{ "cells": [ { "cell_type": "markdown", "id": "optimum-armstrong", "metadata": {}, "source": [ "# cell2home - create reference and compute homing scores" ] }, { "cell_type": "code", "execution_count": 1, "id": "precise-rebel", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jovyan/my-conda-envs/cell2home/lib/python3.8/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "import sys\n", "import scanpy as sc\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "import seaborn as sns\n", "from matplotlib import rcParams\n", "\n", "import scipy.sparse\n", "import mudata\n", "import muon as mu\n", "import session_info\n", "\n", "import cell2home as c2h\n", "\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "sc.set_figure_params(dpi=80)\n", "rcParams[\"axes.grid\"] = False" ] }, { "cell_type": "markdown", "id": "floating-blend", "metadata": {}, "source": [ "The demo notebook makes use of two publicly available objects, download these into the same directory as the notebook before proceeding:\n", "\n", "https://cellgeni.cog.sanger.ac.uk/pan-immune/CountAdded_PIP_T_object_for_cellxgene.h5ad\n", "\n", "https://cellgeni.cog.sanger.ac.uk/pan-immune/myeloid.h5ad" ] }, { "cell_type": "code", "execution_count": 2, "id": "second-hurricane", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
| \n", " | target | \n", "source | \n", "
|---|---|---|
| 0 | \n", "CCR1 | \n", "CCL3 | \n", "
| 1 | \n", "CCR1 | \n", "CCL5 | \n", "
| 2 | \n", "CCR1 | \n", "CCL7 | \n", "
| 3 | \n", "CCR1 | \n", "CCL8 | \n", "
| 4 | \n", "CCR1 | \n", "CCL14 | \n", "
| ... | \n", "... | \n", "... | \n", "
| 89 | \n", "ITGB7 | \n", "FN1 | \n", "
| 90 | \n", "ITGB7 | \n", "MADCAM1 | \n", "
| 91 | \n", "ITGB7 | \n", "VCAM1 | \n", "
| 92 | \n", "ITGB7 | \n", "CDH1 | \n", "
| 93 | \n", "ITGAE | \n", "CDH1 | \n", "
94 rows × 2 columns
\n", "| \n", " | population | \n", "source | \n", "expression | \n", "target | \n", "
|---|---|---|---|---|
| 0 | \n", "Cycling T&NK | \n", "CCL3 | \n", "0.881343 | \n", "CCR1 | \n", "
| 1 | \n", "Cycling T&NK | \n", "CCL3 | \n", "0.881343 | \n", "CCR3 | \n", "
| 2 | \n", "Cycling T&NK | \n", "CCL3 | \n", "0.881343 | \n", "CCR5 | \n", "
| 3 | \n", "ILC3 | \n", "CCL3 | \n", "-0.758298 | \n", "CCR1 | \n", "
| 4 | \n", "ILC3 | \n", "CCL3 | \n", "-0.758298 | \n", "CCR3 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 1687 | \n", "Trm_Tgd | \n", "CDH1 | \n", "2.585478 | \n", "ITGAE | \n", "
| 1688 | \n", "Trm_Th1/Th17 | \n", "CDH1 | \n", "0.798664 | \n", "ITGB7 | \n", "
| 1689 | \n", "Trm_Th1/Th17 | \n", "CDH1 | \n", "0.798664 | \n", "ITGAE | \n", "
| 1690 | \n", "Trm_gut_CD8 | \n", "CDH1 | \n", "0.491016 | \n", "ITGB7 | \n", "
| 1691 | \n", "Trm_gut_CD8 | \n", "CDH1 | \n", "0.491016 | \n", "ITGAE | \n", "
1692 rows × 4 columns
\n", "MuData object with n_obs × n_vars = 51552 × 38779\n",
" 4 modalities\n",
" rna:\t51552 x 36601\n",
" obs:\t'Organ', 'Donor', 'Chemistry', 'Predicted_labels_CellTypist', 'Majority_voting_CellTypist', 'Manually_curated_celltype'\n",
" obsm:\t'X_umap'\n",
" cell_scores:\t51552 x 1692\n",
" obs:\t'Organ', 'Donor', 'Chemistry', 'Predicted_labels_CellTypist', 'Majority_voting_CellTypist', 'Manually_curated_celltype'\n",
" var:\t'population', 'source', 'target'\n",
" obsm:\t'X_umap'\n",
" cell2home_target_affinity:\t51552 x 468\n",
" obs:\t'Organ', 'Donor', 'Chemistry', 'Predicted_labels_CellTypist', 'Majority_voting_CellTypist', 'Manually_curated_celltype'\n",
