{
"cells": [
{
"cell_type": "markdown",
"id": "63cf2735",
"metadata": {},
"source": [
"This notebook uses CellphoneDB to infer the cell-cell communication in the scRNA-Seq dataset GSE96981: `Multilineage communication regulates human liver bud development from pluripotency`\n",
"\n",
"In the origin publication, the authors screened for the potential ligand-receptor interactions between Mesenchymal cells (MC), and Hepatic cell (HE) in a late-developed human liver bud. By counting the frequency of each MC-HE cell pair that express both the ligand and receptor for an interaction, they found a list of interactions used for experimental verification.\n",
"\n",
"In this notebook, we use CellphoneDB v3 to screen for such potential interactions. One of the interaction that we found using CellPhoneDB, VEFGA signalling (VEFGA-KDR) was confirmed experimentally in the publication to be a driver of human liver bud development"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "d4db31ad",
"metadata": {},
"outputs": [],
"source": [
"# Import required packages\n",
"import pandas as pd\n",
"import scanpy as sc\n",
"import numpy as np\n",
"\n",
"import sys\n",
"import os"
]
},
{
"cell_type": "markdown",
"id": "067032c5",
"metadata": {},
"source": [
"Set the `PATH` environment variable to run the `cellphonedb` cli"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "15456500",
"metadata": {},
"outputs": [],
"source": [
"os.environ['PATH'] = os.path.dirname(sys.executable) + \":\" + os.environ['PATH']"
]
},
{
"cell_type": "markdown",
"id": "8bf284ce",
"metadata": {},
"source": [
"## Import the expression data"
]
},
{
"cell_type": "markdown",
"id": "4b30d125",
"metadata": {},
"source": [
"We will use the dataset `GSE96981_data.lb.late`, which is the scRNA-Seq data of late-developed human liver bud at five time points."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "29d6302a",
"metadata": {},
"outputs": [],
"source": [
"os.system('wget https://ftp.ncbi.nlm.nih.gov/geo/series/GSE96nnn/GSE96981/suppl/GSE96981_data.lb.late.csv.gz')"
]
},
{
"cell_type": "markdown",
"id": "08bf78e1",
"metadata": {},
"source": [
"Read the expression data into a dataframe"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "dcc08396",
"metadata": {},
"outputs": [],
"source": [
"liverbud_late = pd.read_csv('GSE96981_data.lb.late.csv.gz', index_col=0)\n",
"meta_cols = ['ident', 'tSNE_1', 'tSNE_2', 'PC1', 'PC2', 'PC3', 'PC4', 'PC5', 'nGene', 'orig.ident']\n",
"metadata = liverbud_late[meta_cols]\n",
"matrix = liverbud_late.drop(meta_cols, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "f56ffab9",
"metadata": {},
"outputs": [
{
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173 rows × 10 columns
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" ident tSNE_1 tSNE_2 PC1 PC2 PC3 \\\n",
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"A11_LTLB5 3 14.326743 -4.125117 0.065062 0.002582 0.052660 \n",
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"... ... ... ... ... ... ... \n",
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"\n",
" PC4 PC5 nGene orig.ident \n",
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"A11_LTLB5 -0.004864 -0.014561 2539 LTLB5 \n",
"A11B_LTLB3 -0.217028 -0.079014 2569 LTLB3 \n",
"... ... ... ... ... \n",
"H6_LTLB5 0.072431 -0.049583 1145 LTLB5 \n",
"H6B_LTLB3 -0.002495 0.000450 2899 LTLB3 \n",
"H7_LTLB5 -0.014251 0.034402 5574 LTLB5 \n",
"H9_LTLB2 -0.007789 0.005272 2769 LTLB2 \n",
"H9B_LTLB4 -0.004613 0.001969 2263 LTLB4 \n",
"\n",
