{ "cells": [ { "cell_type": "markdown", "id": "d008e5a2-2953-4850-94bd-53dea95ae0ad", "metadata": {}, "source": [ "# Celltype auto annotation with SCSA\n", "Single-cell transcriptomics allows the analysis of thousands of cells in a single experiment and the identification of novel cell types, states and dynamics in a variety of tissues and organisms. Standard experimental protocols and analytical workflows have been developed to create single-cell transcriptomic maps from tissues. \n", "\n", "This tutorial focuses on how to interpret this data to identify cell types, states, and other biologically relevant patterns with the goal of creating annotated cell maps.\n", "\n", "Paper: [SCSA: A Cell Type Annotation Tool for Single-Cell RNA-seq Data](https://doi.org/10.3389/fgene.2020.00490)\n", "\n", "Code: https://github.com/bioinfo-ibms-pumc/SCSA\n", "\n", "Colab_Reproducibility:https://colab.research.google.com/drive/1BC6hPS0CyBhNu0BYk8evu57-ua1bAS0T?usp=sharing\n", "\n", "
\n", "

Note

\n", "

\n", " The annotation with SCSA can't be used in rare celltype annotations\n", "

\n", "
\n", "\n", "![scsa](https://www.frontiersin.org/files/Articles/524690/fgene-11-00490-HTML/image_m/fgene-11-00490-g001.jpg)" ] }, { "cell_type": "code", "execution_count": 1, "id": "02bca82c-35cf-4849-aa42-b8c4de6b6993", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scanpy version:1.10.3\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-12-18 10:46:29.408947: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:485] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", "2024-12-18 10:46:29.422542: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:8454] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", "2024-12-18 10:46:29.426668: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1452] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", "2024-12-18 10:46:29.437234: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2024-12-18 10:46:30.253540: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " ____ _ _ __ \n", " / __ \\____ ___ (_)___| | / /__ _____________ \n", " / / / / __ `__ \\/ / ___/ | / / _ \\/ ___/ ___/ _ \\ \n", "/ /_/ / / / / / / / /__ | |/ / __/ / (__ ) __/ \n", "\\____/_/ /_/ /_/_/\\___/ |___/\\___/_/ /____/\\___/ \n", "\n", "Version: 1.6.9, Tutorials: https://omicverse.readthedocs.io/\n", "omicverse version:1.6.9\n", "Dependency error: (pydeseq2 0.4.11 (/mnt/home/zehuazeng/software/rsc/lib/python3.10/site-packages), Requirement.parse('pydeseq2<=0.4.0,>=0.3'))\n" ] } ], "source": [ "import scanpy as sc\n", "print(f'scanpy version:{sc.__version__}')\n", "import omicverse as ov\n", "print(f'omicverse version:{ov.__version__}')\n", "ov.ov_plot_set()" ] }, { "cell_type": "markdown", "id": "967aeaac-7ff9-45a9-ab2c-8b05baf2b1e1", "metadata": {}, "source": [ "## Loading data\n", "\n", "The data consist of 3k PBMCs from a Healthy Donor and are freely available from 10x Genomics ([here](http://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz) from this [webpage](https://support.10xgenomics.com/single-cell-gene-expression/datasets/1.1.0/pbmc3k)). On a unix system, you can uncomment and run the following to download and unpack the data. The last line creates a directory for writing processed data.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "2af2d749-cbaa-424c-9c50-f812b512f827", "metadata": {}, "outputs": [], "source": [ "# !mkdir data\n", "# !wget http://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz -O data/pbmc3k_filtered_gene_bc_matrices.tar.gz\n", "# !cd data; tar -xzf pbmc3k_filtered_gene_bc_matrices.tar.gz\n", "# !mkdir write" ] }, { "cell_type": "markdown", "id": "08bd2f55-d537-4a40-8dfd-fd1e08a45ab7", "metadata": {}, "source": [ "Read in the count matrix into an AnnData object, which holds many slots for annotations and different representations of the data. It also comes with its own HDF5-based file format: `.h5ad`." ] }, { "cell_type": "code", "execution_count": 3, "id": "34d54605-4175-4b93-8cda-537264b28ecd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "... reading from cache file cache/data-filtered_gene_bc_matrices-hg19-matrix.h5ad\n" ] } ], "source": [ "adata = sc.read_10x_mtx(\n", " 'data/filtered_gene_bc_matrices/hg19/', # the directory with the `.mtx` file\n", " var_names='gene_symbols', # use gene symbols for the variable names (variables-axis index)\n", " cache=True) # write a cache file for faster subsequent reading\n" ] }, { "cell_type": "markdown", "id": "1017af27-e66d-45e2-90f0-787e06eecacc", "metadata": {}, "source": [ "## Data preprocessing\n", "\n", "Here, we use `ov.single.scanpy_lazy` to preprocess the raw data of scRNA-seq, it included filter the doublets cells, normalizing counts per cell, log1p, extracting highly variable genes, and cluster of cells calculation. \n", "\n", "But if you want to experience step-by-step preprocessing, we also provide more detailed preprocessing steps here, please refer to our [preprocess chapter](https://omicverse.readthedocs.io/en/latest/Tutorials-single/t_preprocess/) for a detailed explanation.