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Last active June 8, 2018 01:12
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load data from the supplementary table. Remove the first few columns which contain PCA projection scores, and keep the ChromVAR motif accessibility Z-scores."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2034, 1764)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_excel('SupplementaryDataTable1.xlsx', index_col='cellname')\n",
"data = data.iloc[:, 8:]\n",
"data.shape"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ENSG00000008196_LINE2_TFAP2B_D_N1</th>\n",
" <th>ENSG00000008196_LINE3_TFAP2B_D_N1</th>\n",
" <th>ENSG00000008196_LINE4_TFAP2B_D_N1</th>\n",
" </tr>\n",
" <tr>\n",
" <th>cellname</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>singles-BM0828-HSC-fresh-151027-1</th>\n",
" <td>-0.84034</td>\n",
" <td>0.40744</td>\n",
" <td>-1.20670</td>\n",
" </tr>\n",
" <tr>\n",
" <th>singles-BM0828-HSC-fresh-151027-2</th>\n",
" <td>-0.29338</td>\n",
" <td>-0.60210</td>\n",
" <td>0.47999</td>\n",
" </tr>\n",
" <tr>\n",
" <th>singles-BM0828-HSC-fresh-151027-3</th>\n",
" <td>-2.26680</td>\n",
" <td>0.29362</td>\n",
" <td>-1.45240</td>\n",
" </tr>\n",
" <tr>\n",
" <th>singles-BM0828-HSC-fresh-151027-4</th>\n",
" <td>-0.85146</td>\n",
" <td>-1.51830</td>\n",
" <td>-2.08720</td>\n",
" </tr>\n",
" <tr>\n",
" <th>singles-BM0828-HSC-fresh-151027-5</th>\n",
" <td>0.69698</td>\n",
" <td>0.73263</td>\n",
" <td>0.48880</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ENSG00000008196_LINE2_TFAP2B_D_N1 \\\n",
"cellname \n",
"singles-BM0828-HSC-fresh-151027-1 -0.84034 \n",
"singles-BM0828-HSC-fresh-151027-2 -0.29338 \n",
"singles-BM0828-HSC-fresh-151027-3 -2.26680 \n",
"singles-BM0828-HSC-fresh-151027-4 -0.85146 \n",
"singles-BM0828-HSC-fresh-151027-5 0.69698 \n",
"\n",
" ENSG00000008196_LINE3_TFAP2B_D_N1 \\\n",
"cellname \n",
"singles-BM0828-HSC-fresh-151027-1 0.40744 \n",
"singles-BM0828-HSC-fresh-151027-2 -0.60210 \n",
"singles-BM0828-HSC-fresh-151027-3 0.29362 \n",
"singles-BM0828-HSC-fresh-151027-4 -1.51830 \n",
"singles-BM0828-HSC-fresh-151027-5 0.73263 \n",
"\n",
" ENSG00000008196_LINE4_TFAP2B_D_N1 \n",
"cellname \n",
"singles-BM0828-HSC-fresh-151027-1 -1.20670 \n",
"singles-BM0828-HSC-fresh-151027-2 0.47999 \n",
"singles-BM0828-HSC-fresh-151027-3 -1.45240 \n",
"singles-BM0828-HSC-fresh-151027-4 -2.08720 \n",
"singles-BM0828-HSC-fresh-151027-5 0.48880 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.iloc[:5, :3]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/anaconda3/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
" from pandas.core import datetools\n"
]
}
],
"source": [
"import plotnine as p\n",
"p.theme_set(p.theme_classic())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Investigate if some motifs are globally more accessible, or globally has more variable accessibility."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"motif_info = pd.DataFrame({'mean_': data.mean(0), 'var_': data.var(0)})\n",
"motif_info['name'] = motif_info.index"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"motif_info['hvar_name'] = motif_info['name'].str.split('_').str.get(2)\n",
"motif_info.loc[motif_info.query('var_ < 15').index, 'hvar_name'] = ''"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (303163144)>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.qplot('mean_', 'var_', motif_info) + \\\n",
