"from PIL import Image"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#Setting working folder\n",
"os.chdir('C:/Users/ooma1/OneDrive - UC San Diego/Guatelli Lab/Cell Fractionation/FractPaperFigures/')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Converting workflow pdf to png\n",
"workflow = convert_from_path('Fig1_Workflow.pdf', dpi=1200)\n",
"for image in workflow:\n",
" image.save('Fig1_Workflow.png', 'PNG', dpi=(1200, 1200))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 612x792 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Generating figure instance\n",
"fig = plt.figure(figsize=(8.5, 11))\n",
"ax1 = plt.subplot2grid((5, 6), (0, 0), rowspan=3, colspan=6)\n",
"ax2 = plt.subplot2grid((5, 6), (3, 0), rowspan=1, colspan=3)\n",
"ax3 = plt.subplot2grid((5, 6), (3, 4), rowspan=2, colspan=2)\n",
"#fig.tight_layout()\n",
"\n",
"workflow = mpimg.imread('Fig1_Workflow.png')\n",
"western = mpimg.imread('Fig1_Timecourse_Westerns.png')\n",
"p24 = pd.read_csv('Fig1_p24.csv')\n",
"\n",
"ax1.imshow(workflow)\n",
"ax1.axis('off')\n",
"ax1.annotate('A)', (0, 1.0), xycoords='axes fraction', fontsize=14)\n",
"\n",
"ax2.imshow(western)\n",
"ax2.annotate('B)', (-0.05, 1.3), xycoords='axes fraction', fontsize=14)\n",
"ax2.axis('off')\n",
"ax2.annotate('gp160', (1.02, 0.92), xycoords='axes fraction', horizontalalignment='left', fontsize=10)\n",
"ax2.annotate('p55', (1.02, 0.75), xycoords='axes fraction', horizontalalignment='left', fontsize=10)\n",
"ax2.annotate('Nef', (1.02, 0.52), xycoords='axes fraction', horizontalalignment='left', fontsize=10)\n",
"ax2.annotate('Vpu', (1.02, 0.35), xycoords='axes fraction', horizontalalignment='left', fontsize=10)\n",
"ax2.annotate('GAPDH', (1.02, 0.09), xycoords='axes fraction', horizontalalignment='left', fontsize=10)\n",
"ax2.annotate('h.p.i.', (0, 1.03), xycoords='axes fraction', fontsize=10)\n",
"ax2.annotate('0', (0.1125, 1.03), xycoords='axes fraction', fontsize=10)\n",
"ax2.annotate('4', (0.18, 1.03), xycoords='axes fraction', fontsize=10)\n",
"ax2.annotate('8', (0.2475, 1.03), xycoords='axes fraction', fontsize=10)\n",
"ax2.annotate('12', (0.2975, 1.03), xycoords='axes fraction', fontsize=10)\n",
"ax2.annotate('16', (0.36, 1.03), xycoords='axes fraction', fontsize=10)\n",
"ax2.annotate('18', (0.425, 1.03), xycoords='axes fraction', fontsize=10)\n",
"ax2.annotate('0', (0.555, 1.03), xycoords='axes fraction', fontsize=10)\n",
"ax2.annotate('4', (0.615, 1.03), xycoords='axes fraction', fontsize=10)\n",
"ax2.annotate('8', (0.69, 1.03), xycoords='axes fraction', fontsize=10)\n",
"ax2.annotate('12', (0.735, 1.03), xycoords='axes fraction', fontsize=10)\n",
"ax2.annotate('16', (0.8, 1.03), xycoords='axes fraction', fontsize=10)\n",
"ax2.annotate('18', (0.865, 1.03), xycoords='axes fraction', fontsize=10)\n",
"ax2.annotate('Wild-type', (0.275, 1.2), xycoords='axes fraction', horizontalalignment='center', fontsize=13)\n",
"ax2.annotate('dNef', (0.725, 1.2), xycoords='axes fraction', horizontalalignment='center', fontsize=13)\n",
"\n",
"ax3.annotate('C)', (-0.25, 1.125), xycoords='axes fraction', fontsize=14)\n",
"p24.plot(kind='line', x='Hours Post Induction', y='Wild-type', yerr='WT SD', ax=ax3, color='black')\n",
"p24.plot(kind='line', x='Hours Post Induction', y='dNef', yerr='dNef SD', ax=ax3, linestyle='--', color='black')\n",
"ax3.set_ylim(0, 100)\n",
"ax3.set_yticks([0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100])\n",
"ax3.set_ylabel('% of cells p24+')\n",
"ax3.set_xticks([0, 4, 8, 12, 16, 18, 20])\n",
"ax3.set_xticklabels([0, 4, 8, 12, 16, 18, ''])\n",
"ax3.legend(loc='lower right')\n",
"\n",
"fig.suptitle('Figure 1', x=0, y=1, fontsize=12)\n",
"\n",
"plt.savefig('Figure1.pdf', dpi=500, bbox_inches='tight')\n",
"plt.show()"
]
}
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