\n", "\n", "We stored the raw counts in `count` layers, and the raw data in `adata.raw.to_adata()`." ] }, { "cell_type": "code", "execution_count": 4, "id": "e024e0a0-5b61-4a04-adbe-8da726b367e3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU mode activated\n", "Calculate QC metrics\n", "End calculation of QC metrics.\n", "Original cell number: 2700\n", "!!!It should be noted that the `scrublet` detection is too old and may not work properly.!!!\n", "!!!if you want to use novel doublet detection, please set `doublets_method=sccomposite`!!!\n", "Begin of post doublets removal and QC plot using`scrublet`\n", "Running Scrublet\n", "filtered out 19024 genes that are detected in less than 3 cells\n", "normalizing counts per cell\n", " finished (0:00:00)\n", "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", "normalizing counts per cell\n", " finished (0:00:00)\n", "normalizing counts per cell\n", " finished (0:00:00)\n", "Embedding transcriptomes using PCA...\n", " using data matrix X directly\n", "Automatically set threshold at doublet score = 0.23\n", "Detected doublet rate = 1.5%\n", "Estimated detectable doublet fraction = 37.4%\n", "Overall doublet rate:\n", "\tExpected = 5.0%\n", "\tEstimated = 4.1%\n", " Scrublet finished (0:00:02)\n", "Cells retained after scrublet: 2659, 41 removed.\n", "End of post doublets removal and QC plots.\n", "Filters application (seurat or mads)\n", "Lower treshold, nUMIs: 500; filtered-out-cells: 0\n", "Lower treshold, n genes: 250; filtered-out-cells: 3\n", "Lower treshold, mito %: 0.05; filtered-out-cells: 56\n", "Filters applicated.\n", "Total cell filtered out with this last --mode seurat QC (and its chosen options): 59\n", "Cells retained after scrublet and seurat filtering: 2600, 100 removed.\n", "filtered out 19112 genes that are detected in less than 3 cells\n", "Begin robust gene identification\n", "After filtration, 13626/13626 genes are kept. Among 13626 genes, 13626 genes are robust.\n", "End of robust gene identification.\n", "Begin size normalization: shiftlog and HVGs selection pearson\n", "normalizing counts per cell. The following highly-expressed genes are not considered during normalization factor computation:\n", "[]\n", " finished (0:00:00)\n", "extracting highly variable genes\n", "--> added\n", " 'highly_variable', boolean vector (adata.var)\n", " 'highly_variable_rank', float vector (adata.var)\n", " 'highly_variable_nbatches', int vector (adata.var)\n", " 'highly_variable_intersection', boolean vector (adata.var)\n", " 'means', float vector (adata.var)\n", " 'variances', float vector (adata.var)\n", " 'residual_variances', float vector (adata.var)\n", "Time to analyze data in cpu: 1.1343843936920166 seconds.\n", "End of size normalization: shiftlog and HVGs selection pearson\n", "... as `zero_center=True`, sparse input is densified and may lead to large memory consumption\n", "computing PCA\n", " with n_comps=50\n", " finished (0:00:00)\n", "computing neighbors\n", " finished: added to `.uns['neighbors']`\n", " `.obsp['distances']`, distances for each pair of neighbors\n", " `.obsp['connectivities']`, weighted adjacency matrix (0:00:05)\n", "running Leiden clustering\n", " finished: found 11 clusters and added\n", " 'leiden', the cluster labels (adata.obs, categorical) (0:00:00)\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 2600 × 2000\n", " obs: 'nUMIs', 'mito_perc', 'detected_genes', 'cell_complexity', 'doublet_score', 'predicted_doublet', 'passing_mt', 'passing_nUMIs', 'passing_ngenes', 'n_genes', 'leiden'\n", " var: 'gene_ids', 'mt', 'n_cells', 'percent_cells', 'robust', 'means', 'variances', 'residual_variances', 'highly_variable_rank', 'highly_variable_features'\n", " uns: 'scrublet', 'log1p', 'hvg', 'pca', 'scaled|original|pca_var_ratios', 'scaled|original|cum_sum_eigenvalues', 'neighbors', 'leiden'\n", " obsm: 'X_pca', 'scaled|original|X_pca', 'X_mde'\n", " varm: 'PCs', 'scaled|original|pca_loadings'\n", " layers: 'counts', 'scaled'\n", " obsp: 'distances', 'connectivities'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#adata=ov.single.scanpy_lazy(adata)\n", "\n", "#quantity control\n", "adata=ov.pp.qc(adata,\n", " tresh={'mito_perc': 