" p.geom_text(p.aes(label='hvar_name'), ha='left', va='top', size=10)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean_</th>\n",
" <th>var_</th>\n",
" <th>name</th>\n",
" <th>hvar_name</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ENSG00000171223_LINE487_JUNB_D_N3</th>\n",
" <td>0.221163</td>\n",
" <td>33.211896</td>\n",
" <td>ENSG00000171223_LINE487_JUNB_D_N3</td>\n",
" <td>JUNB</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000173473_LINE2867_SMARCC1_D_N2</th>\n",
" <td>0.253066</td>\n",
" <td>33.125438</td>\n",
" <td>ENSG00000173473_LINE2867_SMARCC1_D_N2</td>\n",
" <td>SMARCC1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000075426_LINE328_FOSL2_D_N3</th>\n",
" <td>0.220485</td>\n",
" <td>32.907690</td>\n",
" <td>ENSG00000075426_LINE328_FOSL2_D_N3</td>\n",
" <td>FOSL2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000175592_LINE505_FOSL1_D_N3</th>\n",
" <td>0.241917</td>\n",
" <td>32.630554</td>\n",
" <td>ENSG00000175592_LINE505_FOSL1_D_N3</td>\n",
" <td>FOSL1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000130522_LINE411_JUND_D_N6</th>\n",
" <td>0.221292</td>\n",
" <td>32.177541</td>\n",
" <td>ENSG00000130522_LINE411_JUND_D_N6</td>\n",
" <td>JUND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000177606_LINE517_JUN_D_N5</th>\n",
" <td>0.235062</td>\n",
" <td>31.813937</td>\n",
" <td>ENSG00000177606_LINE517_JUN_D_N5</td>\n",
" <td>JUN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000170345_LINE476_FOS_D_N4</th>\n",
" <td>0.252748</td>\n",
" <td>30.342425</td>\n",
" <td>ENSG00000170345_LINE476_FOS_D_N4</td>\n",
" <td>FOS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000156127_LINE436_BATF_D_N1</th>\n",
" <td>0.266948</td>\n",
" <td>29.467202</td>\n",
" <td>ENSG00000156127_LINE436_BATF_D_N1</td>\n",
" <td>BATF</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000156273_LINE437_BACH1_D_N1</th>\n",
" <td>0.210823</td>\n",
" <td>24.023917</td>\n",
" <td>ENSG00000156273_LINE437_BACH1_D_N1</td>\n",
" <td>BACH1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000162772_LINE458_ATF3_D_N1</th>\n",
" <td>0.197877</td>\n",
" <td>23.185474</td>\n",
" <td>ENSG00000162772_LINE458_ATF3_D_N1</td>\n",
" <td>ATF3</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean_ var_ \\\n",
"ENSG00000171223_LINE487_JUNB_D_N3 0.221163 33.211896 \n",
"ENSG00000173473_LINE2867_SMARCC1_D_N2 0.253066 33.125438 \n",
"ENSG00000075426_LINE328_FOSL2_D_N3 0.220485 32.907690 \n",
"ENSG00000175592_LINE505_FOSL1_D_N3 0.241917 32.630554 \n",
"ENSG00000130522_LINE411_JUND_D_N6 0.221292 32.177541 \n",
"ENSG00000177606_LINE517_JUN_D_N5 0.235062 31.813937 \n",
"ENSG00000170345_LINE476_FOS_D_N4 0.252748 30.342425 \n",
"ENSG00000156127_LINE436_BATF_D_N1 0.266948 29.467202 \n",
"ENSG00000156273_LINE437_BACH1_D_N1 0.210823 24.023917 \n",
"ENSG00000162772_LINE458_ATF3_D_N1 0.197877 23.185474 \n",
"\n",
" name \\\n",
"ENSG00000171223_LINE487_JUNB_D_N3 ENSG00000171223_LINE487_JUNB_D_N3 \n",
"ENSG00000173473_LINE2867_SMARCC1_D_N2 ENSG00000173473_LINE2867_SMARCC1_D_N2 \n",
"ENSG00000075426_LINE328_FOSL2_D_N3 ENSG00000075426_LINE328_FOSL2_D_N3 \n",
"ENSG00000175592_LINE505_FOSL1_D_N3 ENSG00000175592_LINE505_FOSL1_D_N3 \n",
"ENSG00000130522_LINE411_JUND_D_N6 ENSG00000130522_LINE411_JUND_D_N6 \n",
"ENSG00000177606_LINE517_JUN_D_N5 ENSG00000177606_LINE517_JUN_D_N5 \n",
"ENSG00000170345_LINE476_FOS_D_N4 ENSG00000170345_LINE476_FOS_D_N4 \n",
"ENSG00000156127_LINE436_BATF_D_N1 ENSG00000156127_LINE436_BATF_D_N1 \n",
"ENSG00000156273_LINE437_BACH1_D_N1 ENSG00000156273_LINE437_BACH1_D_N1 \n",
"ENSG00000162772_LINE458_ATF3_D_N1 ENSG00000162772_LINE458_ATF3_D_N1 \n",
"\n",
" hvar_name \n",
"ENSG00000171223_LINE487_JUNB_D_N3 JUNB \n",
"ENSG00000173473_LINE2867_SMARCC1_D_N2 SMARCC1 \n",
"ENSG00000075426_LINE328_FOSL2_D_N3 FOSL2 \n",
"ENSG00000175592_LINE505_FOSL1_D_N3 FOSL1 \n",
"ENSG00000130522_LINE411_JUND_D_N6 JUND \n",
"ENSG00000177606_LINE517_JUN_D_N5 JUN \n",
"ENSG00000170345_LINE476_FOS_D_N4 FOS \n",
"ENSG00000156127_LINE436_BATF_D_N1 BATF \n",
"ENSG00000156273_LINE437_BACH1_D_N1 BACH1 \n",
"ENSG00000162772_LINE458_ATF3_D_N1 ATF3 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"motif_info.sort_values('var_', ascending=False).query('mean_ > 0').head(10)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean_</th>\n",
" <th>var_</th>\n",
" <th>name</th>\n",
" <th>hvar_name</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ENSG00000102145_LINE2081_GATA1_D_N7</th>\n",
" <td>-0.478831</td>\n",
" <td>32.167977</td>\n",
" <td>ENSG00000102145_LINE2081_GATA1_D_N7</td>\n",
" <td>GATA1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000179348_LINE2120_GATA2_D_N9</th>\n",
" <td>-0.463730</td>\n",
" <td>31.487701</td>\n",
" <td>ENSG00000179348_LINE2120_GATA2_D_N9</td>\n",
" <td>GATA2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000107485_LINE2094_GATA3_D_N6</th>\n",
" <td>-0.386631</td>\n",
" <td>24.605755</td>\n",
" <td>ENSG00000107485_LINE2094_GATA3_D_N6</td>\n",
" <td>GATA3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000130700_LINE2097_GATA5_D_N1</th>\n",
" <td>-0.319359</td>\n",
" <td>18.450397</td>\n",
" <td>ENSG00000130700_LINE2097_GATA5_D_N1</td>\n",
" <td>GATA5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000136574_LINE2102_GATA4_D_N2</th>\n",
" <td>-0.390542</td>\n",
" <td>16.881599</td>\n",
" <td>ENSG00000136574_LINE2102_GATA4_D_N2</td>\n",
" <td>GATA4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000172216_LINE498_CEBPB_D_N8</th>\n",
" <td>-0.049217</td>\n",
" <td>16.859126</td>\n",
" <td>ENSG00000172216_LINE498_CEBPB_D_N8</td>\n",
" <td>CEBPB</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000245848_LINE568_CEBPA_D_N4</th>\n",
" <td>-0.048241</td>\n",
" <td>16.766942</td>\n",
" <td>ENSG00000245848_LINE568_CEBPA_D_N4</td>\n",
" <td>CEBPA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000221869_LINE558_CEBPD_D_N2</th>\n",
" <td>-0.053178</td>\n",
" <td>12.755479</td>\n",
" <td>ENSG00000221869_LINE558_CEBPD_D_N2</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000135363_LINE3655_LMO2_D_N1</th>\n",
" <td>-0.351407</td>\n",
" <td>12.050607</td>\n",
" <td>ENSG00000135363_LINE3655_LMO2_D_N1</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000141448_LINE2103_GATA6_D_N2</th>\n",
" <td>-0.269431</td>\n",
" <td>11.757279</td>\n",
" <td>ENSG00000141448_LINE2103_GATA6_D_N2</td>\n",
" <td></td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean_ var_ \\\n",
"ENSG00000102145_LINE2081_GATA1_D_N7 -0.478831 32.167977 \n",