"[173 rows x 10 columns]"
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},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
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"cell_type": "code",
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"id": "3a10ca15",
"metadata": {},
"outputs": [
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"\n",
"[173 rows x 11715 columns]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"matrix"
]
},
{
"cell_type": "markdown",
"id": "b3f4d5cd",
"metadata": {},
"source": [
"Create a scanpy object to store the data"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "cfa32682",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 173 × 11715\n",
" obs: 'ident', 'nGene', 'orig.ident'\n",
" obsm: 'X_pca', 'X_tsne'"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata_lblate = sc.AnnData(matrix, dtype=np.float32)\n",
"adata_lblate.obs = metadata.loc[:, ['ident', 'nGene', 'orig.ident']]\n",
"adata_lblate.obsm['X_pca'] = metadata.loc[:, ['PC1', 'PC2', 'PC3', 'PC4', 'PC5']].values\n",
"adata_lblate.obsm['X_tsne'] = metadata.loc[:, ['tSNE_1', 'tSNE_2']].values\n",
"adata_lblate"
]
},
{
"cell_type": "markdown",
"id": "0843208d",
"metadata": {},
"source": [
"Get the cell type annotation from the authors"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "522487cb",
"metadata": {},
"outputs": [],
"source": [
"os.system('wget -O lb_late_celltype.tsv https://www.dropbox.com/s/1dh5b46ik6noqit/lb_late_celltype.tsv?dl=1')"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "83a0f456",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"adata_lblate.obs['Cell type'] = pd.read_csv('lb_late_celltype.tsv', sep='\\t')['Cell type'].to_list()\n",
"sc.pl.tsne(adata_lblate, color=['orig.ident', 'Cell type'], size=50)"
]
},
{
"cell_type": "markdown",
"id": "1ca68d17",
"metadata": {},
"source": [
"We plot some marker genes provided in the publication. The marker genes define three main populations in the dataset: mesenchymal cells (MC), epithelial cells (EC), and Hepatic cells (HC)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "4453ffff",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sc.pl.tsne(adata_lblate, color=['AFP', 'PECAM1', 'TTR', 'COL1A2'], size=50, ncols=2, color_map='YlOrRd')"
]
},
{
"cell_type": "markdown",
"id": "3d158172",
"metadata": {},
"source": [
"# Run CellphoneDB"
]
},
{
"cell_type": "markdown",
"id": "7605ea37",
"metadata": {},
"source": [
"Save the scanpy object to a h5ad file"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "2fc1a7df",
"metadata": {},
"outputs": [],
"source": [
"adata_lblate.write_h5ad('liverbud_late.h5ad')"
]
},
{
"cell_type": "markdown",
"id": "ab384261",
"metadata": {},
"source": [
"Save the cell annotations into a text file as well"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "b84bfde7",
"metadata": {},
"outputs": [],
"source": [
"adata_lblate.obs.to_csv('lb_late_meta.tsv', sep = '\\t')"
]
},
{
"cell_type": "markdown",
"id": "2ba69e19",
"metadata": {},
"source": [
"Execute `cellphonedb` from system"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8f6c1057",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"os.system('cellphonedb method statistical_analysis \\\n",
" lb_late_meta.tsv \\\n",
" liverbud_late.h5ad \\\n",
" --counts-data hgnc_symbol \\\n",
" --output-path lb_late_cellphonedb \\\n",
" --threshold 0.1')"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "12f6f12a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total 1004K\r\n",
