{ "cells": [ { "cell_type": "markdown", "id": "a3be9c0a", "metadata": {}, "source": [ "# Joint domain detection for spatial transcriptomics and proteiomics data\n", "\n", "In this section, we introduce stMSA for integrating RNA and protein data." ] }, { "cell_type": "code", "execution_count": 1, "id": "c7788947", "metadata": {}, "outputs": [], "source": [ "import scanpy as sc\n", "import numpy as np\n", "from sklearn.decomposition import PCA\n", "from scipy.sparse import csr_matrix\n", "\n", "import st_datasets as stds\n", "from train_integrate import train_integration\n", "from stMSA.utils import get_palette" ] }, { "cell_type": "markdown", "id": "2a71bfec", "metadata": {}, "source": [ "## Load and preprocess\n", "\n", "We preprocessed RNA and protein data and use the top 300 PCs to train stMSA." ] }, { "cell_type": "code", "execution_count": null, "id": "e021527e", "metadata": {}, "outputs": [], "source": [ "raw_rna_adata = sc.read_visium('data/tonsil_visium')\n", "raw_rna_adata.obsm['spatial'] = np.float32(raw_rna_adata.obsm['spatial'])\n", "raw_rna_adata.var_names_make_unique()\n", "raw_rna_adata.obs_names_make_unique()\n", "raw_protein_adata = sc.read(\"data/tonsil_protein.h5ad\")\n", "\n", "sc.pp.normalize_total(raw_rna_adata, target_sum=1e4)\n", "sc.pp.normalize_total(raw_protein_adata, target_sum=1e4)\n", "sc.pp.log1p(raw_rna_adata)\n", "sc.pp.log1p(raw_protein_adata)\n", "sc.pp.highly_variable_genes(raw_rna_adata, n_top_genes=400)\n", "\n", "pca = PCA(n_components=300, random_state=0)\n", "rna_adata = sc.AnnData(csr_matrix(pca.fit_transform(raw_rna_adata[:, raw_rna_adata.var['highly_variable']].X.toarray())))\n", "rna_adata.obsm['spatial'] = raw_rna_adata.obsm['spatial']\n", "protein_adata = sc.AnnData(csr_matrix(pca.fit_transform(raw_protein_adata.X.toarray())))\n", "protein_adata.obsm['spatial'] = raw_protein_adata.obsm['spatial']" ] }, { "cell_type": "markdown", "id": "87ea76b9", "metadata": {}, "source": [ "## Train stMSA\n", "\n", "When integrating datasets from multiple platforms, variations in coordinate system scales (e.g., pixel vs. um) can cause inconsistencies in spatial graph construction. Using a fixed radius threshold across all platforms may lead to skewed adjacency links, where some datasets might produce overly dense or excessively sparse graphs. To address this, users can manualy build the spatial graph first and input the spatial graph using the `graph` parameter to stMSA" ] }, { "cell_type": "code", "execution_count": null, "id": "2ac82586", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: Generate 12236 edges, 3.910 edges per spot.(0.012s)\n", ">>> INFO: Generate 33788 edges, 5.884 edges per spot.(0.021s)\n", ">>> INFO: Finish generate precluster embedding(5.557s)!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 1%|▏ | 7/500 [00:01<00:59, 8.31it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: Finish finding mmn pairs, find 96505 mnn node pairs(0.377s)!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 21%|██ | 105/500 [00:03<00:15, 25.45it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: Finish finding mmn pairs, find 108588 mnn node pairs(0.342s)!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 42%|████▏ | 208/500 [00:05<00:11, 26.50it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: Finish finding mmn pairs, find 115229 mnn node pairs(0.347s)!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 62%|██████▏ | 310/500 [00:08<00:06, 27.61it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: Finish finding mmn pairs, find 120042 mnn node pairs(0.347s)!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 81%|████████▏ | 407/500 [00:10<00:03, 30.78it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: Finish finding mmn pairs, find 123321 mnn node pairs(0.329s)!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 500/500 [00:12<00:00, 39.93it/s]\n" ] } ], "source": [ "adatas = sc.concat((protein_adata, rna_adata), label='batch')\n", "graph = stds.pp.concat_adjacency_matrix(adata_list=[\n", " protein_adata, rna_adata\n", "], edge_list=[\n", " stds.pp.build_graph(protein_adata, radius=1),\n", " stds.pp.build_graph(rna_adata, radius=400),\n", "])\n", "adatas = train_integration(adatas, graph=graph)" ] }, { "cell_type": "markdown", "id": "9c5cfd11", "metadata": {}, "source": [ "## Visialization" ] }, { "cell_type": "code", "execution_count": 4, "id": "ad80ece8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pp.neighbors(adatas, use_rep='embedding')\n", "sc.tl.louvain(adatas, resolution=0.4)\n", "import matplotlib.pyplot as plt\n", "_, axes = plt.subplots(1, 2, figsize=(8, 18)) \n", "sc.pl.spatial(adatas['0' == adatas.obs['batch']], color=\"louvain\", title=\"Protein\", img_key=None, spot_size=1.5, show=False, ax=axes[0], legend_loc=None)\n", "sc.pl.spatial(adatas['1' == adatas.obs['batch']], color=\"louvain\", title=\"RNA\", img_key=None, spot_size=450, show=False, ax=axes[1])\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "stpyg", "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": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }