{ "cells": [ { "cell_type": "markdown", "id": "b50de5c9-6e13-4f1b-8aae-f8a952184923", "metadata": {}, "source": [ "# Inference of MetaCell from Single-Cell RNA-seq\n", "\n", "Metacells are cell groupings derived from single-cell sequencing data that represent highly granular, distinct cell states. Here, we present single-cell aggregation of cell-states (SEACells), an algorithm for identifying metacells; overcoming the sparsity of single-cell data, while retaining heterogeneity obscured by traditional cell clustering.\n", "\n", "Paper: [SEACells: Inference of transcriptional and epigenomic cellular states from single-cell genomics data](https://www.nature.com/articles/s41587-023-01716-9)\n", "\n", "Code: https://github.com/dpeerlab/SEACells\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "f6ed3fd8-1608-4d1a-83a3-033e5a22334d", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "πŸ”¬ Starting plot initialization...\n", "Using already downloaded Arial font from: /tmp/omicverse_arial.ttf\n", "Registered as: Arial\n", "🧬 Detecting GPU devices…\n", "βœ… NVIDIA CUDA GPUs detected: 1\n", " β€’ [CUDA 0] NVIDIA H100 80GB HBM3\n", " Memory: 79.1 GB | Compute: 9.0\n", "\n", " ____ _ _ __ \n", " / __ \\____ ___ (_)___| | / /__ _____________ \n", " / / / / __ `__ \\/ / ___/ | / / _ \\/ ___/ ___/ _ \\ \n", "/ /_/ / / / / / / / /__ | |/ / __/ / (__ ) __/ \n", "\\____/_/ /_/ /_/_/\\___/ |___/\\___/_/ /____/\\___/ \n", "\n", "πŸ”– Version: 1.7.8rc1 πŸ“š Tutorials: https://omicverse.readthedocs.io/\n", "βœ… plot_set complete.\n", "\n" ] } ], "source": [ "import omicverse as ov\n", "import scanpy as sc\n", "import scvelo as scv\n", "\n", "ov.plot_set(font_path='Arial')" ] }, { "cell_type": "markdown", "id": "432fd189-aced-4f44-b729-e6cd5cc2d200", "metadata": {}, "source": [ "## Data preprocessed\n", "\n", "We need to normalized and scale the data at first." ] }, { "cell_type": "code", "execution_count": 3, "id": "a702776e-f2b7-48ec-a3bf-efad2f159a26", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs Γ— n_vars = 3696 Γ— 27998\n", " obs: 'clusters_coarse', 'clusters', 'S_score', 'G2M_score'\n", " var: 'highly_variable_genes'\n", " uns: 'clusters_coarse_colors', 'clusters_colors', 'day_colors', 'neighbors', 'pca'\n", " obsm: 'X_pca', 'X_umap'\n", " layers: 'spliced', 'unspliced'\n", " obsp: 'distances', 'connectivities'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata = scv.datasets.pancreas()\n", "adata" ] }, { "cell_type": "code", "execution_count": 4, "id": "283861a0-cb56-46a5-9a90-2e5119eb2675", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[95m\u001b[1mπŸ–₯️ Using CPU mode for QC...\u001b[0m\n", "\n", "\u001b[95m\u001b[1mπŸ“Š Step 1: Calculating QC Metrics\u001b[0m\n", " \u001b[96mMitochondrial genes (prefix 'mt-'): \u001b[1m13\u001b[0m\u001b[96m found\u001b[0m\n", " \u001b[92mβœ“ QC metrics calculated:\u001b[0m\n", " \u001b[94mβ€’ Mean nUMIs: \u001b[1m6675\u001b[0m\u001b[94m (range: 3020-18524)\u001b[0m\n", " \u001b[94mβ€’ Mean genes: \u001b[1m2516\u001b[0m\u001b[94m (range: 1473-4492)\u001b[0m\n", " \u001b[94mβ€’ Mean mitochondrial %: \u001b[1m0.7%\u001b[0m\u001b[94m (max: 4.3%)\u001b[0m\n", " \u001b[96mπŸ“ˆ Original cell count: \u001b[1m3,696\u001b[0m\n", "\n", "\u001b[95m\u001b[1mπŸ”§ Step 2: Quality Filtering (SEURAT)\u001b[0m\n", " \u001b[96mThresholds: mito≀0.2, nUMIsβ‰₯500, genesβ‰₯250\u001b[0m\n", " \u001b[94mπŸ“Š Seurat Filter Results:\u001b[0m\n", " \u001b[96mβ€’ nUMIs filter (β‰₯500): \u001b[1m0\u001b[0m\u001b[96m cells failed (0.0%)\u001b[0m\n", " \u001b[96mβ€’ Genes filter (β‰₯250): \u001b[1m0\u001b[0m\u001b[96m cells failed (0.0%)\u001b[0m\n", " \u001b[96mβ€’ Mitochondrial filter (≀0.2): \u001b[1m0\u001b[0m\u001b[96m cells failed (0.0%)\u001b[0m\n", " \u001b[92mβœ“ Filters applied successfully\u001b[0m\n", " \u001b[92mβœ“ Combined QC filters: \u001b[1m0\u001b[0m\u001b[92m cells removed (0.0%)\u001b[0m\n", "\n", "\u001b[95m\u001b[1m🎯 Step 3: Final Filtering\u001b[0m\n", " \u001b[96mParameters: min_genes=200, min_cells=3\u001b[0m\n", " \u001b[96mRatios: max_genes_ratio=1, max_cells_ratio=1\u001b[0m\n", "filtered out 12261 genes that are detected in less than 3 cells\n", " \u001b[92mβœ“ Final filtering: \u001b[1m0\u001b[0m\u001b[92m cells, \u001b[1m12,261\u001b[0m\u001b[92m genes removed\u001b[0m\n", "\n", "\u001b[95m\u001b[1mπŸ” Step 4: Doublet Detection\u001b[0m\n", " \u001b[93m⚠️ Note: 'scrublet' detection is too old and may not work properly\u001b[0m\n", " \u001b[96mπŸ’‘ Consider using 'doublets_method=sccomposite' for better results\u001b[0m\n", " \u001b[92mπŸ” Running scrublet doublet detection...\u001b[0m\n", "\n", "\u001b[95m\u001b[1mπŸ” Running Scrublet Doublet Detection:\u001b[0m\n", " \u001b[96mMode: \u001b[1mcpu\u001b[0m\n", " \u001b[96mComputing doublet prediction using Scrublet algorithm\u001b[0m\n", " \u001b[92mπŸ” Filtering genes and cells...\u001b[0m\n", " \u001b[92mπŸ” Normalizing data and selecting highly variable genes...\u001b[0m\n", "\n", "\u001b[95m\u001b[1mπŸ” Count Normalization:\u001b[0m\n", " \u001b[96mTarget sum: \u001b[1mmedian\u001b[0m\n", " \u001b[96mExclude highly expressed: \u001b[1mFalse\u001b[0m\n", "\n", "\u001b[92mβœ… Count Normalization Completed Successfully!\u001b[0m\n", " \u001b[92mβœ“ Processed: \u001b[1m3,696\u001b[0m\u001b[92m cells Γ— \u001b[1m15,737\u001b[0m\u001b[92m genes\u001b[0m\n", " \u001b[92mβœ“ Runtime: \u001b[1m1.32s\u001b[0m\n", "\n", "\u001b[95m\u001b[1mπŸ” Highly Variable Genes Selection:\u001b[0m\n", " \u001b[96mMethod: \u001b[1mseurat\u001b[0m\n", " ⚠️ \u001b[93mGene indices \u001b[1m[2149]\u001b[0m\u001b[93m fell into a single bin: normalized dispersion set to 1\u001b[0m\n", " \u001b[93mπŸ’‘ Consider decreasing `n_bins` to avoid this effect\u001b[0m\n", "\n", "\u001b[92mβœ… HVG Selection Completed Successfully!\u001b[0m\n", " \u001b[92mβœ“ Selected: \u001b[1m1,787\u001b[0m\u001b[92m highly variable genes out of \u001b[1m15,737\u001b[0m\u001b[92m total (11.4%)\u001b[0m\n", " \u001b[92mβœ“ Results added to AnnData object:\u001b[0m\n", " \u001b[96mβ€’ 'highly_variable': \u001b[1mBoolean vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mβ€’ 'means': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mβ€’ 'dispersions': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mβ€’ 'dispersions_norm': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[92mπŸ” Simulating synthetic doublets...\u001b[0m\n", " \u001b[92mπŸ” Normalizing observed and simulated data...\u001b[0m\n", "\n", "\u001b[95m\u001b[1mπŸ” Count Normalization:\u001b[0m\n", " \u001b[96mTarget sum: \u001b[1m1000000.0\u001b[0m\n", " \u001b[96mExclude highly expressed: \u001b[1mFalse\u001b[0m\n", "\n", "\u001b[92mβœ… Count Normalization Completed Successfully!\u001b[0m\n", " \u001b[92mβœ“ Processed: \u001b[1m3,696\u001b[0m\u001b[92m cells Γ— \u001b[1m1,787\u001b[0m\u001b[92m genes\u001b[0m\n", " \u001b[92mβœ“ Runtime: \u001b[1m0.18s\u001b[0m\n", "\n", "\u001b[95m\u001b[1mπŸ” Count Normalization:\u001b[0m\n", " \u001b[96mTarget sum: \u001b[1m1000000.0\u001b[0m\n", " \u001b[96mExclude highly expressed: \u001b[1mFalse\u001b[0m\n", "\n", "\u001b[92mβœ… Count Normalization Completed Successfully!\u001b[0m\n", " \u001b[92mβœ“ Processed: \u001b[1m7,392\u001b[0m\u001b[92m cells Γ— \u001b[1m1,787\u001b[0m\u001b[92m genes\u001b[0m\n", " \u001b[92mβœ“ Runtime: \u001b[1m0.54s\u001b[0m\n", " \u001b[92mπŸ” Embedding transcriptomes using PCA...\u001b[0m\n", " \u001b[92mπŸ” Calculating doublet scores...\u001b[0m\n", " using data matrix X directly\n", " \u001b[92mπŸ” Calling doublets with threshold detection...\u001b[0m\n", " \u001b[96mπŸ“Š Automatic threshold: \u001b[1m0.365\u001b[0m\n", " \u001b[96mπŸ“ˆ Detected doublet rate: \u001b[1m0.2%\u001b[0m\n", " \u001b[96mπŸ” Detectable doublet fraction: \u001b[1m55.6%\u001b[0m\n", " \u001b[94mπŸ“Š Overall doublet rate comparison:\u001b[0m\n", " \u001b[96mβ€’ Expected: \u001b[1m5.0%\u001b[0m\n", " \u001b[96mβ€’ Estimated: \u001b[1m0.4%\u001b[0m\n", "\n", "\u001b[92mβœ… Scrublet Analysis Completed Successfully!\u001b[0m\n", " \u001b[92mβœ“ Results added to AnnData object:\u001b[0m\n", " \u001b[96mβ€’ 'doublet_score': \u001b[1mDoublet scores\u001b[0m\u001b[96m (adata.obs)\u001b[0m\n", " \u001b[96mβ€’ 'predicted_doublet': \u001b[1mBoolean predictions\u001b[0m\u001b[96m (adata.obs)\u001b[0m\n", " \u001b[96mβ€’ 'scrublet': \u001b[1mParameters and metadata\u001b[0m\u001b[96m (adata.uns)\u001b[0m\n", " \u001b[92mβœ“ Scrublet completed: \u001b[1m9\u001b[0m\u001b[92m doublets removed (0.2%)\u001b[0m\n", "πŸ” [2025-09-16 00:31:54] Running preprocessing in 'cpu' mode...\n", "\u001b[96mBegin robust gene identification\u001b[0m\n", "\u001b[94m After filtration, 15737/15737 genes are kept.\u001b[0m\n", "\u001b[94m Among 15737 genes, 15737 genes are robust.\u001b[0m\n", "βœ… Robust gene identification completed successfully.\n", "\u001b[96mBegin size normalization: shiftlog and HVGs selection pearson\u001b[0m\n", "\n", "\u001b[95m\u001b[1mπŸ” Count Normalization:\u001b[0m\n", " \u001b[96mTarget sum: \u001b[1m500000.0\u001b[0m\n", " \u001b[96mExclude highly expressed: \u001b[1mTrue\u001b[0m\n", " \u001b[96mMax fraction threshold: \u001b[1m0.2\u001b[0m\n", " ⚠️ \u001b[93mExcluding \u001b[1m1\u001b[0m\u001b[93m highly-expressed genes from normalization computation\u001b[0m\n", " \u001b[93mExcluded genes: \u001b[1m['Ghrl']\u001b[0m\n", "\n", "\u001b[92mβœ… Count Normalization Completed Successfully!