"drwxr-sr-x. 2 jovyan users 4.0K Dec 12 16:54 .\r\n",
"drwxrwsr-x. 10 jovyan users 4.0K Dec 12 17:17 ..\r\n",
"-rw-r--r--. 1 jovyan users 62K Dec 12 17:17 deconvoluted.txt\r\n",
"-rw-r--r--. 1 jovyan users 58K Dec 12 17:17 means.txt\r\n",
"-rw-r--r--. 1 jovyan users 55K Dec 12 17:17 pvalues.txt\r\n",
"-rw-r--r--. 1 jovyan users 48K Dec 12 17:17 significant_means.txt\r\n",
"-rw-r--r--. 1 jovyan users 52 Dec 12 16:48 top_pair.col.txt\r\n",
"-rw-r--r--. 1 jovyan users 713 Dec 12 16:48 top_pair.row.txt\r\n",
"-rw-r--r--. 1 jovyan users 52 Dec 12 16:52 top_pairs.col.txt\r\n",
"-rw-r--r--. 1 jovyan users 33K Dec 12 16:53 top_pairs.dotplot.pdf\r\n",
"-rw-r--r--. 1 jovyan users 697K Dec 12 16:54 top_pairs.dotplot.png\r\n",
"-rw-r--r--. 1 jovyan users 713 Dec 12 16:52 top_pairs.row.txt\r\n"
]
}
],
"source": [
"os.system('ls -lah ./lb_late_cellphonedb')"
]
},
{
"cell_type": "markdown",
"id": "9de0fd78",
"metadata": {},
"source": [
"# Visualization"
]
},
{
"cell_type": "markdown",
"id": "96d17974",
"metadata": {},
"source": [
"### Explore the relevant interactions"
]
},
{
"cell_type": "markdown",
"id": "1bc48d29",
"metadata": {},
"source": [
"`p-values` for the all the interacting partners: p.value refers to the enrichment of the interacting ligand-receptor pair in each of the interacting pairs of cell types. The p-value results are stored in the `pvalues.txt` file"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "3663de19",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" 3 \n",
" CPI-SS0B3829651 \n",
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" 1.000 \n",
" 1.0 \n",
" \n",
" \n",
" 4 \n",
" CPI-SC07ECBFCA7 \n",
" COL1A1_a10b1 complex \n",
" simple:P02452 \n",
" complex:a10b1 complex \n",
" COL1A1 \n",
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"text/plain": [
" id_cp_interaction interacting_pair partner_a \\\n",
"0 CPI-SS00A8596B5 PVR_TNFSF9 simple:P15151 \n",
"1 CPI-SS09C06644C CADM3_CADM1 simple:Q8N126 \n",
"2 CPI-SS0889E281D CADM1_CADM1 simple:Q9BY67 \n",
"3 CPI-SS0B3829651 CADM3_EPB41L1 simple:Q8N126 \n",
"4 CPI-SC07ECBFCA7 COL1A1_a10b1 complex simple:P02452 \n",
"\n",
" partner_b gene_a gene_b secreted receptor_a receptor_b \\\n",
"0 simple:P41273 PVR TNFSF9 True True False \n",
"1 simple:Q9BY67 CADM3 CADM1 False False False \n",
"2 simple:Q9BY67 CADM1 CADM1 False False False \n",
"3 simple:Q9H4G0 CADM3 EPB41L1 False False False \n",
"4 complex:a10b1 complex COL1A1 NaN True False False \n",
"\n",
" annotation_strategy is_integrin EC|EC EC|Hepatic EC|MSC Hepatic|EC \\\n",
"0 InnateDB-All False 0.154 0.154 1.000 0.388 \n",
"1 curated False 1.000 1.000 1.000 1.000 \n",
"2 curated False 0.639 0.092 1.000 0.092 \n",
"3 curated False 1.000 1.000 1.000 1.000 \n",
"4 curated True 0.811 1.000 0.957 0.882 \n",
"\n",
" Hepatic|Hepatic Hepatic|MSC MSC|EC MSC|Hepatic MSC|MSC \n",
"0 0.466 1.0 0.314 0.275 1.0 \n",
"1 1.000 1.0 1.000 1.000 1.0 \n",
"2 0.000 1.0 1.000 1.000 1.0 \n",
"3 1.000 1.0 1.000 1.000 1.0 \n",
"4 1.000 1.0 0.000 1.000 0.0 "
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pvalues = pd.read_csv('lb_late_cellphonedb/pvalues.txt', sep='\\t')\n",
"pvalues.head()"
]
},
{
"cell_type": "markdown",
"id": "641d853f",
"metadata": {},
"source": [
"Mean values for all the interacting partners are stored in the file `means.txt`. Mean value refers to the total mean of the individual partner average expression values in the corresponding interacting pairs of cell types. If one of the mean values is 0, then the total mean is set to 0."