0.05, 'nUMIs': 500, 'detected_genes': 250})\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)\n", "\n", "#Neighbourhood graph construction\n", "sc.pp.neighbors(adata, n_neighbors=15, n_pcs=50,\n", " use_rep='scaled|original|X_pca')\n", "\n", "#clusters\n", "sc.tl.leiden(adata)\n", "\n", "#Dimensionality Reduction for visualization(X_mde=X_umap+GPU)\n", "adata.obsm[\"X_mde\"] = ov.utils.mde(adata.obsm[\"scaled|original|X_pca\"])\n", "adata" ] }, { "cell_type": "markdown", "id": "a0c55a86-347b-499c-b864-5309103d4d41", "metadata": {}, "source": [ "## Cell annotate automatically\n", "\n", "We create a pySCSA object from the `adata`, and we need to set some parameter to annotate correctly.\n", "\n", "In normal annotate, we set `celltype`=`'normal'` and `target`=`'cellmarker'` or `'panglaodb'` to perform the cell annotate.\n", "\n", "But in cancer annotate, we need to set the `celltype`=`'cancer'` and `target`=`'cancersea'` to perform the cell annotate.\n", "\n", "
\n", "

Note

\n", "

\n", " The annotation with SCSA need to download the database at first. It can be downloaded automatically. But sometimes you will have problems with network errors.\n", "

\n", "
\n", "\n", "- 2023 Version (build on pandas<=1.5.3): The database can be downloaded from [figshare](https://figshare.com/ndownloader/files/41369037), [Google Drive](https://drive.google.com/drive/folders/1pqyuCp8mTXDFRGUkX8iDdPAg45JHvheF?usp=sharing) and [百度云](https://pan.baidu.com/s/1higlMvx6Y3uOVV_mgwA_mA?pwd=34fv). \n", "- 2024 Version (build on pandas>2): The database can be downloaded from [Google Drive](https://drive.google.com/file/d/1gg2m-edV2Jff8krWovsNb0jxv8A-DFol/view?usp=drive_link) and [百度云](https://pan.baidu.com/s/1o7w48z8_5QRlUAjz9auUQg?pwd=j6mp). \n", "\n", "And you need to set parameter `model_path`=`'path'`\n", "\n", "\n", "The database create code could be found in [scsa_database_create.ipynb](https://github.com/Starlitnightly/omicverse/blob/master/sample/scsa_database_create.ipynb). Thanks for [@fredsamhaak](https://github.com/fredsamhaak) [@H1207953831](https://github.com/H1207953831) in issue [#232](https://github.com/Starlitnightly/omicverse/issues/232) [#176](https://github.com/Starlitnightly/omicverse/issues/176)\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "9caa37f3-9dc1-4795-9104-5d7858ad0c80", "metadata": {}, "outputs": [], "source": [ "scsa=ov.single.pySCSA(adata=adata,\n", " foldchange=1.5,\n", " pvalue=0.01,\n", " celltype='normal',\n", " target='cellmarker',\n", " tissue='All',\n", " model_path='temp/pySCSA_2024_v1_plus.db' \n", ")" ] }, { "cell_type": "markdown", "id": "78bf09ad-00a5-474a-9b6a-a47ba6a81ee8", "metadata": {}, "source": [ "In the previous cell clustering we used the leiden algorithm, so here we specify that the type is set to leiden. if you are using louvain, please change it. And, we will annotate all clusters, if you only want to annotate a few of the classes, please follow `'[1]'`, `'[1,2,3]'`, `'[...]'` Enter in the format.\n", "\n", "`rank_rep` means the `sc.tl.rank_genes_groups(adata, clustertype, method='wilcoxon')`, if we provided the `rank_genes_groups` in adata.uns, `rank_rep` can be set as `False`" ] }, { "cell_type": "code", "execution_count": 13, "id": "f8545ae3-5203-464a-9566-c7a6bf39b82e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ranking genes\n", " finished (0:00:01)\n", "...Auto annotate cell\n", "Version V2.2 [2024/12/18]\n", "DB load: GO_items:47347,Human_GO:3,Mouse_GO:3,\n", "CellMarkers:82887,CancerSEA:1574,\n", "Ensembl_HGNC:61541,Ensembl_Mouse:55414\n", "\n", "Version V2.2 [2024/12/18]\n", "DB load: GO_items:47347,Human_GO:3,Mouse_GO:3,\n", "CellMarkers:82887,CancerSEA:1574,\n", "Ensembl_HGNC:61541,Ensembl_Mouse:55414\n", "load markers: 70276\n", "Cluster 0 Gene number: 149\n", "Other Gene number: 1524\n", "Cluster 1 Gene number: 65\n", "Other Gene number: 1579\n", "Cluster 10 Gene number: 123\n", "Other Gene number: 1557\n", "Cluster 2 Gene number: 518\n", "Other Gene number: 1513\n", "Cluster 3 Gene number: 129\n", "Other Gene number: 1532\n", "Cluster 4 Gene number: 83\n", "Other Gene number: 1586\n", "Cluster 5 Gene number: 920\n", "Other Gene number: 1284\n", "Cluster 6 Gene number: 244\n", "Other Gene number: 1498\n", "Cluster 7 Gene number: 4\n", "Other Gene number: 1601\n", "Cluster 8 Gene number: 62\n", "Other Gene number: 1601\n", "Cluster 9 Gene number: 569\n", "Other Gene number: 1390\n", "#Cluster Type Celltype Score Times\n", "['0', '?', 'T cell|CD4+ T cell', '13.178917022960926|6.8061709979163005', 1.9363188240488862]\n", "['1', '?', 'T cell|Naive CD8+ T