"ENSG00000179348_LINE2120_GATA2_D_N9 -0.463730 31.487701 \n",
"ENSG00000107485_LINE2094_GATA3_D_N6 -0.386631 24.605755 \n",
"ENSG00000130700_LINE2097_GATA5_D_N1 -0.319359 18.450397 \n",
"ENSG00000136574_LINE2102_GATA4_D_N2 -0.390542 16.881599 \n",
"ENSG00000172216_LINE498_CEBPB_D_N8 -0.049217 16.859126 \n",
"ENSG00000245848_LINE568_CEBPA_D_N4 -0.048241 16.766942 \n",
"ENSG00000221869_LINE558_CEBPD_D_N2 -0.053178 12.755479 \n",
"ENSG00000135363_LINE3655_LMO2_D_N1 -0.351407 12.050607 \n",
"ENSG00000141448_LINE2103_GATA6_D_N2 -0.269431 11.757279 \n",
"\n",
" name \\\n",
"ENSG00000102145_LINE2081_GATA1_D_N7 ENSG00000102145_LINE2081_GATA1_D_N7 \n",
"ENSG00000179348_LINE2120_GATA2_D_N9 ENSG00000179348_LINE2120_GATA2_D_N9 \n",
"ENSG00000107485_LINE2094_GATA3_D_N6 ENSG00000107485_LINE2094_GATA3_D_N6 \n",
"ENSG00000130700_LINE2097_GATA5_D_N1 ENSG00000130700_LINE2097_GATA5_D_N1 \n",
"ENSG00000136574_LINE2102_GATA4_D_N2 ENSG00000136574_LINE2102_GATA4_D_N2 \n",
"ENSG00000172216_LINE498_CEBPB_D_N8 ENSG00000172216_LINE498_CEBPB_D_N8 \n",
"ENSG00000245848_LINE568_CEBPA_D_N4 ENSG00000245848_LINE568_CEBPA_D_N4 \n",
"ENSG00000221869_LINE558_CEBPD_D_N2 ENSG00000221869_LINE558_CEBPD_D_N2 \n",
"ENSG00000135363_LINE3655_LMO2_D_N1 ENSG00000135363_LINE3655_LMO2_D_N1 \n",
"ENSG00000141448_LINE2103_GATA6_D_N2 ENSG00000141448_LINE2103_GATA6_D_N2 \n",
"\n",
" hvar_name \n",
"ENSG00000102145_LINE2081_GATA1_D_N7 GATA1 \n",
"ENSG00000179348_LINE2120_GATA2_D_N9 GATA2 \n",
"ENSG00000107485_LINE2094_GATA3_D_N6 GATA3 \n",
"ENSG00000130700_LINE2097_GATA5_D_N1 GATA5 \n",
"ENSG00000136574_LINE2102_GATA4_D_N2 GATA4 \n",
"ENSG00000172216_LINE498_CEBPB_D_N8 CEBPB \n",
"ENSG00000245848_LINE568_CEBPA_D_N4 CEBPA \n",
"ENSG00000221869_LINE558_CEBPD_D_N2 \n",
"ENSG00000135363_LINE3655_LMO2_D_N1 \n",
"ENSG00000141448_LINE2103_GATA6_D_N2 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"motif_info.sort_values('var_', ascending=False).query('mean_ < 0').head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It seems motifs for immediate early genes (Jun, Fos) are highly variable, and generally accessible. GATA motifs are generally closed, but variable. This was mentioned in the paper.\n",
"\n",
"Now annotate the cells by their known cell types."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def extract_cell_type(s):\n",
" for ct in ['GMP', 'LMPP', 'CMP', 'MPP', 'HSC', 'pDC', 'mono', 'UNK', 'MEP', 'CLP']:\n",
" if ct in s:\n",
" return ct\n",
" \n",
" return '???'"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"sample_info = pd.DataFrame({'celltype': data.index.map(extract_cell_type)}, index=data.index)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"CMP 502\n",
"GMP 402\n",
"HSC 347\n",
"LMPP 160\n",
"MPP 142\n",
"pDC 141\n",
"MEP 138\n",
"CLP 78\n",
"mono 64\n",
"UNK 60\n",
"Name: celltype, dtype: int64"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sample_info.celltype.value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's try a simple principal component analysis of the ChromVAR scores."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import scale\n",
"from sklearn.decomposition import PCA"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"pca = PCA(n_components=15)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"Y = pca.fit_transform(scale(data, with_std=False))\n",