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "ac4d6f01",
"metadata": {},
"outputs": [
{
"data": {
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" id_cp_interaction partner_a partner_b \\\n",
"interacting_pair \n",
"PVR_TNFSF9 CPI-SS00A8596B5 simple:P15151 simple:P41273 \n",
"CADM3_CADM1 CPI-SS09C06644C simple:Q8N126 simple:Q9BY67 \n",
"CADM1_CADM1 CPI-SS0889E281D simple:Q9BY67 simple:Q9BY67 \n",
"CADM3_EPB41L1 CPI-SS0B3829651 simple:Q8N126 simple:Q9H4G0 \n",
"COL1A1_a10b1 complex CPI-SC07ECBFCA7 simple:P02452 complex:a10b1 complex \n",
"\n",
" gene_a gene_b secreted receptor_a receptor_b \\\n",
"interacting_pair \n",
"PVR_TNFSF9 PVR TNFSF9 True True False \n",
"CADM3_CADM1 CADM3 CADM1 False False False \n",
"CADM1_CADM1 CADM1 CADM1 False False False \n",
"CADM3_EPB41L1 CADM3 EPB41L1 False False False \n",
"COL1A1_a10b1 complex COL1A1 NaN True False False \n",
"\n",
" annotation_strategy is_integrin EC|EC EC|Hepatic \\\n",
"interacting_pair \n",
"PVR_TNFSF9 InnateDB-All False 0.968 0.910 \n",
"CADM3_CADM1 curated False 0.000 0.000 \n",
"CADM1_CADM1 curated False 0.661 1.473 \n",
"CADM3_EPB41L1 curated False 0.000 0.000 \n",
"COL1A1_a10b1 complex curated True 1.363 0.675 \n",
"\n",
" EC|MSC Hepatic|EC Hepatic|Hepatic Hepatic|MSC \\\n",
"interacting_pair \n",
"PVR_TNFSF9 0.823 0.641 0.583 0.496 \n",
"CADM3_CADM1 0.000 0.378 1.191 0.085 \n",
"CADM1_CADM1 0.368 1.473 2.286 1.180 \n",
"CADM3_EPB41L1 0.000 0.000 0.238 0.180 \n",
"COL1A1_a10b1 complex 1.376 1.460 0.773 1.473 \n",
"\n",
" MSC|EC MSC|Hepatic MSC|MSC \n",
"interacting_pair \n",
"PVR_TNFSF9 0.707 0.649 0.562 \n",
"CADM3_CADM1 0.413 1.225 0.120 \n",
"CADM1_CADM1 0.368 1.180 0.075 \n",
"CADM3_EPB41L1 0.000 0.272 0.215 \n",
"COL1A1_a10b1 complex 3.699 3.012 3.712 "
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"means = pd.read_csv('lb_late_cellphonedb/means.txt', sep='\\t')\n",
"means.set_index('interacting_pair', inplace=True)\n",
"means.head()"
]
},
{
"cell_type": "markdown",
"id": "11367531",
"metadata": {},
"source": [
"Extract the pvalues of all cell type pairs"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "5eda4d9c",
"metadata": {},
"outputs": [
{
"data": {
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" 1.000 \n",
" 1.0 \n",
" 1.000 \n",
" 1.000 \n",
" 1.000 \n",
" 1.000 \n",
" \n",
" \n",
" IGFL2_IGFLR1 \n",
" 1.000 \n",
" 1.0 \n",
" 1.000 \n",
" 1.000 \n",
" 1.0 \n",
" 1.000 \n",
" 1.000 \n",
" 1.000 \n",
" 1.000 \n",
" \n",
" \n",
" CXCL17_GPR35 \n",
" 1.000 \n",
" 1.0 \n",
" 1.000 \n",
" 1.000 \n",
" 1.0 \n",
" 1.000 \n",
" 1.000 \n",
" 1.000 \n",
" 1.000 \n",
" \n",
" \n",
" EDA_EDA2R \n",
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" 1.0 \n",
" 1.000 \n",
" 1.000 \n",
" 0.0 \n",
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" 1.000 \n",
" 1.000 \n",
" 1.000 \n",
" \n",
" \n",
" ESAM_ESAM \n",
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" 1.0 \n",
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" 1.000 \n",
" 1.0 \n",
" 1.000 \n",
" 1.000 \n",
" 1.000 \n",
" 1.000 \n",
" \n",
" \n",
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\n",
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379 rows × 9 columns
\n",
"
"
],
"text/plain": [
" EC|EC MSC|MSC MSC|EC EC|MSC Hepatic|MSC \\\n",
"interacting_pair \n",
"PVR_TNFSF9 0.154 1.0 0.314 1.000 1.0 \n",
"CADM3_CADM1 1.000 1.0 1.000 1.000 1.0 \n",
"CADM1_CADM1 0.639 1.0 1.000 1.000 1.0 \n",