cell', '8.44505754473862|5.156218870163674', 1.6378392301393032]\n", "['10', 'Good', 'Megakaryocyte', 10.334648914788692, 2.029183977014163]\n", "['2', '?', 'Monocyte|Macrophage', '14.764576625686557|8.789587478708638', 1.6797803834880043]\n", "['3', 'Good', 'B cell', 13.812808366659368, 3.97118749472909]\n", "['4', '?', 'Natural killer cell|T cell', '8.698876988328609|7.9591723394151535', 1.092937383105818]\n", "['5', '?', 'Monocyte|Macrophage', '13.989335587848112|9.940008439379591', 1.4073766308312372]\n", "['6', 'Good', 'Natural killer cell', 15.589448201913797, 3.6505468200421314]\n", "['7', '?', 'T cell|Natural killer cell', '5.007589020260128|3.635144325168466', 1.37754888728608]\n", "['8', 'Good', 'Monocyte', 10.986485157084731, 2.2059005457967578]\n", "['9', '?', 'Dendritic cell|Monocyte', '8.486516254407464|7.5372353894337465', 1.1259454980408983]\n" ] } ], "source": [ "anno=scsa.cell_anno(clustertype='leiden',\n", " cluster='all',rank_rep=True)" ] }, { "cell_type": "markdown", "id": "f0ab360e-b94c-44e0-8950-7183d54fb22c", "metadata": {}, "source": [ "We can query only the better annotated results" ] }, { "cell_type": "code", "execution_count": 7, "id": "9347ee9e-d102-4c62-ae73-82f59147c2e1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "...cell type added to scsa_celltype_cellmarker on obs of anndata\n" ] } ], "source": [ "scsa.cell_auto_anno(adata,key='scsa_celltype_cellmarker')" ] }, { "cell_type": "markdown", "id": "60965f40-3028-4033-a3f8-f67476725c0c", "metadata": {}, "source": [ "We can also use `panglaodb` as target to annotate the celltype" ] }, { "cell_type": "code", "execution_count": 14, "id": "588af154-6a9c-40f3-b835-e1c097a6c11f", "metadata": {}, "outputs": [], "source": [ "scsa=ov.single.pySCSA(adata=adata,\n", " foldchange=1.5,\n", " pvalue=0.01,\n", " celltype='normal',\n", " target='panglaodb',\n", " tissue='All',\n", " model_path='temp/pySCSA_2024_v1_plus.db'\n", " \n", ")" ] }, { "cell_type": "code", "execution_count": 16, "id": "c8160d24-ccb2-4eb0-a468-d35346061d11", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ranking genes\n", " finished (0:00:01)\n", "...Auto annotate cell\n", "Version V2.2 [2024/12/18]\n", "DB load: GO_items:47347,Human_GO:3,Mouse_GO:3,\n", "CellMarkers:82887,CancerSEA:1574,PanglaoDB:24223\n", "Ensembl_HGNC:61541,Ensembl_Mouse:55414\n", "\n", "Version V2.2 [2024/12/18]\n", "DB load: GO_items:47347,Human_GO:3,Mouse_GO:3,\n", "CellMarkers:82887,CancerSEA:1574,PanglaoDB:24223\n", "Ensembl_HGNC:61541,Ensembl_Mouse:55414\n", "load markers: 70276\n", "Cluster 0 Gene number: 149\n", "Other Gene number: 669\n", "Cluster 1 Gene number: 65\n", "Other Gene number: 698\n", "Cluster 10 Gene number: 123\n", "Other Gene number: 672\n", "Cluster 2 Gene number: 518\n", "Other Gene number: 660\n", "Cluster 3 Gene number: 129\n", "Other Gene number: 661\n", "Cluster 4 Gene number: 83\n", "Other Gene number: 699\n", "Cluster 5 Gene number: 920\n", "Other Gene number: 611\n", "Cluster 6 Gene number: 244\n", "Other Gene number: 656\n", "Cluster 7 Gene number: 4\n", "Other Gene number: 709\n", "Cluster 8 Gene number: 62\n", "Other Gene number: 709\n", "Cluster 9 Gene number: 569\n", "Other Gene number: 671\n", "#Cluster Type Celltype Score Times\n", "['0', '?', 'T Cells|T Memory Cells', '3.5600750455818564|3.1097642366140383', 1.1448054497720135]\n", "['1', '?', 'T Cells|T Memory Cells', '3.40627617083116|3.205891183442281', 1.0625052367416035]\n", "['10', 'Good', 'Platelets', 7.433149861365802, 2.436479042204059]\n", "['2', '?', 'Monocytes|Alveolar Macrophages', '3.7036208808369846|2.930737286401599', 1.2637164368234257]\n", "['3', '?', 'B Cells Naive|B Cells Memory', '4.329420431801275|3.955259450025973', 1.0945983408933755]\n", "['4', '?', 'NK Cells|T Cells', '3.008115828143599|2.7009557062706313', 1.1137227541939523]\n", "['5', '?', 'Monocytes|Macrophages', '3.7593052491537016|2.8292867080893154', 1.3287113103120078]\n", "['6', '?', 'NK Cells|Decidual Cells', '4.1134016043498995|2.8564096383637296', 1.4400601192153333]\n", "['7', '?', 'Decidual Cells|NK Cells', '1.601349011754446|1.601349011754446', 1.0]\n", "['8', '?', 'Monocytes|Alveolar Macrophages', '2.675429836435337|2.09584715260779', 1.276538622154002]\n", "['9', '?', 'Dendritic Cells|Langerhans Cells', '3.931944721464753|3.668461896450284', 1.0718237867672615]\n" ] } ], "source": [ "res=scsa.cell_anno(clustertype='leiden',\n", " cluster='all',rank_rep=True)" ] }, { "cell_type": "markdown", "id": "d3ab030d-2360-42c5-85e6-52577bd99ed8", "metadata": {}, "source": [ "We can query only the better annotated results" ] }, { "cell_type": "code", "execution_count": 