"\n",
"for i, yy in enumerate(Y.T):\n",
" sample_info[f'PC_{i}'] = yy"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-9223372036549737528)>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.qplot(np.arange(15), pca.explained_variance_ratio_) + \\\n",
" p.geom_line() + \\\n",
" p.labs(x='PC', y='Fraction variance')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (310443198)>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.qplot('PC_0', 'PC_1', sample_info, color='celltype')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"PC_1 seem to pick up pDC identity"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-9223372036543555149)>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.qplot('PC_0', 'PC_2', sample_info, color='celltype')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"PC_2 seem to pick up monocyte identity"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (311217377)>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.qplot('PC_0', 'PC_3', sample_info, color='celltype')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Components PC_3 and higher are hard to tell structure from directly"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"for i, w in enumerate(pca.components_):\n",
" motif_info[f'PC_{i}'] = w"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>PC_0</th>\n",
" <th>PC_1</th>\n",
" <th>PC_2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ENSG00000171223_LINE487_JUNB_D_N3</th>\n",
" <td>-0.225239</td>\n",
" <td>-0.069742</td>\n",
" <td>-0.085405</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000173473_LINE2867_SMARCC1_D_N2</th>\n",
" <td>-0.224050</td>\n",
" <td>-0.070901</td>\n",
" <td>-0.090461</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000075426_LINE328_FOSL2_D_N3</th>\n",
" <td>-0.223121</td>\n",
" <td>-0.072420</td>\n",
" <td>-0.087428</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000175592_LINE505_FOSL1_D_N3</th>\n",
" <td>-0.222579</td>\n",
" <td>-0.071592</td>\n",
" <td>-0.086651</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000130522_LINE411_JUND_D_N6</th>\n",
" <td>-0.221838</td>\n",
" <td>-0.069492</td>\n",
" <td>-0.081113</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000177606_LINE517_JUN_D_N5</th>\n",
" <td>-0.221159</td>\n",
" <td>-0.065742</td>\n",
" <td>-0.081138</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000170345_LINE476_FOS_D_N4</th>\n",
" <td>-0.215978</td>\n",
" <td>-0.063329</td>\n",
" <td>-0.078937</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000156127_LINE436_BATF_D_N1</th>\n",
" <td>-0.213149</td>\n",
" <td>-0.061956</td>\n",
" <td>-0.076620</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000156273_LINE437_BACH1_D_N1</th>\n",
" <td>-0.190769</td>\n",
" <td>-0.058443</td>\n",
" <td>-0.069595</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000162772_LINE458_ATF3_D_N1</th>\n",
" <td>-0.188709</td>\n",
" <td>-0.044417</td>\n",
" <td>-0.065579</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PC_0 PC_1 PC_2\n",
"ENSG00000171223_LINE487_JUNB_D_N3 -0.225239 -0.069742 -0.085405\n",
"ENSG00000173473_LINE2867_SMARCC1_D_N2 -0.224050 -0.070901 -0.090461\n",
"ENSG00000075426_LINE328_FOSL2_D_N3 -0.223121 -0.072420 -0.087428\n",
"ENSG00000175592_LINE505_FOSL1_D_N3 -0.222579 -0.071592 -0.086651\n",