\u001b[0m\n", " \u001b[92mβœ“ Processed: \u001b[1m3,687\u001b[0m\u001b[92m cells Γ— \u001b[1m15,737\u001b[0m\u001b[92m genes\u001b[0m\n", " \u001b[92mβœ“ Runtime: \u001b[1m21.65s\u001b[0m\n", "\n", "\u001b[95m\u001b[1mπŸ” Highly Variable Genes Selection (Experimental):\u001b[0m\n", " \u001b[96mMethod: \u001b[1mpearson_residuals\u001b[0m\n", " \u001b[96mTarget genes: \u001b[1m2,000\u001b[0m\n", " \u001b[96mTheta (overdispersion): \u001b[1m100\u001b[0m\n", "\n", "\u001b[92mβœ… Experimental HVG Selection Completed Successfully!\u001b[0m\n", " \u001b[92mβœ“ Selected: \u001b[1m2,000\u001b[0m\u001b[92m highly variable genes out of \u001b[1m15,737\u001b[0m\u001b[92m total (12.7%)\u001b[0m\n", " \u001b[92mβœ“ Results added to AnnData object:\u001b[0m\n", " \u001b[96mβ€’ 'highly_variable': \u001b[1mBoolean vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mβ€’ 'highly_variable_rank': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mβ€’ 'highly_variable_nbatches': \u001b[1mInt vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mβ€’ 'highly_variable_intersection': \u001b[1mBoolean vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mβ€’ 'means': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mβ€’ 'variances': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mβ€’ 'residual_variances': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", "\u001b[94m Time to analyze data in cpu: 23.28 seconds.\u001b[0m\n", "βœ… Preprocessing completed successfully.\n", "\u001b[92m Added:\u001b[0m\n", "\u001b[96m 'highly_variable_features', boolean vector (adata.var)\u001b[0m\n", "\u001b[96m 'means', float vector (adata.var)\u001b[0m\n", "\u001b[96m 'variances', float vector (adata.var)\u001b[0m\n", "\u001b[96m 'residual_variances', float vector (adata.var)\u001b[0m\n", "\u001b[96m 'counts', raw counts layer (adata.layers)\u001b[0m\n", "\u001b[94m End of size normalization: shiftlog and HVGs selection pearson\u001b[0m\n", "computing PCAπŸ”\n", " with n_comps=50\n", " πŸ–₯️ Using sklearn PCA for CPU computation\n", " \u001b[96mπŸ–₯️ sklearn PCA backend: CPU computation\u001b[0m\n", " finishedβœ… (0:00:01)\n" ] } ], "source": [ "#quantity control\n", "adata=ov.pp.qc(adata,\n", " tresh={'mito_perc': 0.20, 'nUMIs': 500, 'detected_genes': 250},\n", " mt_startswith='mt-')\n", "#normalize and high variable genes (HVGs) calculated\n", "adata=ov.pp.preprocess(adata,mode='shiftlog|pearson',n_HVGs=2000,)\n", "\n", "#save the whole genes and filter the non-HVGs\n", "adata.raw = adata\n", "adata = adata[:, adata.var.highly_variable_features]\n", "\n", "#scale the adata.X\n", "ov.pp.scale(adata)\n", "\n", "#Dimensionality Reduction\n", "ov.pp.pca(adata,layer='scaled',n_pcs=50)" ] }, { "cell_type": "markdown", "id": "f2f09717-13e1-4695-8c04-80be9b804420", "metadata": {}, "source": [ "## Constructing a metacellular object\n", "\n", "We can use `ov.single.MetaCell` to construct a metacellular object to train the SEACells model, the arguments can be found in below.