{ "cells": [ { "cell_type": "markdown", "id": "30f12888-46cf-428a-9a1a-9d4f27a7f84c", "metadata": {}, "source": [ "# Reference automated single-cell cell type annotation\n", "\n", "By 2025, algorithms for automated cell type annotation have proliferated. Omicverse is committed to reducing discrepancies between different algorithms, so we categorize automated annotation methods into two groups: `with single-cell reference` and `without single-cell reference`. Each category has its own advantages and disadvantages. In this tutorial, we will only cover usage and will not compare different algorithms.\n", "\n", "This chapter focuses on `single-cell reference` approaches, meaning cell type annotation can be performed with downloading existing single-cell datasets." ] }, { "cell_type": "code", "execution_count": 1, "id": "7cea139e-cd8f-4e52-ac58-7a2d77ce7f89", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "๐Ÿ”ฌ Starting plot initialization...\n", "Using already downloaded Arial font from: /tmp/omicverse_arial.ttf\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/groups/xiaojie/steorra/env/omicverse/lib/python3.10/site-packages/IPython/core/pylabtools.py:77: DeprecationWarning: backend2gui is deprecated since IPython 8.24, backends are managed in matplotlib and can be externally registered.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Registered as: Arial\n", "๐Ÿงฌ Detecting GPU devicesโ€ฆ\n", "โœ… NVIDIA CUDA GPUs detected: 1\n", " โ€ข [CUDA 0] NVIDIA H100 80GB HBM3\n", " Memory: 79.1 GB | Compute: 9.0\n", "\n", " ____ _ _ __ \n", " / __ \\____ ___ (_)___| | / /__ _____________ \n", " / / / / __ `__ \\/ / ___/ | / / _ \\/ ___/ ___/ _ \\ \n", "/ /_/ / / / / / / / /__ | |/ / __/ / (__ ) __/ \n", "\\____/_/ /_/ /_/_/\\___/ |___/\\___/_/ /____/\\___/ \n", "\n", "๐Ÿ”– Version: 1.7.8rc2 ๐Ÿ“š Tutorials: https://omicverse.readthedocs.io/\n", "โœ… plot_set complete.\n", "\n" ] } ], "source": [ "import scanpy as sc\n", "import omicverse as ov\n", "ov.plot_set(font_path='Arial')\n", "\n", "# Enable auto-reload for development\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "id": "6482e8dc-0ddb-4736-8ab5-4f0a8cf6f4a5", "metadata": {}, "source": [ "## Data preprocess\n", "\n", "### Load Query Dataset\n", "\n", "To quickly demonstrate our capability for reference-free cell type annotation, we utilize the classic pbmc3k dataset. You can import it directly using `omicverse.datasets.pbmc3k` or download it via the link: https://falexwolf.de/data/pbmc3k_raw.h5ad." ] }, { "cell_type": "code", "execution_count": 3, "id": "6ac044d2-0d0d-496f-920c-a11b5bb699b3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[95m Loading PBMC 3k dataset (raw)\u001b[0m\n", "\u001b[94m๐Ÿ” Downloading data to ./data/pbmc3k_raw.h5ad\u001b[0m\n", "\u001b[93mโš ๏ธ File ./data/pbmc3k_raw.h5ad already exists\u001b[0m\n", "\u001b[96m Loading data from ./data/pbmc3k_raw.h5ad\u001b[0m\n", "\u001b[92mโœ… Successfully loaded: 2700 cells ร— 32738 genes\u001b[0m\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs ร— n_vars = 2700 ร— 32738\n", " var: 'gene_ids'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata=ov.datasets.pbmc3k()\n", "adata" ] }, { "cell_type": "markdown", "id": "bdfc3671-5629-4133-9133-f34a84f219f4", "metadata": {}, "source": [ "Unlike cases without reference annotation, when working with single-cell reference annotation, we need to use raw counts to integrate reference datasets. If your data has already undergone `log1p` and `normalize` processing, you can also use `omicverse.pp.recover_counts` to restore it to raw counts." ] }, { "cell_type": "markdown", "id": "216ad846-648a-4def-a94e-b051ed6bae82", "metadata": {}, "source": [ "### Load Ref Dataset\n", "\n", "In theory, we can use any annotated single-cell dataset as a reference. For beginners, finding a suitable reference single-cell dataset can be quite challenging. Therefore, we recommend using cellxgene to obtain pre-annotated single-cell data. To simplify the process, we've added an Agent feature that automatically identifies the most suitable single-cell dataset." ] }, { "cell_type": "code", "execution_count": 3, "id": "5d9ba491-0f0b-496c-8abb-3a5633032dc2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ๆญฃๅœจ่ฎฟ้—ฎ API: https://api.cellxgene.cziscience.com/curation/v1/collections\n", "โœ“ API ่ฎฟ้—ฎๆˆๅŠŸ (็Šถๆ€็ : 200)\n", "CellxGene description dataframe saved to self.cellxgene_desc_df\n", "โœ“ LLM-selected CellxGene collections:\n", " - dde06e0f-ab3b-46be-96a2-a8082383c4a1: Single-cell eQTL mapping identifies cell type specific genetic control of autoimmune disease (https://cellxgene.cziscience.com/collections/dde06e0f-ab3b-46be-96a2-a8082383c4a1)\n", " - ced320a1-29f3-47c1-a735-513c7084d508: Asian Immune Diversity Atlas (AIDA) (https://cellxgene.cziscience.com/collections/ced320a1-29f3-47c1-a735-513c7084d508)\n", " - e9360edf-b0b7-4e01-bce8-e596814f13e7: Multi-omic profiling reveals age-related immune dynamics in healthy adults (https://cellxgene.cziscience.com/collections/e9360edf-b0b7-4e01-bce8-e596814f13e7)\n", " - 4a9fd4d7-d870-4265-89a5-ad51ab811d89: ScaleBio Single Cell RNA Sequencing of Human PBMCs (https://cellxgene.cziscience.com/collections/4a9fd4d7-d870-4265-89a5-ad51ab811d89)\n", " - 436154da-bcf1-4130-9c8b-120ff9a888f2: Single-cell RNA-seq reveals the cell-type-specific molecular and genetic associations to lupus (https://cellxgene.cziscience.com/collections/436154da-bcf1-4130-9c8b-120ff9a888f2)\n", " - ddfad306-714d-4cc0-9985-d9072820c530: Single-cell multi-omics analysis of the immune response in COVID-19 (https://cellxgene.cziscience.com/collections/ddfad306-714d-4cc0-9985-d9072820c530)\n", " - 0a839c4b-10d0-4d64-9272-684c49a2c8ba: COVID-19 immune features revealed by a large-scale single-cell transcriptome atlas (https://cellxgene.cziscience.com/collections/0a839c4b-10d0-4d64-9272-684c49a2c8ba)\n", " - 4f889ffc-d4bc-4748-905b-8eb9db47a2ed: Immunophenotyping of COVID-19 and influenza highlights the role of type I interferons in development of severe COVID-19 (https://cellxgene.cziscience.com/collections/4f889ffc-d4bc-4748-905b-8eb9db47a2ed)\n" ] } ], "source": [ "obj=ov.single.Annotation(adata)\n", "res=obj.query_reference(\n", " source='cellxgene',\n", " data_desc='PBMC for human',\n", " llm_model='gpt-5-mini',\n", " llm_api_key='sk-*',\n", " llm_provider='openai',\n", " llm_base_url='https://api.openai.com/v1',\n", ")" ] }, { "cell_type": "code", "execution_count": 4, "id": "31b1ddd5-34b8-4600-8d39-27db57f883fc", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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collection_idcollection_urlnamedescriptionllm_reason
0dde06e0f-ab3b-46be-96a2-a8082383c4a1https://cellxgene.cziscience.com/collections/d...Single-cell eQTL mapping identifies cell type ...The human immune system displays remarkable va...Large-scale peripheral blood / PBMC resource (...
1ced320a1-29f3-47c1-a735-513c7084d508https://cellxgene.cziscience.com/collections/c...Asian Immune Diversity Atlas (AIDA)The relationships of human diversity with biom...Asian Immune Diversity Atlas: multi-donor circ...
2e9360edf-b0b7-4e01-bce8-e596814f13e7https://cellxgene.cziscience.com/collections/e...Multi-omic profiling reveals age-related immun...The generation and maintenance of immunity is ...Multi-omic profiling of peripheral immunity in...
34a9fd4d7-d870-4265-89a5-ad51ab811d89https://cellxgene.cziscience.com/collections/4...ScaleBio Single Cell RNA Sequencing of Human P...In an effort to increase throughput and reduce...ScaleBio Single Cell RNA Sequencing of Human P...
4436154da-bcf1-4130-9c8b-120ff9a888f2https://cellxgene.cziscience.com/collections/4...Single-cell RNA-seq reveals the cell-type-spec...Systemic lupus erythematosus (SLE) is a hetero...Large PBMC cohort (systemic lupus study) with ...
\n", "
" ], "text/plain": [ " collection_id \\\n", "0 dde06e0f-ab3b-46be-96a2-a8082383c4a1 \n", "1 ced320a1-29f3-47c1-a735-513c7084d508 \n", "2 e9360edf-b0b7-4e01-bce8-e596814f13e7 \n", "3 4a9fd4d7-d870-4265-89a5-ad51ab811d89 \n", "4 436154da-bcf1-4130-9c8b-120ff9a888f2 \n", "\n", " collection_url \\\n", "0 https://cellxgene.cziscience.com/collections/d... \n", "1 https://cellxgene.cziscience.com/collections/c... \n", "2 https://cellxgene.cziscience.com/collections/e... \n", "3 https://cellxgene.cziscience.com/collections/4... \n", "4 https://cellxgene.cziscience.com/collections/4... \n", "\n", " name \\\n", "0 Single-cell eQTL mapping identifies cell type ... \n", "1 Asian Immune Diversity Atlas (AIDA) \n", "2 Multi-omic profiling reveals age-related immun... \n", "3 ScaleBio Single Cell RNA Sequencing of Human P... \n", "4 Single-cell RNA-seq reveals the cell-type-spec... \n", "\n", " description \\\n", "0 The human immune system displays remarkable va... \n", "1 The relationships of human diversity with biom... \n", "2 The generation and maintenance of immunity is ... \n", "3 In an effort to increase throughput and reduce... \n", "4 Systemic lupus erythematosus (SLE) is a hetero... \n", "\n", " llm_reason \n", "0 Large-scale peripheral blood / PBMC resource (... \n", "1 Asian Immune Diversity Atlas: multi-donor circ... \n", "2 Multi-omic profiling of peripheral immunity in... \n", "3 ScaleBio Single Cell RNA Sequencing of Human P... \n", "4 Large PBMC cohort (systemic lupus study) with ... " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res.head()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "7b876309-da19-4e53-ac91-b72f96f4654e", "metadata": {}, "source": [ "For the `PBMC for human` dataset, the most suitable single-cell data download link is: Single-cell eQTL mapping identifies cell type specific genetic control of autoimmune disease (https://cellxgene.cziscience.com/collections/dde06e0f-ab3b-46be-96a2-a8082383c4a1)\n", "\n", "However, for the sake of a quick demonstration in this tutorial, we won't select this dataset. Instead, we'll choose a smaller dataset for reference. Such as: Single-cell atlas of peripheral immune response to SARS-CoV-2 infection (https://cellxgene.cziscience.com/collections/a72afd53-ab92-4511-88da-252fb0e26b9a)\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "2ec32b14-d53c-474f-abec-3927bc1e903f", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[94m๐Ÿ” Downloading data to ./data/pbmc_ref_cellxgene_test1.h5ad...\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[92mDownloading\u001b[0m: 100%|\u001b[34mโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ\u001b[0m| 217M/217M [00:05<00:00, 39.8MB/s] " ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[92mโœ… Download completed\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "'./data/pbmc_ref_cellxgene_test1.h5ad'" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ov.datasets.download_data_requests(\n", " url='https://datasets.cellxgene.cziscience.com/89c999bd-2ba9-4281-9d22-4261347c5c78.h5ad',\n", " file_path='pbmc_ref_cellxgene_test1.h5ad', \n", " dir='./data'\n", ")" ] }, { "cell_type": "code", "execution_count": 4, "id": "da9f148f-d1ad-4466-84af-23793b153c25", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs ร— n_vars = 44721 ร— 24505\n", " obs: 'nCount_RNA', 'nFeature_RNA', 'percent.mt', 'percent.rps', 'percent.rpl', 'percent.rrna', 'nCount_SCT', 'nFeature_SCT', 'seurat_clusters', 'singler', 'cell.type.fine', 'cell.type.coarse', 'IFN1', 'HLA1', 'donor_id', 'DPS', 'DTF', 'Admission', 'Ventilated', 'tissue_ontology_term_id', 'assay_ontology_term_id', 'disease_ontology_term_id', 'cell_type_ontology_term_id', 'development_stage_ontology_term_id', 'self_reported_ethnicity_ontology_term_id', 'sex_ontology_term_id', 'is_primary_data', 'suspension_type', 'tissue_type', 'cell_type', 'assay', 'disease', 'sex', 'tissue', 'self_reported_ethnicity', 'development_stage', 'observation_joinid'\n", " var: 'feature_is_filtered', 'feature_name', 'feature_reference', 'feature_biotype', 'feature_length', 'feature_type'\n", " uns: 'citation', 'organism', 'organism_ontology_term_id', 'schema_reference', 'schema_version', 'title'\n", " obsm: 'X_pca', 'X_umap'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_ref=ov.read(\n", " 'data/pbmc_ref_cellxgene_test1.h5ad'\n", ")\n", "adata_ref" ] }, { "cell_type": "code", "execution_count": 5, "id": "5b1213ec-2774-447e-a068-83a4664acb70", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7.449498 True\n" ] } ], "source": [ "print(adata_ref.X.max(),adata_ref.X.max()\n", "

Note

\n", "

\n", " We found that the counts in this dataset are not integers, and the maximum value does not exceed log1p(1e4). This means we need to restore the original counts before performing the integration.\n", "

\n", "" ] }, { "cell_type": "code", "execution_count": 6, "id": "e78fffc0-0966-480e-9a3d-38af2faaf2d8", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "\n", "00%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 4721/4721 [00:05<00:00, 819.73it/s]]" ] } ], "source": [ "X_counts_recovered, size_factors_sub=ov.pp.recover_counts(adata_ref.X, 1e4, 1e5, log_base=None, \n", " chunk_size=10000)\n", "adata_ref.layers['counts']=X_counts_recovered\n", "adata_ref.X=adata_ref.layers['counts'].copy()" ] }, { "cell_type": "code", "execution_count": 7, "id": "8bd43355-0868-4a23-bc61-89e8042fa181", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1718 False\n" ] } ], "source": [ "print(adata_ref.X.max(),adata_ref.X.max()" ] }, "metadata": { "image/png": { "height": 284, "width": 765 } }, "output_type": "display_data" } ], "source": [ "ov.pl.embedding(\n", " adata_ref,\n", " basis='X_umap',\n", " color='cell_type'\n", ")" ] }, { "cell_type": "code", "execution_count": 21, "id": "df1a794a-bbec-4705-980b-5240b3cce6c6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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feature_is_filteredfeature_namefeature_referencefeature_biotypefeature_lengthfeature_type
ENSG00000235399FalseENSG00000235399NCBITaxon:9606gene524lncRNA
ENSG00000151338FalseMIPOL1NCBITaxon:9606gene2191protein_coding
ENSG00000182173FalseTSEN54NCBITaxon:9606gene2036protein_coding
ENSG00000148297FalseMED22NCBITaxon:9606gene933protein_coding
ENSG00000269997FalseENSG00000269997NCBITaxon:9606gene553lncRNA
\n", "
" ], "text/plain": [ " feature_is_filtered feature_name feature_reference \\\n", "ENSG00000235399 False ENSG00000235399 NCBITaxon:9606 \n", "ENSG00000151338 False MIPOL1 NCBITaxon:9606 \n", "ENSG00000182173 False TSEN54 NCBITaxon:9606 \n", "ENSG00000148297 False MED22 NCBITaxon:9606 \n", "ENSG00000269997 False ENSG00000269997 NCBITaxon:9606 \n", "\n", " feature_biotype feature_length feature_type \n", "ENSG00000235399 gene 524 lncRNA \n", "ENSG00000151338 gene 2191 protein_coding \n", "ENSG00000182173 gene 2036 protein_coding \n", "ENSG00000148297 gene 933 protein_coding \n", "ENSG00000269997 gene 553 lncRNA " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_ref.var.head()" ] }, { "cell_type": "code", "execution_count": 8, "id": "51cee1aa-e8c4-48ad-9e9c-8e80ae0d6603", "metadata": {}, "outputs": [], "source": [ "adata_ref.var.index=adata_ref.var['feature_name'].tolist()" ] }, { "cell_type": "markdown", "id": "5dd6c2a4-7417-455b-a1d8-be2e60e45634", "metadata": {}, "source": [ "