"CADM3_EPB41L1 1.000 1.0 1.000 1.000 1.0 \n",
"COL1A1_a10b1 complex 0.811 0.0 0.000 0.957 1.0 \n",
"... ... ... ... ... ... \n",
"SEMA5A_PLXNB3 1.000 1.0 0.012 1.000 1.0 \n",
"IGFL2_IGFLR1 1.000 1.0 1.000 1.000 1.0 \n",
"CXCL17_GPR35 1.000 1.0 1.000 1.000 1.0 \n",
"EDA_EDA2R 1.000 1.0 1.000 1.000 0.0 \n",
"ESAM_ESAM 0.000 1.0 1.000 1.000 1.0 \n",
"\n",
" MSC|Hepatic Hepatic|Hepatic EC|Hepatic Hepatic|EC \n",
"interacting_pair \n",
"PVR_TNFSF9 0.275 0.466 0.154 0.388 \n",
"CADM3_CADM1 1.000 1.000 1.000 1.000 \n",
"CADM1_CADM1 1.000 0.000 0.092 0.092 \n",
"CADM3_EPB41L1 1.000 1.000 1.000 1.000 \n",
"COL1A1_a10b1 complex 1.000 1.000 1.000 0.882 \n",
"... ... ... ... ... \n",
"SEMA5A_PLXNB3 1.000 1.000 1.000 1.000 \n",
"IGFL2_IGFLR1 1.000 1.000 1.000 1.000 \n",
"CXCL17_GPR35 1.000 1.000 1.000 1.000 \n",
"EDA_EDA2R 1.000 1.000 1.000 1.000 \n",
"ESAM_ESAM 1.000 1.000 1.000 1.000 \n",
"\n",
"[379 rows x 9 columns]"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pvalues_matrix = pvalues[[\n",
" 'interacting_pair', 'EC|EC', 'MSC|MSC', 'MSC|EC', 'EC|MSC',\n",
" 'Hepatic|MSC', 'MSC|Hepatic', 'Hepatic|Hepatic', 'EC|Hepatic', 'Hepatic|EC'\n",
"]].set_index('interacting_pair')\n",
"pvalues_matrix"
]
},
{
"cell_type": "markdown",
"id": "7d2070c2",
"metadata": {},
"source": [
"Search for interactions related to one cell type pair"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "09632fe2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"interacting_pair\n",
"FGFR4_EPHA4 0.000\n",
"TNFRSF10B_TNFSF10 0.000\n",
"TNFRSF10C_TNFSF10 0.000\n",
"FGFR2_EPHA4 0.000\n",
"IGF2_IDE 0.000\n",
"CEACAM1_SELE 0.000\n",
"EFNA1_EPHA4 0.000\n",
"EFNA4_EPHA4 0.000\n",
"EFNA5_EPHA4 0.000\n",
"VTN_aVb1 complex 0.000\n",
"CDH1_a2b1 complex 0.000\n",
"MDK_SORL1 0.000\n",
"SEMA3E_PLXND1 0.000\n",
"COL4A6_a2b1 complex 0.000\n",
"EPHB4_EFNB1 0.000\n",
"COL18A1_a2b1 complex 0.000\n",
"COL4A5_a2b1 complex 0.000\n",
"TNFSF15_TNFRSF6B 0.000\n",
"FGFR3_EPHA4 0.000\n",
"CXCL5_ACKR1 0.004\n",
"CXADR_FAM3C 0.004\n",
"EFNB2_EPHA4 0.004\n",
"COL9A2_a2b1 complex 0.004\n",
"BMR1A_AVR2B_BMP4 0.004\n",
"COL4A3_a2b1 complex 0.004\n",
"IL33 receptor_IL33 0.004\n",
"TNFSF15_TNFRSF25 0.008\n",
"IGF2_IGF2R 0.008\n",
"MET_HGF 0.008\n",
"COL27A1_a2b1 complex 0.008\n",
"COL4A4_a2b1 complex 0.008\n",
"COL4A6_a10b1 complex 0.008\n",
"CXCL1_ACKR1 0.008\n",
"BMR1A_ACR2A_BMP4 0.012\n",
"BMPR1A_BMPR2_BMP4 0.012\n",
"COL22A1_a2b1 complex 0.012\n",
"COL4A5_a10b1 complex 0.012\n",
"VEGFA_KDR 0.019\n",
"VEGFA_FLT1 0.020\n",
"LRP6_CKLF 0.023\n",
"COL4A1_a2b1 complex 0.024\n",
"CD46_JAG1 0.032\n",
"CD74_APP 0.032\n",
"INHA_TGFBR3 0.039\n",
"ERBB4_HBEGF 0.040\n",
"Name: Hepatic|EC, dtype: float64"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# We want to find significant interactions from Hepatic to epithelial cells\n",
"PAIR='Hepatic|EC'\n",
"PVALUE_THRESHOLD=0.05\n",
"sig_pair = pvalues_matrix[pvalues_matrix[PAIR]< PVALUE_THRESHOLD]\n",
"sig_pair[PAIR].sort_values()"
]
},
{
"cell_type": "markdown",
"id": "5d6d3b5e",
"metadata": {},
"source": [
"Get the mean expression of both ligand and receptor"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "57291cc2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"interacting_pair\n",
"INHA_TGFBR3 0.676\n",
"ERBB4_HBEGF 0.819\n",
"BMR1A_AVR2B_BMP4 0.846\n",
"BMR1A_ACR2A_BMP4 0.846\n",
"BMPR1A_BMPR2_BMP4 0.846\n",
"TNFSF15_TNFRSF25 0.892\n",
"IL33 receptor_IL33 0.976\n",
"FGFR2_EPHA4 1.026\n",