17, "id": "1ce49708-78a3-473c-8086-80354035b86c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cluster:0\tCell_type:T Cells|T Memory Cells\tZ-score:3.56|3.11\n", "Cluster:1\tCell_type:T Cells|T Memory Cells\tZ-score:3.406|3.206\n", "Cluster:2\tCell_type:Monocytes|Alveolar Macrophages\tZ-score:3.704|2.931\n", "Cluster:3\tCell_type:B Cells Naive|B Cells Memory\tZ-score:4.329|3.955\n", "Cluster:4\tCell_type:NK Cells|T Cells\tZ-score:3.008|2.701\n", "Cluster:5\tCell_type:Monocytes|Macrophages\tZ-score:3.759|2.829\n", "Cluster:6\tCell_type:NK Cells|Decidual Cells\tZ-score:4.113|2.856\n", "Cluster:7\tCell_type:Decidual Cells|NK Cells\tZ-score:1.601|1.601\n", "Cluster:8\tCell_type:Monocytes|Alveolar Macrophages\tZ-score:2.675|2.096\n", "Cluster:9\tCell_type:Dendritic Cells|Langerhans Cells\tZ-score:3.932|3.668\n", "Nice:Cluster:10\tCell_type:Platelets\tZ-score:7.433\n" ] } ], "source": [ "scsa.cell_anno_print()" ] }, { "cell_type": "code", "execution_count": 11, "id": "bfd8c93c-ee0a-4f0b-ac93-445ac920bde8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "...cell type added to scsa_celltype_panglaodb on obs of anndata\n" ] } ], "source": [ "scsa.cell_auto_anno(adata,key='scsa_celltype_panglaodb')" ] }, { "cell_type": "markdown", "id": "50dbc6e2-e790-4d3f-8a0d-ecf2e6f9bb86", "metadata": {}, "source": [ "Here, we introduce the dimensionality reduction visualisation function `ov.utils.embedding`, which is similar to `scanpy.pl.embedding`, except that when we set `frameon='small'`, we scale the axes to the bottom-left corner and scale the colourbar to the bottom-right corner.\n", "\n", "- adata: the anndata object\n", "- basis: the visualized embedding stored in adata.obsm\n", "- color: the visualized obs/var\n", "- legend_loc: the location of legend, if you set None, it will be visualized in right.\n", "- frameon: it can be set `small`, False or None\n", "- legend_fontoutline: the outline in the text of legend.\n", "- palette: Different categories of colours, we have a number of different colours preset in omicverse, including `ov.utils.palette()`, `ov.utils.red_color`, `ov.utils.blue_color`, `ov.utils.green_color`, `ov. utils.orange_color`. The preset colours can help you achieve a more beautiful visualisation." ] }, { "cell_type": "code", "execution_count": 12, "id": "b7b77b81-8615-46f9-b971-b62c0f0f09fc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 292, "width": 946 } }, "output_type": "display_data" } ], "source": [ "ov.utils.embedding(adata,\n", " basis='X_mde',\n", " color=['leiden','scsa_celltype_cellmarker','scsa_celltype_panglaodb'], \n", " legend_loc='on data', \n", " frameon='small',\n", " legend_fontoutline=2,\n", " palette=ov.utils.palette()[14:],\n", " )" ] }, { "cell_type": "markdown", "id": "b8546f25-a566-4366-9f91-91819f08f3c5", "metadata": {}, "source": [ "If you want to draw stacked histograms of cell type proportions, you first need to colour the groups you intend to draw using `ov.utils.embedding`. Then use `ov.utils.plot_cellproportion` to specify the groups you want to plot, and you can see a plot of cell proportions in the different groups" ] }, { "cell_type": "code", "execution_count": 13, "id": "3a270def-92a2-407d-85c6-2077cf09f53c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 289, "width": 318 } }, "output_type": "display_data" } ], "source": [ "#Randomly designate the first 1000 cells as group B and the rest as group A\n", "adata.obs['group']='A'\n", "adata.obs.loc[adata.obs.index[:1000],'group']='B'\n", "#Colored\n", "ov.utils.embedding(adata,\n", " basis='X_mde',\n", " color=['group'], \n", " frameon='small',legend_fontoutline=2,\n", " palette=ov.utils.red_color,\n", " )" ] }, { "cell_type": "code", "execution_count": 14, "id": "88eb76f9-c304-4531-b643-2a193030efd6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 302, "width": 141 } }, "output_type": "display_data" } ], "source": [ "ov.utils.plot_cellproportion(adata=adata,celltype_clusters='scsa_celltype_cellmarker',\n", " visual_clusters='group',\n", " visual_name='group',figsize=(2,4))" ] }, { "cell_type": "markdown", "id": "426889c4-2c92-4ccd-a8ff-97bdedc5d345", "metadata": {}, "source": [ "Of course, we also provide another downscaled visualisation of the graph using `ov.utils.plot_embedding_celltype`" ] }, { "cell_type": "code", "execution_count": 17, "id": "4ac9e6f2-70be-4452-9ec2-896a1230f90d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " [, ])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 259, "width": 390 } }, "output_type": "display_data" } ], "source": [ "ov.utils.plot_embedding_celltype(adata,figsize=None,basis='X_mde',\n", " celltype_key='scsa_celltype_cellmarker',\n", " title=' Cell type',\n", " celltype_range=(2,6),\n", " embedding_range=(4,10))" ] }, { "cell_type": "markdown", "id": "d5af85e4-bb2b-4b68-8eef-304b0a368565", "metadata": {}, "source": [ "We calculated the ratio of observed to expected cell numbers (Ro/e) for each cluster in different tissues to quantify the tissue preference of each cluster (Guo et al., 2018; Zhang et al., 2018). The expected cell num- bers for each combination of cell clusters and tissues were obtained from the chi-square test. One cluster was identified as being enriched in a specific tissue if Ro/e>1.