\n", "

Note

\n", "

\n", " We need to unified the gene names between this two different datasets.\n", "

\n", "
" ] }, { "cell_type": "markdown", "id": "3a2e64ae-1ccf-4793-ba40-bce2c61323f4", "metadata": {}, "source": [ "## Automated Annotation\n", "\n", "We have unified all automatic annotation algorithms into the `omicverse.single.AnnotationRef` class." ] }, { "cell_type": "code", "execution_count": 9, "id": "b7cfbeee-0dda-40e9-9031-355fbc55cf12", "metadata": {}, "outputs": [], "source": [ "adata.var_names_make_unique()\n", "adata_ref.var_names_make_unique()\n", "\n", "adata.obs_names_make_unique()\n", "adata_ref.obs_names_make_unique()" ] }, { "cell_type": "code", "execution_count": 10, "id": "983d7529-0e6d-45f6-a491-b0cac246629d", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Concatenated adata saved to self.adata_new\n" ] } ], "source": [ "objref=ov.single.AnnotationRef(\n", " adata_query=adata,\n", " adata_ref=adata_ref,\n", " celltype_key='cell_type'\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "id": "8c4bbdcb-acd3-4ba9-85db-8db996b376ec", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "๐Ÿ” [2025-11-03 15:13:41] Running preprocessing in 'cpu' mode...\n", "\u001b[96mBegin robust gene identification\u001b[0m\n", "\u001b[94m After filtration, 16801/16801 genes are kept.\u001b[0m\n", "\u001b[94m Among 16801 genes, 14976 genes are robust.\u001b[0m\n", "โœ… Robust gene identification completed successfully.\n", "\u001b[96mBegin size normalization: shiftlog and HVGs selection pearson\u001b[0m\n", "\n", "\u001b[95m\u001b[1m๐Ÿ” 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", " โš ๏ธ \u001b[93mExcluding \u001b[1m5\u001b[0m\u001b[93m highly-expressed genes from normalization computation\u001b[0m\n", " \u001b[93mExcluded genes: \u001b[1m['HBA2', 'DEFA1B', 'HBG1', 'HBB', 'MALAT1']\u001b[0m\n", "\n", "\u001b[92mโœ… Count Normalization Completed Successfully!\u001b[0m\n", " \u001b[92mโœ“ Processed: \u001b[1m47,421\u001b[0m\u001b[92m cells ร— \u001b[1m14,976\u001b[0m\u001b[92m genes\u001b[0m\n", " \u001b[92mโœ“ Runtime: \u001b[1m3.70s\u001b[0m\n", "\n", "\u001b[95m\u001b[1m๐Ÿ” Highly Variable Genes Selection (Experimental):\u001b[0m\n", " \u001b[96mMethod: \u001b[1mpearson_residuals\u001b[0m\n", " \u001b[96mTarget genes: \u001b[1m3,000\u001b[0m\n", " \u001b[96mBatch key: \u001b[1mintegrate_batch\u001b[0m\n", " \u001b[96mTheta (overdispersion): \u001b[1m100\u001b[0m\n", "\n", "\u001b[92mโœ… Experimental HVG Selection Completed Successfully!\u001b[0m\n", " \u001b[92mโœ“ Selected: \u001b[1m3,000\u001b[0m\u001b[92m highly variable genes out of \u001b[1m14,976\u001b[0m\u001b[92m total (20.0%)\u001b[0m\n", " \u001b[92mโœ“ Results added to AnnData object:\u001b[0m\n", " \u001b[96mโ€ข 'highly_variable': \u001b[1mBoolean vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mโ€ข 'highly_variable_rank': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mโ€ข 'highly_variable_nbatches': \u001b[1mInt vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mโ€ข 'highly_variable_intersection': \u001b[1mBoolean vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mโ€ข 'means': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mโ€ข 'variances': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mโ€ข 'residual_variances': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", "\u001b[94m Time to analyze data in cpu: 9.15 seconds.