"EFNA4_EPHA4 1.171\n",
"EFNB2_EPHA4 1.178\n",
"FGFR3_EPHA4 1.214\n",
"EFNA5_EPHA4 1.234\n",
"COL22A1_a2b1 complex 1.261\n",
"CEACAM1_SELE 1.271\n",
"COL4A4_a2b1 complex 1.315\n",
"FGFR4_EPHA4 1.318\n",
"COL4A5_a10b1 complex 1.352\n",
"COL9A2_a2b1 complex 1.366\n",
"EPHB4_EFNB1 1.371\n",
"COL4A3_a2b1 complex 1.391\n",
"COL4A6_a10b1 complex 1.424\n",
"COL4A1_a2b1 complex 1.489\n",
"MET_HGF 1.520\n",
"COL27A1_a2b1 complex 1.621\n",
"CDH1_a2b1 complex 1.738\n",
"COL18A1_a2b1 complex 1.762\n",
"COL4A5_a2b1 complex 1.771\n",
"TNFRSF10C_TNFSF10 1.837\n",
"CXCL5_ACKR1 1.839\n",
"COL4A6_a2b1 complex 1.843\n",
"EFNA1_EPHA4 1.920\n",
"CD74_APP 2.027\n",
"TNFSF15_TNFRSF6B 2.072\n",
"CXCL1_ACKR1 2.435\n",
"SEMA3E_PLXND1 2.454\n",
"IGF2_IGF2R 2.497\n",
"TNFRSF10B_TNFSF10 2.538\n",
"VEGFA_KDR 2.840\n",
"LRP6_CKLF 2.923\n",
"CXADR_FAM3C 3.088\n",
"IGF2_IDE 3.145\n",
"MDK_SORL1 3.201\n",
"VEGFA_FLT1 3.392\n",
"CD46_JAG1 3.468\n",
"VTN_aVb1 complex 4.328\n",
"Name: Hepatic|EC, dtype: float64"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"means.loc[sig_pair.index, PAIR].sort_values()"
]
},
{
"cell_type": "markdown",
"id": "cd29eb0a",
"metadata": {},
"source": [
"### Draw the dotplot"
]
},
{
"cell_type": "markdown",
"id": "53311a72",
"metadata": {},
"source": [
"Construct the dataframe for the dotplot"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "02ad3e11",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" mean \n",
" pvalue \n",
" pair \n",
" \n",
" \n",
" interacting_pair \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" COL4A5_a10b1 complex \n",
" 1.352 \n",
" 0.012 \n",
" Hepatic|EC \n",
" \n",
" \n",
" COL4A6_a10b1 complex \n",
" 1.424 \n",
" 0.008 \n",
" Hepatic|EC \n",
" \n",
" \n",
" COL4A1_a2b1 complex \n",
" 1.489 \n",
" 0.024 \n",
" Hepatic|EC \n",
" \n",
" \n",
" COL4A5_a2b1 complex \n",
" 1.771 \n",
" 0.000 \n",
" Hepatic|EC \n",
" \n",
" \n",
" COL18A1_a2b1 complex \n",
" 1.762 \n",
" 0.000 \n",
" Hepatic|EC \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean pvalue pair\n",
"interacting_pair \n",
"COL4A5_a10b1 complex 1.352 0.012 Hepatic|EC\n",
"COL4A6_a10b1 complex 1.424 0.008 Hepatic|EC\n",
"COL4A1_a2b1 complex 1.489 0.024 Hepatic|EC\n",
"COL4A5_a2b1 complex 1.771 0.000 Hepatic|EC\n",
"COL18A1_a2b1 complex 1.762 0.000 Hepatic|EC"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pair_df = pd.DataFrame.from_dict({\n",
" 'mean': means.loc[sig_pair.index][PAIR],\n",
" 'pvalue': sig_pair[PAIR]\n",
"})\n",
"pair_df['pair'] = PAIR\n",
"pair_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "c8ab6d64",
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl"
]
},
{
"cell_type": "markdown",
"id": "17b76fa8",
"metadata": {},
"source": [
"The helper function for dotplot"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "f962eacd",
"metadata": {},
"outputs": [],
"source": [
"def dotplot(df, figsize=(20, 1)):\n",
" mpl.rcParams['axes.grid'] = False\n",
" mpl.rcParams['legend.loc'] = 'upper center'\n",
" mpl.rcParams['legend.frameon'] = False\n",
" fig, ax = plt.subplots(figsize=figsize)\n",
" sns.set_style('whitegrid')\n",
" sns.scatterplot(x=df.index, y='pair', \n",
" size='mean', sizes = (100, 300), \n",
" hue=df['pvalue'], data=df, palette='crest')\n",
" plt.setp(ax.get_xticklabels(), rotation=90)\n",
" plt.legend(bbox_to_anchor=(1.04,0.5), loc='center left', borderaxespad=0)\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "35fd5b2f",
"metadata": {},
"source": [