\n", "\n", "- :param ad: (AnnData) annotated data matrix\n", "- :param build_kernel_on: (str) key corresponding to matrix in ad.obsm which is used to compute kernel for metacells\n", " Typically 'X_pca' for scRNA or 'X_svd' for scATAC\n", "- :param n_SEACells: (int) number of SEACells to compute\n", "- :param use_gpu: (bool) whether to use GPU for computation\n", "- :param verbose: (bool) whether to suppress verbose program logging\n", "- :param n_waypoint_eigs: (int) number of eigenvectors to use for waypoint initialization\n", "- :param n_neighbors: (int) number of nearest neighbors to use for graph construction\n", "- :param convergence_epsilon: (float) convergence threshold for Franke-Wolfe algorithm\n", "- :param l2_penalty: (float) L2 penalty for Franke-Wolfe algorithm\n", "- :param max_franke_wolfe_iters: (int) maximum number of iterations for Franke-Wolfe algorithm\n", "- :param use_sparse: (bool) whether to use sparse matrix operations. Currently only supported for CPU implementation." ] }, { "cell_type": "code", "execution_count": 5, "id": "1e5297c6-c556-4f51-b998-b907df0dc4d4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Welcome to SEACells GPU!\n" ] } ], "source": [ "meta_obj=ov.single.MetaCell(adata,use_rep='scaled|original|X_pca',\n", " n_metacells=None,\n", " use_gpu='cuda:0')" ] }, { "cell_type": "code", "execution_count": 6, "id": "68f386ce-0fd4-4e0e-8a5d-49f6213ce6f5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing kNN graph using scanpy NN ...\n", "computing neighbors\n", " finished: added to `.uns['neighbors']`\n", " `.obsp['distances']`, distances for each pair of neighbors\n", " `.obsp['connectivities']`, weighted adjacency matrix (0:00:02)\n", "Computing radius for adaptive bandwidth kernel...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "68535e33fb064345b7b3c7e5d5da27be", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/3687 [00:00" ] }, "metadata": { "image/png": { "height": 335, "width": 302 } }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "ov.plot_set()\n", "fig, axes = plt.subplots(1,3,figsize=(4,4))\n", "sns.boxplot(data=SEACell_purity, y='clusters_purity',ax=axes[0],\n", " color=ov.utils.blue_color[3])\n", "sns.boxplot(data=compactness, y='compactness',ax=axes[1],\n", " color=ov.utils.blue_color[4])\n", "sns.boxplot(data=separation, y='separation',ax=axes[2],\n", " color=ov.utils.blue_color[4])\n", "plt.tight_layout()\n", "plt.suptitle('Evaluate of MetaCells',fontsize=13,y=1.05)\n", "for ax in axes:\n", " ax.grid(False)\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " ax.spines['bottom'].set_visible(True)\n", " ax.spines['left'].set_visible(True)" ] }, { "cell_type": "code", "execution_count": 16, "id": "fa4ebef2-4960-499b-b371-abf2c2564672", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 284, "width": 391 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "fig, ax = plt.subplots(figsize=(4,4))\n", "ov.pl.embedding(\n", " meta_obj.adata,\n", " basis=\"X_umap\",\n", " color=['clusters'],\n", " frameon='small',\n", " title=\"Meta cells\",\n", " #legend_loc='on data',\n", " legend_fontsize=14,\n", " legend_fontoutline=2,\n", " size=10,\n", " ax=ax,\n", " alpha=0.2,\n", " #legend_loc='', \n", " add_outline=False, \n", " #add_outline=True,\n", " outline_color='black',\n", " outline_width=1,\n", " show=False,\n", " #palette=ov.utils.blue_color[:],\n", " #legend_fontweight='normal'\n", ")\n", "ov.single.plot_metacells(ax,meta_obj.adata,color='#CB3E35',\n", " )" ] }, { "cell_type": "markdown", "id": "52da7fde-f9bd-42c9-966e-920c3737016c", "metadata": {}, "source": [ "## Get the raw obs value from adata\n", "\n", "There are times when we compute some floating point type data such as pseudotime on the raw single cell data. We want to get the result of the original data on the metacell, in this case, we can use the `ov.single` function to get it.