" var:\t'population', 'target'\n",
" cell2home_affinity:\t51552 x 18\n",
" obs:\t'Organ', 'Donor', 'Chemistry', 'Predicted_labels_CellTypist', 'Majority_voting_CellTypist', 'Manually_curated_celltype'\n",
" var:\t'population'"
],
"text/plain": [
"MuData object with n_obs × n_vars = 51552 × 38779\n",
" 4 modalities\n",
" rna:\t51552 x 36601\n",
" obs:\t'Organ', 'Donor', 'Chemistry', 'Predicted_labels_CellTypist', 'Majority_voting_CellTypist', 'Manually_curated_celltype'\n",
" obsm:\t'X_umap'\n",
" cell_scores:\t51552 x 1692\n",
" obs:\t'Organ', 'Donor', 'Chemistry', 'Predicted_labels_CellTypist', 'Majority_voting_CellTypist', 'Manually_curated_celltype'\n",
" var:\t'population', 'source', 'target'\n",
" obsm:\t'X_umap'\n",
" cell2home_target_affinity:\t51552 x 468\n",
" obs:\t'Organ', 'Donor', 'Chemistry', 'Predicted_labels_CellTypist', 'Majority_voting_CellTypist', 'Manually_curated_celltype'\n",
" var:\t'population', 'target'\n",
" cell2home_affinity:\t51552 x 18\n",
" obs:\t'Organ', 'Donor', 'Chemistry', 'Predicted_labels_CellTypist', 'Majority_voting_CellTypist', 'Manually_curated_celltype'\n",
" var:\t'population'"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mdata.update()\n",
"mdata"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "aerial-utilization",
"metadata": {},
"outputs": [],
"source": [
"# List populations for plotting\n",
"populations = mdata['cell2home_affinity'].var_names.unique().tolist()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "stopped-harvest",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"\n",
"-----\n",
"anndata 0.9.2\n",
"cell2home 0.0.1\n",
"matplotlib 3.7.5\n",
"mudata 0.2.3\n",
"muon 0.1.6\n",
"numpy 1.24.4\n",
"pandas 2.0.3\n",
"scanpy 1.9.6\n",
"scipy 1.10.1\n",
"seaborn 0.11.2\n",
"session_info v1.0.1\n",
"-----\n",
"\n",
"\n",
"PIL 10.4.0\n",
"asttokens NA\n",
"backcall 0.2.0\n",
"backports NA\n",
"cycler 0.12.1\n",
"cython_runtime NA\n",
"dateutil 2.9.0\n",
"debugpy 1.8.5\n",
"decorator 5.1.1\n",
"executing 2.1.0\n",
"get_annotations NA\n",
"h5py 3.11.0\n",
"importlib_metadata NA\n",
"importlib_resources NA\n",
"ipykernel 6.14.0\n",
"jaraco NA\n",
"jedi 0.19.1\n",
"joblib 1.4.2\n",
"kiwisolver 1.4.7\n",
"llvmlite 0.41.1\n",
"matplotlib_inline 0.1.7\n",
"more_itertools 10.3.0\n",
"mpl_toolkits NA\n",
"natsort 8.4.0\n",
"numba 0.58.1\n",
"packaging 26.0\n",
"parso 0.8.4\n",
"patsy 1.0.2\n",
"pexpect 4.9.0\n",
"pickleshare 0.7.5\n",
"platformdirs 4.3.6\n",
"prompt_toolkit 3.0.48\n",
"psutil 6.0.0\n",
"ptyprocess 0.7.0\n",
"pure_eval 0.2.3\n",
"pydev_ipython NA\n",
"pydevconsole NA\n",
"pydevd 2.9.5\n",
"pydevd_file_utils NA\n",
"pydevd_plugins NA\n",
"pydevd_tracing NA\n",
"pygments 2.18.0\n",
"pynndescent 0.6.0\n",
"pyparsing 3.1.4\n",
"pytz 2026.1.post1\n",
"setuptools 75.3.0\n",
"six 1.16.0\n",
"sklearn 1.3.2\n",
"stack_data 0.6.2\n",
"statsmodels 0.14.1\n",
"threadpoolctl 3.5.0\n",
"tornado 6.4.1\n",
"tqdm 4.67.3\n",
"traitlets 5.14.3\n",
"umap 0.5.7\n",
"wcwidth 0.2.13\n",
"zipp NA\n",
"zmq 26.2.0\n",
"\n",
"\n",
"-----\n",
"IPython 8.4.0\n",
"jupyter_client 8.6.3\n",
"jupyter_core 5.8.1\n",
"-----\n",
"Python 3.8.20 | packaged by conda-forge | (default, Sep 30 2024, 17:52:49) [GCC 13.3.0]\n",
"Linux-4.15.0-213-generic-x86_64-with-glibc2.17\n",
"-----\n",
"Session information updated at 2026-03-09 17:36\n",
"\n",
"