"ENSG00000130522_LINE411_JUND_D_N6 -0.221838 -0.069492 -0.081113\n",
"ENSG00000177606_LINE517_JUN_D_N5 -0.221159 -0.065742 -0.081138\n",
"ENSG00000170345_LINE476_FOS_D_N4 -0.215978 -0.063329 -0.078937\n",
"ENSG00000156127_LINE436_BATF_D_N1 -0.213149 -0.061956 -0.076620\n",
"ENSG00000156273_LINE437_BACH1_D_N1 -0.190769 -0.058443 -0.069595\n",
"ENSG00000162772_LINE458_ATF3_D_N1 -0.188709 -0.044417 -0.065579"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"motif_info.sort_values('PC_0').head(10)[['PC_0', 'PC_1', 'PC_2']]"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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"\n",
" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>PC_0</th>\n",
" <th>PC_1</th>\n",
" <th>PC_2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ENSG00000102974_LINE747_CTCF_D_N67</th>\n",
" <td>0.049531</td>\n",
" <td>-0.010382</td>\n",
" <td>0.037632</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000102145_LINE2074_GATA1_D_N1</th>\n",
" <td>0.051109</td>\n",
" <td>-0.077749</td>\n",
" <td>-0.023704</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000179348_LINE2112_GATA2_D_N1</th>\n",
" <td>0.068189</td>\n",
" <td>-0.101714</td>\n",
" <td>-0.054576</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000135363_LINE3655_LMO2_D_N1</th>\n",
" <td>0.068450</td>\n",
" <td>-0.111761</td>\n",
" <td>-0.044477</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000141448_LINE2103_GATA6_D_N2</th>\n",
" <td>0.068571</td>\n",
" <td>-0.106249</td>\n",
" <td>-0.045549</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000136574_LINE2102_GATA4_D_N2</th>\n",
" <td>0.081917</td>\n",
" <td>-0.123368</td>\n",
" <td>-0.058398</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000130700_LINE2097_GATA5_D_N1</th>\n",
" <td>0.087809</td>\n",
" <td>-0.139064</td>\n",
" <td>-0.070358</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000107485_LINE2094_GATA3_D_N6</th>\n",
" <td>0.101688</td>\n",
" <td>-0.161243</td>\n",
" <td>-0.076078</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000179348_LINE2120_GATA2_D_N9</th>\n",
" <td>0.114942</td>\n",
" <td>-0.181900</td>\n",
" <td>-0.087701</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000102145_LINE2081_GATA1_D_N7</th>\n",
" <td>0.114997</td>\n",
" <td>-0.185376</td>\n",
" <td>-0.086044</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PC_0 PC_1 PC_2\n",
"ENSG00000102974_LINE747_CTCF_D_N67 0.049531 -0.010382 0.037632\n",
"ENSG00000102145_LINE2074_GATA1_D_N1 0.051109 -0.077749 -0.023704\n",
"ENSG00000179348_LINE2112_GATA2_D_N1 0.068189 -0.101714 -0.054576\n",
"ENSG00000135363_LINE3655_LMO2_D_N1 0.068450 -0.111761 -0.044477\n",
"ENSG00000141448_LINE2103_GATA6_D_N2 0.068571 -0.106249 -0.045549\n",
"ENSG00000136574_LINE2102_GATA4_D_N2 0.081917 -0.123368 -0.058398\n",
"ENSG00000130700_LINE2097_GATA5_D_N1 0.087809 -0.139064 -0.070358\n",
"ENSG00000107485_LINE2094_GATA3_D_N6 0.101688 -0.161243 -0.076078\n",
"ENSG00000179348_LINE2120_GATA2_D_N9 0.114942 -0.181900 -0.087701\n",
"ENSG00000102145_LINE2081_GATA1_D_N7 0.114997 -0.185376 -0.086044"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"motif_info.sort_values('PC_0').tail(10)[['PC_0', 'PC_1', 'PC_2']]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The strongest principal component, PC_0, identifies an antagonistic structure where cells either have accessible immediate early gene motifs (JUN, FOS), or accessible GATA motifs.\n",