\n", "\n", "Note that the type parameter supports `str`,`max`,`min`,`mean`." ] }, { "cell_type": "code", "execution_count": 17, "id": "239818ec-3296-415f-bd5f-6b842c5a976e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "... S_score have been added to ad.obs[S_score]\n" ] }, { "data": { "text/html": [ "
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Pseudo-sizescelltypecelltype_purityS_score
081.651015Epsilon0.705950-0.185704
1116.726615Pre-endocrine0.818003-0.210258
238.902267Ngn3 high EP0.996509-0.088399
353.341333Beta0.996174-0.220683
467.542679Ngn3 low EP0.495625-0.093575
\n", "
" ], "text/plain": [ " Pseudo-sizes celltype celltype_purity S_score\n", "0 81.651015 Epsilon 0.705950 -0.185704\n", "1 116.726615 Pre-endocrine 0.818003 -0.210258\n", "2 38.902267 Ngn3 high EP 0.996509 -0.088399\n", "3 53.341333 Beta 0.996174 -0.220683\n", "4 67.542679 Ngn3 low EP 0.495625 -0.093575" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ov.single.get_obs_value(ad,adata,groupby='S_score',\n", " type='mean')\n", "ad.obs.head()" ] }, { "cell_type": "markdown", "id": "ea1d9be0-f328-42bf-8be1-36a80484fc1c", "metadata": {}, "source": [ "## Visualize the MetaCells" ] }, { "cell_type": "code", "execution_count": 18, "id": "e7785243-9d62-4ed1-9db4-92718a895d7b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "extracting highly variable genes\n", " finished (0:00:00)\n", "--> added\n", " 'highly_variable', boolean vector (adata.var)\n", " 'means', float vector (adata.var)\n", " 'dispersions', float vector (adata.var)\n", " 'dispersions_norm', float vector (adata.var)\n" ] } ], "source": [ "import scanpy as sc\n", "ad.raw=ad.copy()\n", "sc.pp.highly_variable_genes(ad, n_top_genes=2000, inplace=True)\n", "ad=ad[:,ad.var.highly_variable]" ] }, { "cell_type": "code", "execution_count": 19, "id": "da9bfe14-0c7a-4e9b-93aa-d56f8007ddab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing PCAπŸ”\n", " with n_comps=30\n", " πŸ–₯️ Using sklearn PCA for CPU computation\n", " \u001b[96mπŸ–₯️ sklearn PCA backend: CPU computation\u001b[0m\n", " finishedβœ… (0:00:00)\n", "πŸ–₯️ Using Scanpy CPU to calculate neighbors...\n", "\n", "\u001b[95m\u001b[1mπŸ” K-Nearest Neighbors Graph Construction:\u001b[0m\n", " \u001b[96mMode: \u001b[1mcpu\u001b[0m\n", " \u001b[96mNeighbors: \u001b[1m15\u001b[0m\n", " \u001b[96mMethod: \u001b[1mumap\u001b[0m\n", " \u001b[96mMetric: \u001b[1meuclidean\u001b[0m\n", " \u001b[96mRepresentation: \u001b[1mscaled|original|X_pca\u001b[0m\n", " \u001b[96mPCs used: \u001b[1m20\u001b[0m\n", "computing neighbors\n", " \u001b[92mπŸ” Computing neighbor distances...\u001b[0m\n", " \u001b[92mπŸ” Computing connectivity matrix...