"We plot the potential interactions between two cell types: Hepatic and Epithelial cells. The size of the dot is correlated with the total `mean` expression of the ligand and receptor. The color of the dot is related to the `p-value` of the interaction"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "bbb2065e",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dotplot(pair_df)"
]
},
{
"cell_type": "markdown",
"id": "3f8000d0",
"metadata": {},
"source": [
"We can filter out the interactions that involve protein complex to retain only simple ligand-receptor pair"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "a17789e1",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" mean \n",
" pvalue \n",
" pair \n",
" \n",
" \n",
" interacting_pair \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" INHA_TGFBR3 \n",
" 0.676 \n",
" 0.039 \n",
" Hepatic|EC \n",
" \n",
" \n",
" CXADR_FAM3C \n",
" 3.088 \n",
" 0.004 \n",
" Hepatic|EC \n",
" \n",
" \n",
" BMPR1A_BMPR2_BMP4 \n",
" 0.846 \n",
" 0.012 \n",
" Hepatic|EC \n",
" \n",
" \n",
" BMR1A_ACR2A_BMP4 \n",
" 0.846 \n",
" 0.012 \n",
" Hepatic|EC \n",
" \n",
" \n",
" BMR1A_AVR2B_BMP4 \n",
" 0.846 \n",
" 0.004 \n",
" Hepatic|EC \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean pvalue pair\n",
"interacting_pair \n",
"INHA_TGFBR3 0.676 0.039 Hepatic|EC\n",
"CXADR_FAM3C 3.088 0.004 Hepatic|EC\n",
"BMPR1A_BMPR2_BMP4 0.846 0.012 Hepatic|EC\n",
"BMR1A_ACR2A_BMP4 0.846 0.012 Hepatic|EC\n",
"BMR1A_AVR2B_BMP4 0.846 0.004 Hepatic|EC"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"simple_int = pair_df.index.str.endswith('complex')\n",
"simple_df = pair_df.loc[~simple_int]\n",
"simple_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "7108e024",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dotplot(simple_df)"
]
},
{
"cell_type": "markdown",
"id": "53413d65",
"metadata": {},
"source": [
"We can also filter the interactions by the mean expression threshold"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "b491a224",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"THRESHOLD = 2\n",
"hvg_df = simple_df[simple_df['mean'] > THRESHOLD]\n",
"dotplot(hvg_df)"
]
},
{
"cell_type": "markdown",
"id": "2373bc90",
"metadata": {},
"source": [
"These significant interactions above could be a list of potential interactions for downstream verification. Actually, the `VEGFA-KDR` interaction (VEGFA signalling) in the list was confirmed experimentally using a KDR inhibitor experiment. The experimental results show that LB development is impaired in the presence of KDR inhibitor. "
]
},
{
"cell_type": "markdown",
"id": "c36417ea",
"metadata": {},
"source": [
"### Plot the top interactions of interested cell type pairs"
]
},
{
"cell_type": "markdown",
"id": "7594d505",
"metadata": {},
"source": [
"Helper function to extract the top interactions"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "abd383c5",
"metadata": {},
"outputs": [],
"source": [
"def get_top_interactions(pair, pvalue=0.05, mean_exp=2, only_simple=True):\n",
" \"\"\"\n",
" Extract the top interactions of one celltype pair\n",
" @param pair: cell type pair. e.g 'MC|EC'\n",
" @param pavalue: the pvalue threshold to filter significant interactions\n",
" @param mean_exp: the mean expression threshold to filter interactions\n",
" @param only_simple: whether only simple interactions are considered\n",
" @return list: the top interactions\n",
" \"\"\"\n",