"\n",
"Interestingly, it seems HSCs and MPPs form two clusters, being either GATA motif accessible or IEG motif accessible."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-9223372036543253097)>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.qplot('PC_0', 'PC_1', sample_info.query('celltype in [\"HSC\", \"MPP\"]'), color='celltype')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>celltype</th>\n",
" <th>PC_0</th>\n",
" </tr>\n",
" <tr>\n",
" <th>cellname</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>singles-BM0106-HSC-SIM-160219-84</th>\n",
" <td>HSC</td>\n",
" <td>-65.672904</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BM1077-HSC-Frozen-160105-31</th>\n",
" <td>HSC</td>\n",
" <td>-58.827282</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BM1077-HSC-Frozen-160105-59</th>\n",
" <td>HSC</td>\n",
" <td>-52.876608</td>\n",
" </tr>\n",
" <tr>\n",
" <th>singles-BM0106-HSC-LS-160219-63</th>\n",
" <td>HSC</td>\n",
" <td>-50.151211</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BM1077-MPP-Frozen-160105-17</th>\n",
" <td>MPP</td>\n",
" <td>-49.406935</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BM1077-MPP-Frozen-160105-72</th>\n",
" <td>MPP</td>\n",
" <td>-45.188389</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BM1077-HSC-Frozen-160105-58</th>\n",
" <td>HSC</td>\n",
" <td>-44.971790</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BM1077-HSC-Frozen-160105-20</th>\n",
" <td>HSC</td>\n",
" <td>-44.369204</td>\n",
" </tr>\n",
" <tr>\n",
" <th>singles-BM0106-HSC-SIM-160219-87</th>\n",
" <td>HSC</td>\n",
" <td>-44.269991</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BM1077-HSC-Frozen-160105-19</th>\n",
" <td>HSC</td>\n",
" <td>-43.804323</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" celltype PC_0\n",
"cellname \n",
"singles-BM0106-HSC-SIM-160219-84 HSC -65.672904\n",
"BM1077-HSC-Frozen-160105-31 HSC -58.827282\n",
"BM1077-HSC-Frozen-160105-59 HSC -52.876608\n",
"singles-BM0106-HSC-LS-160219-63 HSC -50.151211\n",
"BM1077-MPP-Frozen-160105-17 MPP -49.406935\n",
"BM1077-MPP-Frozen-160105-72 MPP -45.188389\n",
"BM1077-HSC-Frozen-160105-58 HSC -44.971790\n",
"BM1077-HSC-Frozen-160105-20 HSC -44.369204\n",
"singles-BM0106-HSC-SIM-160219-87 HSC -44.269991\n",
"BM1077-HSC-Frozen-160105-19 HSC -43.804323"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sample_info.query('celltype in [\"HSC\", \"MPP\"]').sort_values('PC_0').head(10)[['celltype', 'PC_0']]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>celltype</th>\n",
" <th>PC_0</th>\n",
" </tr>\n",
" <tr>\n",
" <th>cellname</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>singles-BM0828-HSC-fresh-151027-80</th>\n",
" <td>HSC</td>\n",
" <td>46.813894</td>\n",
" </tr>\n",
" <tr>\n",
" <th>singles-BM0828-HSC-fresh-151027-83</th>\n",
" <td>HSC</td>\n",
" <td>46.570146</td>\n",
" </tr>\n",
" <tr>\n",
" <th>singles-BM0828-HSC-fresh-151027-32</th>\n",
" <td>HSC</td>\n",
" <td>46.304646</td>\n",
" </tr>\n",
" <tr>\n",
" <th>singles-BM0828-MPP-frozen-151103-30</th>\n",
" <td>MPP</td>\n",
" <td>43.898833</td>\n",
" </tr>\n",
" <tr>\n",
" <th>singles-BM0828-HSC-fresh-151027-85</th>\n",
" <td>HSC</td>\n",