\u001b[0m\n", " \u001b[96mπŸ’‘ Using UMAP-style connectivity\u001b[0m\n", " \u001b[92mβœ“ Graph is fully connected\u001b[0m\n", "\n", "\u001b[92mβœ… KNN Graph Construction Completed Successfully!\u001b[0m\n", " \u001b[92mβœ“ Processed: \u001b[1m49\u001b[0m\u001b[92m cells with \u001b[1m15\u001b[0m\u001b[92m neighbors each\u001b[0m\n", " \u001b[92mβœ“ Results added to AnnData object:\u001b[0m\n", " \u001b[96mβ€’ 'neighbors': \u001b[1mNeighbors metadata\u001b[0m\u001b[96m (adata.uns)\u001b[0m\n", " \u001b[96mβ€’ 'distances': \u001b[1mDistance matrix\u001b[0m\u001b[96m (adata.obsp)\u001b[0m\n", " \u001b[96mβ€’ 'connectivities': \u001b[1mConnectivity matrix\u001b[0m\u001b[96m (adata.obsp)\u001b[0m\n", " finished: added to `.uns['neighbors']`\n", " `.obsp['distances']`, distances for each pair of neighbors\n", " `.obsp['connectivities']`, weighted adjacency matrix (0:00:00)\n" ] } ], "source": [ "ov.pp.scale(ad)\n", "ov.pp.pca(ad,layer='scaled',n_pcs=30)\n", "ov.pp.neighbors(ad, n_neighbors=15, n_pcs=20,\n", " use_rep='scaled|original|X_pca')" ] }, { "cell_type": "code", "execution_count": 20, "id": "baf30758-5fa5-4c96-b015-61745451b091", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "πŸ” [2025-09-16 00:34:30] Running UMAP in 'cpu' mode...\n", "πŸ–₯️ Using Scanpy CPU UMAP...\n", "\n", "\u001b[95m\u001b[1mπŸ” UMAP Dimensionality Reduction:\u001b[0m\n", " \u001b[96mMode: \u001b[1mcpu\u001b[0m\n", " \u001b[96mMethod: \u001b[1mumap\u001b[0m\n", " \u001b[96mComponents: \u001b[1m2\u001b[0m\n", " \u001b[96mMin distance: \u001b[1m0.5\u001b[0m\n", "{'n_neighbors': 15, 'method': 'umap', 'random_state': 0, 'metric': 'euclidean', 'use_rep': 'scaled|original|X_pca', 'n_pcs': 20}\n", " \u001b[92mπŸ” Computing UMAP parameters...\u001b[0m\n", " \u001b[92mπŸ” Computing UMAP embedding (classic method)...\u001b[0m\n", "\n", "\u001b[92mβœ… UMAP Dimensionality Reduction Completed Successfully!\u001b[0m\n", " \u001b[92mβœ“ Embedding shape: \u001b[1m49\u001b[0m\u001b[92m cells Γ— \u001b[1m2\u001b[0m\u001b[92m dimensions\u001b[0m\n", " \u001b[92mβœ“ Results added to AnnData object:\u001b[0m\n", " \u001b[96mβ€’ 'X_umap': \u001b[1mUMAP coordinates\u001b[0m\u001b[96m (adata.obsm)\u001b[0m\n", " \u001b[96mβ€’ 'umap': \u001b[1mUMAP parameters\u001b[0m\u001b[96m (adata.uns)\u001b[0m\n", "βœ… UMAP completed successfully.\n" ] } ], "source": [ "ov.pp.umap(ad)" ] }, { "cell_type": "markdown", "id": "df985fb0-c70d-45ff-a6d9-97686d7cdac6", "metadata": {}, "source": [ "We want the metacells to take on the same colours as the original data, a noteworthy fact is that the colours of the original data are stored in the `adata.uns['_colors']`" ] }, { "cell_type": "code", "execution_count": 21, "id": "9f537217-aeeb-4077-96ff-8e7df79cbbc5", "metadata": {}, "outputs": [], "source": [ "ad.obs['celltype']=ad.obs['celltype'].astype('category')\n", "ad.obs['celltype']=ad.obs['celltype'].cat.reorder_categories(adata.obs['clusters'].cat.categories)\n", "ad.uns['celltype_colors']=adata.uns['clusters_colors']" ] }, { "cell_type": "code", "execution_count": 22, "id": "eef36e3f-98b8-4c2b-a1de-64d5c9a4ea44", "metadata": {}, "outputs": [ { "data": { "image/png": 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