\n", "\n", "The Ro/e function was wrote by `Haihao Zhang`." ] }, { "cell_type": "code", "execution_count": 18, "id": "dd7e1c6e-b3f6-4139-bc13-39991732032c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "chi2: 1.1053770301508763, dof: 5, pvalue: 0.953626625332813\n", "P-value is greater than 0.05, there is no statistical significance\n" ] } ], "source": [ "roe=ov.utils.roe(adata,sample_key='group',cell_type_key='scsa_celltype_cellmarker')" ] }, { "cell_type": "code", "execution_count": 19, "id": "98a01558-e5cb-40db-b938-961d7cb6d998", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Ro/e')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 315, "width": 281 } }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "fig, ax = plt.subplots(figsize=(2,4))\n", "\n", "transformed_roe = roe.copy()\n", "transformed_roe = transformed_roe.applymap(\n", " lambda x: '+++' if x >= 2 else ('++' if x >= 1.5 else ('+' if x >= 1 else '+/-')))\n", "\n", "sns.heatmap(roe, annot=transformed_roe, cmap='RdBu_r', fmt='', \n", " cbar=True, ax=ax,vmin=0.5,vmax=1.5,cbar_kws={'shrink':0.5})\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=12)\n", "\n", "plt.xlabel('Group',fontsize=13)\n", "plt.ylabel('Cell type',fontsize=13)\n", "plt.title('Ro/e',fontsize=13)" ] }, { "cell_type": "markdown", "id": "8a088122-3cd0-454a-a4ac-d97cf53218a4", "metadata": {}, "source": [ "## Cell annotate manually\n", "\n", "In order to compare the accuracy of our automatic annotations, we will here use marker genes to manually annotate the cluster and compare the accuracy of the pySCSA and manual.\n", "\n", "We need to prepare a marker's dict at first" ] }, { "cell_type": "code", "execution_count": 20, "id": "fd8f046f-9161-4677-b1f7-04475cb36762", "metadata": {}, "outputs": [], "source": [ "res_marker_dict={\n", " 'Megakaryocyte':['ITGA2B','ITGB3'],\n", " 'Dendritic cell':['CLEC10A','IDO1'],\n", " 'Monocyte' :['S100A8','S100A9','LST1',],\n", " 'Macrophage':['CSF1R','CD68'],\n", " 'B cell':['MS4A1','CD79A','MZB1',],\n", " 'NK/NKT cell':['GNLY','KLRD1'],\n", " 'CD8+T cell':['CD8A','CD8B'],\n", " 'Treg':['CD4','CD40LG','IL7R','FOXP3','IL2RA'],\n", " 'CD4+T cell':['PTPRC','CD3D','CD3E'],\n", "\n", "}" ] }, { "cell_type": "markdown", "id": "dff4f89f-9d1e-406f-b80f-c0032391c70f", "metadata": {}, "source": [ "We then calculated the expression of marker genes in each cluster and the fraction" ] }, { "cell_type": "code", "execution_count": 21, "id": "224ad870-f88d-4d23-af0f-2d77409a6828", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " using 'X_pca' with n_pcs = 50\n", "Storing dendrogram info using `.uns['dendrogram_leiden']`\n", "WARNING: Groups are not reordered because the `groupby` categories and the `var_group_labels` are different.\n", "categories: 0, 1, 2, etc.\n", "var_group_labels: Megakaryocyte, Dendritic cell, Monocyte, etc.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 432, "width": 744 } }, "output_type": "display_data" } ], "source": [ "sc.tl.dendrogram(adata,'leiden')\n", "sc.pl.dotplot(adata, res_marker_dict, 'leiden', \n", " dendrogram=True,standard_scale='var')" ] }, { "cell_type": "markdown", "id": "e33cf85e-61de-4853-be74-edc372c407a5", "metadata": {}, "source": [ "Based on the dotplot, we name each cluster according `ov.single.scanpy_cellanno_from_dict`" ] }, { "cell_type": "code", "execution_count": 40, "id": "3a7b7da7-cd2c-4d0b-932b-47a0ff986e4a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "...cell type added to major_celltype on obs of anndata\n" ] } ], "source": [ "# create a dictionary to map cluster to annotation label\n", "cluster2annotation = {\n", " '0': 'T cell',\n", " '1': 'T cell',\n", " '2': 'Monocyte',#Germ-cell(Oid)\n", " '3': 'B cell',#Germ-cell(Oid)\n", " '4': 'T cell',\n", " '5': 'Macrophage',\n", " '6': 'NKT cells',\n", " '7': 'T cell',\n", " '8':'Monocyte',\n", " '9':'Dendritic cell',\n", " '10':'Megakaryocyte',\n", "\n", "}\n", "ov.single.scanpy_cellanno_from_dict(adata,anno_dict=cluster2annotation,\n", " clustertype='leiden')" ] }, { "cell_type": "markdown", "id": "e452dbda-40eb-49c6-9b34-3f53e37ab652", "metadata": {}, "source": [ "## Compare the pySCSA and Manual\n", "\n", "We can see that the auto-annotation results are almost identical to the manual annotation, the only difference is between monocyte and macrophages, but in the previous auto-annotation results, pySCSA gives the option of `monocyte|macrophage`, so it can be assumed that pySCSA performs better on the pbmc3k data" ] }, { "cell_type": "code", "execution_count": 52, "id": "40f6d09d-d6b8-4f37-96ac-9c6936a8a5d5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 292, "width": 620 } }, "output_type": "display_data" } ], "source": [ "ov.utils.embedding(adata,\n", " basis='X_mde',\n", " color=['major_celltype','scsa_celltype_cellmarker'], \n", " legend_loc='on data', frameon='small',legend_fontoutline=2,\n", " palette=ov.utils.palette()[14:],\n", " )" ] }, { "cell_type": "markdown", "id": "33e8534e", "metadata": {}, "source": [ "We can use `get_celltype_marker` to obtain the marker of each celltype" ] }, { "cell_type": "code", "execution_count": 42, "id": "cb686df9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "...get cell type marker\n", "ranking genes\n", " finished (0:00:01)\n" ] }, { "data": { "text/plain": [ "dict_keys(['B cell', 'Dendritic cell', 'Megakaryocyte', 'Monocyte', 'Natural killer cell', 'T cell'])" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "marker_dict=ov.single.get_celltype_marker(adata,clustertype='scsa_celltype_cellmarker')\n", "marker_dict.keys()" ] }, { "cell_type": "code", "execution_count": 43, "id": "eead3b09-1b2b-459b-8302-4f1d83c273ed", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['CD74', 'CD79A', 'HLA-DRA', 'CD79B', 'HLA-DPB1', 'HLA-DQA1',\n", " 'MS4A1', 'HLA-DQB1', 'HLA-DRB1', 'CD37', 'HLA-DPA1', 'HLA-DRB5',\n", " 'TCL1A'], dtype=object)" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "marker_dict['B cell']" ] }, { "cell_type": "markdown", "id": "03ce9065-37d1-45b4-9fce-6967215aa29a", "metadata": {}, "source": [ "## The tissue name in database\n", "\n", "For annotation of cell types in specific tissues, we can query the tissues available in the database using `get_model_tissue`." ] }, { "cell_type": "code", "execution_count": 44, "id": "ba0de2c7-094f-4945-8540-b47c78abb225", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Version V2.1 [2023/06/27]\n", "DB load: GO_items:47347,Human_GO:3,Mouse_GO:3,\n", "CellMarkers:82887,CancerSEA:1574,PanglaoDB:24223\n", "Ensembl_HGNC:61541,Ensembl_Mouse:55414\n", "########################################################################################################################\n", "------------------------------------------------------------------------------------------------------------------------\n", "Species:Human Num:298 \n", "------------------------------------------------------------------------------------------------------------------------\n", " 1: Abdomen 2: Abdominal adipose tissue 3: Abdominal fat pad \n", " 4: Acinus 5: Adipose tissue 6: Adrenal gland \n", " 7: Adventitia 8: Airway 9: Airway epithelium \n", " 10: Allocortex 11: Alveolus 12: Amniotic fluid \n", " 13: Amniotic membrane 14: Ampullary 15: Anogenital tract \n", " 16: Antecubital vein 17: Anterior cruciate ligament 18: Anterior presomitic mesoderm \n", " 19: Aorta 20: Aortic valve 21: Artery \n", " 22: Arthrosis 23: Articular Cartilage 24: Ascites \n", " 25: Ascitic fluid 26: Atrium 27: Basal airway \n", " 28: Basilar membrane 29: Beige Fat 30: Bile duct \n", " 31: Biliary tract 32: Bladder 33: Blood \n", " 34: Blood vessel 35: Bone 36: Bone marrow \n", " 37: Brain 38: Breast 39: Bronchial vessel \n", " 40: Bronchiole 41: Bronchoalveolar lavage 42: Bronchoalveolar system \n", " 43: Bronchus 44: Brown adipose tissue 45: Calvaria \n", " 46: Capillary 47: Cardiac atrium 48: Cardiovascular system \n", " 49: Carotid artery 50: Carotid plaque 51: Cartilage \n", " 52: Caudal cortex 53: Caudal forebrain 54: Caudal ganglionic eminence \n", " 55: Cavernosum 56: Central amygdala 57: Central nervous system \n", " 58: Cerebellum 59: Cerebral organoid 60: Cerebrospinal fluid \n", " 61: Cervix 62: Choriocapillaris 63: Chorionic villi \n", " 64: Chorionic villus 65: Choroid 66: Choroid plexus \n", " 67: Colon 68: Colon epithelium 69: Colorectum \n", " 70: Cornea 71: Corneal endothelium 72: Corneal epithelium \n", " 73: Coronary artery 74: Corpus callosum 75: Corpus luteum \n", " 76: Cortex 77: Cortical layer 78: Cortical thymus \n", " 79: Decidua 80: Deciduous tooth 81: Dental pulp \n", " 82: Dermis 83: Diencephalon 84: Distal airway \n", " 85: Dorsal forebrain 86: Dorsal root ganglion 87: Dorsolateral prefrontal cortex \n", " 88: Ductal tissue 89: Duodenum 90: Ectocervix \n", " 91: Ectoderm 92: Embryo 93: Embryoid body \n", " 94: Embryonic Kidney 95: Embryonic brain 96: Embryonic heart \n", " 97: Embryonic prefrontal cortex 98: Embryonic stem cell 99: Endocardium \n", "100: Endocrine 101: Endoderm 102: Endometrium \n", "103: Endometrium stroma 104: Entorhinal cortex 105: Epidermis \n", "106: Epithelium 107: Esophageal 108: Esophagus \n", "109: Eye 110: Fat pad 111: Fetal brain \n", "112: Fetal gonad 113: Fetal heart 114: Fetal ileums \n", "115: Fetal kidney 116: Fetal liver 117: Fetal lung \n", "118: Fetal thymus 119: Fetal umbilical cord 120: Fetus \n", "121: Foreskin 122: Frontal cortex 123: Fundic gland \n", "124: Gall bladder 125: Gastric corpus 126: Gastric epithelium \n", "127: Gastric gland 128: Gastrointestinal tract 129: Germ \n", "130: Germinal center 131: Gingiva 132: Gonad \n", "133: Gut 134: Hair follicle 135: Head \n", "136: Head and neck 137: Heart 138: Heart muscle \n", "139: Hippocampus 140: Ileum 141: Iliac crest \n", "142: Inferior colliculus 143: Intervertebral disc 144: Intestinal crypt \n", "145: Intestine 146: Intrahepatic cholangio 147: Jejunum \n", "148: Kidney 149: Lacrimal gland 150: Large Intestine \n", "151: Large intestine 152: Larynx 153: Lateral ganglionic eminence \n", "154: Left lobe 155: Ligament 156: Limb bud \n", "157: Limbal epithelium 158: Liver 159: Lumbar vertebra \n", "160: Lung 161: Lymph 162: Lymph node \n", "163: Lymphatic vessel 164: Lymphoid tissue 165: Malignant pleural effusion \n", "166: Mammary epithelium 167: Mammary gland 168: Medial ganglionic eminence \n", "169: Medullary thymus 170: Meniscus 171: Mesenchyme \n", "172: Mesoblast 173: Mesoderm 174: Microvascular endothelium \n", "175: Microvessel 176: Midbrain 177: Middle temporal gyrus \n", "178: Milk 179: Molar 180: Muscle \n", "181: Myenteric plexus 182: Myocardium 183: Myometrium \n", "184: Nasal concha 185: Nasal epithelium 186: Nasal mucosa \n", "187: Nasal polyp 188: Nasopharyngeal mucosa 189: Nasopharynx \n", "190: Neck 191: Neocortex 192: Nerve \n", "193: Nose 194: Nucleus pulposus 195: Olfactory neuroepithelium \n", "196: Omentum 197: Optic nerve 198: Oral cavity \n", "199: Oral mucosa 200: Osteoarthritic cartilage 201: Ovarian cortex \n", "202: Ovarian follicle 203: Ovary 204: Oviduct \n", "205: Palatine tonsil 206: Pancreas 207: Pancreatic acinar tissue \n", "208: Pancreatic duct 209: Pancreatic islet 210: Periodontal ligament \n", "211: Periodontium 212: Periosteum 213: Peripheral blood \n", "214: Peritoneal fluid 215: Peritoneum 216: Pituitary \n", "217: Pituitary gland 218: Placenta 219: Plasma \n", "220: Pleura 221: Pluripotent stem cell 222: Polyp \n", "223: Posterior fossa 224: Posterior presomitic mesoderm 225: Prefrontal cortex \n", "226: Premolar 227: Presomitic mesoderm 228: Primitive streak \n", "229: Prostate 230: Pulmonary arteriy 231: Pyloric gland \n", "232: Rectum 233: Renal glomerulus 234: Respiratory tract \n", "235: Retina 236: Retinal organoid 237: Retinal pigment epithelium \n", "238: Right ventricle 239: Saliva 240: Salivary gland \n", "241: Scalp 242: Sclerocorneal tissue 243: Seminal plasma \n", "244: Septum transversum 245: Serum 246: Sinonasal mucosa \n", "247: Sinus tissue 248: Skeletal muscle 249: Skin \n", "250: Small intestine 251: Soft tissue 252: Sperm \n", "253: Spinal cord 254: Spleen 255: Sputum \n", "256: Stomach 257: Subcutaneous adipose tissue 258: Submandibular gland \n", "259: Subpallium 260: Subplate 261: Subventricular zone \n", "262: Superior frontal gyrus 263: Sympathetic ganglion 264: Synovial fluid \n", "265: Synovium 266: Taste bud 267: Tendon \n", "268: Testis 269: Thalamus 270: Thymus \n", "271: Thyroid 272: Tongue 273: Tonsil \n", "274: Tooth 275: Trachea 276: Transformed artery \n", "277: Trophoblast 278: Umbilical cord 279: Umbilical cord blood \n", "280: Umbilical vein 281: Undefined 282: Urine \n", "283: Urothelium 284: Uterine cervix 285: Uterus \n", "286: Vagina 287: Vein 288: Venous blood \n", "289: Ventral thalamus 290: Ventricular and atrial 291: Ventricular zone \n", "292: Vessel 293: Visceral adipose tissue 294: Vocal cord \n", "295: Vocal fold 296: White adipose tissue 297: White matter \n", "########################################################################################################################\n" ] } ], "source": [ "scsa.get_model_tissue()" ] }, { "cell_type": "code", "execution_count": null, "id": "1994ebb2-28a5-4943-9146-3984ccf00957", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 5 }