" <td>43.485001</td>\n",
" </tr>\n",
" <tr>\n",
" <th>singles-BM0828-HSC-fresh-151027-30</th>\n",
" <td>HSC</td>\n",
" <td>43.322830</td>\n",
" </tr>\n",
" <tr>\n",
" <th>singles-BM0828-HSC-fresh-151027-40</th>\n",
" <td>HSC</td>\n",
" <td>41.854538</td>\n",
" </tr>\n",
" <tr>\n",
" <th>singles-BM0828-HSC-fresh-151027-37</th>\n",
" <td>HSC</td>\n",
" <td>41.384877</td>\n",
" </tr>\n",
" <tr>\n",
" <th>singles-BM0828-MPP-frozen-151103-56</th>\n",
" <td>MPP</td>\n",
" <td>39.470797</td>\n",
" </tr>\n",
" <tr>\n",
" <th>singles-BM0828-HSC-frozen-151027-76</th>\n",
" <td>HSC</td>\n",
" <td>37.633490</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" celltype PC_0\n",
"cellname \n",
"singles-BM0828-HSC-fresh-151027-80 HSC 46.813894\n",
"singles-BM0828-HSC-fresh-151027-83 HSC 46.570146\n",
"singles-BM0828-HSC-fresh-151027-32 HSC 46.304646\n",
"singles-BM0828-MPP-frozen-151103-30 MPP 43.898833\n",
"singles-BM0828-HSC-fresh-151027-85 HSC 43.485001\n",
"singles-BM0828-HSC-fresh-151027-30 HSC 43.322830\n",
"singles-BM0828-HSC-fresh-151027-40 HSC 41.854538\n",
"singles-BM0828-HSC-fresh-151027-37 HSC 41.384877\n",
"singles-BM0828-MPP-frozen-151103-56 MPP 39.470797\n",
"singles-BM0828-HSC-frozen-151027-76 HSC 37.633490"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sample_info.query('celltype in [\"HSC\", \"MPP\"]').sort_values('PC_0', ascending=False).head(10)[['celltype', 'PC_0']]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's try to see a global view of the PCA by tSNE visualization."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.manifold import TSNE\n",
"tsne = TSNE()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"YY = tsne.fit_transform(Y)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"for i, yy in enumerate(YY.T):\n",
" sample_info[f'TSNE_{i}'] = yy"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-9223372036543229268)>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.qplot('TSNE_0', 'TSNE_1', sample_info, color='celltype')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Generally, sorted cell types separate. For the later branches, it is even relatively consistent with the hematopoietic tree."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"ct_centers = sample_info.groupby('celltype')['TSNE_0', 'TSNE_1'].mean()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"import networkx as nx"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"G = nx.Graph()\n",
"\n",
"G.add_edges_from([\n",
" ('HSC', 'MPP'),\n",
" ('MPP', 'LMPP'),\n",
" ('MPP', 'CMP'),\n",
" ('LMPP', 'CLP'),\n",
" ('LMPP', 'pDC'),\n",
" ('CMP', 'GMP'),\n",
" ('CMP', 'MEP'),\n",
" ('GMP', 'mono'),\n",
" ('LMPP', 'GMP')\n",
"])"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"pos_dict = {}\n",
"for ct in ct_centers.index:\n",
" m = ct_centers.loc[ct]\n",
" pos_dict[ct] = m.values"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figsize(6, 6)\n",
"nx.draw(G, pos=pos_dict, zorder=100, with_labels=True)\n",
"plt.plot(sample_info.TSNE_0, sample_info.TSNE_1, ls='none', marker='.', zorder=-1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"However, HSCs and MPPs are split into two clusters, related to the IEG / GATA split in PC_0."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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