\u001b[0m\n", "โœ… 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 PCA๐Ÿ”\n", " with n_comps=50\n", " ๐Ÿ–ฅ๏ธ Using sklearn PCA for CPU computation\n", " \u001b[96m๐Ÿ–ฅ๏ธ sklearn PCA backend: CPU computation\u001b[0m\n", " finishedโœ… (0:00:31)\n" ] } ], "source": [ "objref.preprocess(\n", " mode='shiftlog|pearson',\n", " n_HVGs=3000,\n", " batch_key='integrate_batch'\n", ")" ] }, { "cell_type": "markdown", "id": "0cc3af6e-4ac8-43ed-8138-15d563f67976", "metadata": {}, "source": [ "### K-nearest neighbor classification after dataset integration with Harmony" ] }, { "cell_type": "code", "execution_count": 12, "id": "fe4d6874-e7cc-4d01-ba5d-ed5c43f95255", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "...Begin using harmony to correct batch effect\n", "\n", "Using CUDA device: NVIDIA H100 80GB HBM3\n", "\u001b[92mโœ… TorchDR available for GPU-accelerated PCA\u001b[0m\n", " Omicverse mode: cpu\n", " Detected device: cuda\n", "๐Ÿ–ฅ๏ธ Using PyTorch CPU acceleration for Harmony\n", "๐Ÿ” [2025-11-03 15:14:42] Running Harmony integration...\n", "\u001b[96m Max iterations: \u001b[1m10\u001b[0m\n", "\u001b[96m Convergence threshold: \u001b[1m0.0001\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "armony converged after 6 iterations: 50%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ | 5/10 [00:05<00:05, 1.04s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "โœ… Harmony converged after 6 iterations\n", "Harmony integrated embeddings saved to self.adata_query.obsm['X_pca_harmony'] and self.adata_ref.obsm['X_pca_harmony']\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs ร— n_vars = 2700 ร— 16801\n", " var: 'gene_ids'\n", " obsm: 'X_pca_harmony_anno'" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "objref.train(\n", " method='harmony',\n", " n_pcs=50\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "id": "cfd6eaee-6a53-4278-adf7-2fb723590010", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Weighted KNN with n_neighbors = 15 ... finished!\n", "harmony_prediction saved to adata.obs['harmony_prediction']\n", "harmony_uncertainty saved to adata.obs['harmony_uncertainty']\n" ] } ], "source": [ "ad_pre=objref.predict(\n", " method='harmony',\n", " n_neighbors=15,\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "id": "17710b98-686e-44e2-9b8f-da9571695835", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[95m\u001b[1m๐Ÿ” MDE Dimensionality Reduction:\u001b[0m\n", " \u001b[96mMode: \u001b[1mcpu\u001b[0m\n", " \u001b[96mEmbedding dimensions: \u001b[1m2\u001b[0m\n", " \u001b[96mNeighbors: \u001b[1m15\u001b[0m\n", " \u001b[96mRepulsive fraction: \u001b[1m0.7\u001b[0m\n", " \u001b[96mUsing representation: \u001b[1mX_pca_harmony_anno\u001b[0m\n", " \u001b[96mPrincipal components: \u001b[1m50\u001b[0m\n", "\n", "Using CUDA device: NVIDIA H100 80GB HBM3\n", "\u001b[92mโœ… TorchDR available for GPU-accelerated PCA\u001b[0m\n", " \u001b[92m๐Ÿ” Computing k-nearest neighbors graph...\u001b[0m\n", " \u001b[92m๐Ÿ” Creating MDE embedding...\u001b[0m\n", " \u001b[92m๐Ÿ” Optimizing embedding...\u001b[0m\n", "\n", "\n", "\u001b[92mโœ… MDE Dimensionality Reduction Completed Successfully!\u001b[0m\n", " \u001b[92mโœ“ Embedding shape: \u001b[1m2,700\u001b[0m\u001b[92m cells ร— \u001b[1m2\u001b[0m\u001b[92m dimensions\u001b[0m\n", " \u001b[92mโœ“ Runtime: \u001b[1m2.32s\u001b[0m\n", " \u001b[92mโœ“ Results added to AnnData object:\u001b[0m\n", " \u001b[96mโ€ข 'X_mde': \u001b[1mMDE coordinates\u001b[0m\u001b[96m (adata.obsm)\u001b[0m\n", " \u001b[96mโ€ข 'neighbors': \u001b[1mNeighbors metadata\u001b[0m\u001b[96m (adata.uns)\u001b[0m\n", " \u001b[96mโ€ข 'distances': \u001b[1mDistance matrix\u001b[0m\u001b[96m (adata.obsp)\u001b[0m\n", " \u001b[96mโ€ข 'connectivities': \u001b[1mConnectivity matrix\u001b[0m\u001b[96m (adata.obsp)\u001b[0m\n" ] } ], "source": [ "ov.pp.mde(\n", " ad_pre,use_rep='X_pca_harmony_anno'\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "id": "1ad409cb-7edd-47f7-b806-2da29aa62afd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 284, "width": 817 } }, "output_type": "display_data" } ], "source": [ "ov.pl.embedding(\n", " ad_pre,\n", " basis='X_mde',\n", " color='harmony_prediction'\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "id": "6c1a8a78-e50e-44df-a6fc-54b6086b9301", "metadata": {}, "outputs": [], "source": [ "ad_pre.obs['harmony_uncertainty']=ad_pre.obs['harmony_uncertainty'].astype(float)" ] }, { "cell_type": "code", "execution_count": 17, "id": "3c50c181-0932-4582-ba74-d6c09a644a6d", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 286, "width": 314 } }, "output_type": "display_data" } ], "source": [ "ov.pl.embedding(\n", " ad_pre,\n", " basis='X_mde',\n", " color='harmony_uncertainty',\n", " cmap='Reds'\n", ")" ] }, { "cell_type": "markdown", "id": "8c3d134b-b29c-48b4-a795-618a072839a5", "metadata": {}, "source": [ "### K-nearest neighbor classification after dataset integration with scVI" ] }, { "cell_type": "code", "execution_count": 18, "id": "01cf4602-b24e-4ef8-8a0f-2d37ba9cfd8e", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "...Begin using scVI to correct batch effect\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO: GPU available: True (cuda), used: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "INFO:lightning.pytorch.utilities.rank_zero:GPU available: True (cuda), used: True\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO: TPU available: False, using: 0 TPU cores\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "INFO:lightning.pytorch.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO: HPU available: False, using: 0 HPUs\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "INFO:lightning.pytorch.utilities.rank_zero:HPU available: False, using: 0 HPUs\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO: You are using a CUDA device ('NVIDIA H100 80GB HBM3') that has Tensor Cores. To properly utilize them, you should set `torch.set_float32_matmul_precision('medium' | 'high')` which will trade-off precision for performance. For more details, read https://pytorch.org/docs/stable/generated/torch.set_float32_matmul_precision.html#torch.set_float32_matmul_precision\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "INFO:lightning.pytorch.utilities.rank_zero:You are using a CUDA device ('NVIDIA H100 80GB HBM3') that has Tensor Cores. To properly utilize them, you should set `torch.set_float32_matmul_precision('medium' | 'high')` which will trade-off precision for performance. For more details, read https://pytorch.org/docs/stable/generated/torch.set_float32_matmul_precision.html#torch.set_float32_matmul_precision\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO: LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "INFO:lightning.pytorch.accelerators.cuda:LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "06db6c2dd13748ceb0ec2ec0aeae5e91", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Training: 0%| | 0/169 [00:00" ] }, "metadata": { "image/png": { "height": 284, "width": 817 } }, "output_type": "display_data" } ], "source": [ "ov.pl.embedding(\n", " ad_pre1,\n", " basis='X_mde',\n", " color='scVI_prediction'\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "id": "0f2ada9c-3b7c-4b81-93af-5d62dd12519b", "metadata": {}, "outputs": [], "source": [ "ad_pre1.obs['scVI_uncertainty']=ad_pre1.obs['scVI_uncertainty'].astype(float)" ] }, { "cell_type": "code", "execution_count": 23, "id": "323c3ea9-463a-4bff-9d18-5bdf5ea139f9", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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