" ### filter by pvalues\n",
" sig_df = pvalues_matrix[pvalues_matrix[pair]< pvalue]\n",
" sig_df = sig_df[pair]\n",
" mean_df = means.loc[sig_df.index][pair]\n",
" pair_df = pd.DataFrame.from_dict({'mean': mean_df, 'pvalue': sig_df})\n",
" pair_df['pair'] = pair\n",
" ### filter by mean \n",
" hvg_df = pair_df[pair_df['mean'] > mean_exp]\n",
" ### filter by complex interaction\n",
" if only_simple:\n",
" simple_int = hvg_df.index.str.contains(\"complex\")\n",
" hvg_df = hvg_df[~simple_int]\n",
" return hvg_df.index.to_list()"
]
},
{
"cell_type": "markdown",
"id": "8b8eb3ca",
"metadata": {},
"source": [
"Get the top interactions of our interested cell type pairs"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "919913dc",
"metadata": {},
"outputs": [],
"source": [
"pairs = ['Hepatic|Hepatic', 'Hepatic|EC', 'Hepatic|MSC', 'MSC|EC', 'EC|MSC']\n",
"top_inters = {p: get_top_interactions(p) for p in pairs}"
]
},
{
"cell_type": "markdown",
"id": "48a88961",
"metadata": {},
"source": [
"Get the unique set of interactions"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "2d3852ca",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total shared interactions: 59\n"
]
}
],
"source": [
"shared_inters = []\n",
"for p in pairs:\n",
" shared_inters += top_inters[p]\n",
"shared_inters = list(set(shared_inters))\n",
"print(\"Total shared interactions: \", len(shared_inters))"
]
},
{
"cell_type": "markdown",
"id": "566bc58a",
"metadata": {},
"source": [
"Draw the heatmap of top interactions with values is p-values"
]
},
{
"cell_type": "code",
"execution_count": 67,
"id": "714ecff4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"top_df_pvalues = pvalues_matrix.loc[shared_inters, pairs]\n",
"sns.clustermap(top_df_pvalues, yticklabels=True, cmap=\"YlGnBu\")"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "1d280145",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"top_df_means = means.loc[shared_inters, pairs]\n",
"sns.clustermap(top_df_means, yticklabels=True, cmap=\"YlGnBu\")"
]
},
{
"cell_type": "markdown",
"id": "20f400c2",
"metadata": {},
"source": [
"Draw the dotplot of the top interactions"
]
},
{
"cell_type": "code",
"execution_count": 69,
"id": "3138f36a",
"metadata": {},
"outputs": [],
"source": [
"### set the interacting_pair column\n",
"top_df_means['interacting_pair'] = top_df_means.index\n",
"top_df_pvalues['interacting_pair'] = top_df_pvalues.index\n",
"\n",
"### Melt the dataframes\n",
"melt_df_means = top_df_means.melt(id_vars=['interacting_pair'], value_name=\"mean\").set_index(\"interacting_pair\")\n",
"melt_df_pvalues = top_df_pvalues.melt(id_vars=['interacting_pair'], value_name=\"pvalue\").set_index(\"interacting_pair\")\n",
"\n",
"top_df = melt_df_means\n",
"top_df['pvalue'] = melt_df_pvalues['pvalue']\n",
"top_df = top_df.rename(columns={\"variable\": \"pair\"})\n",
"top_df = top_df.sort_values([\"pair\", \"pvalue\"])"
]
},
{
"cell_type": "markdown",
"id": "a616d8f9",
"metadata": {},
"source": [
"Draw the dotplot of all cell type pairs"
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "ce3fa6bc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dotplot(top_df, figsize=(20, 4))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.9.11 64-bit",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.11"
},
"vscode": {
"interpreter": {
"hash": "6d7c662385ca853541ce2f861cda34da1259c45af9dbf3120621f49380b221b9"
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}