Science · 2022 · 426 citations · 153 references
Life SciencesGeneticsMolecular BiologyGene ExpressionGenomicsTranscriptomicsCell Type AnnotationCell-type-specific TranscriptomicsGenomic ProfilingSingle-cell AnalysisSingle-cell GenomicsSingle-cell IntegrationCell AtlasingCell Type Reference Atlas ConstructionGenetic Disease MechanismsSingle-cell Reference MappingSingle-nucleus Rna SequencingSingle-nucleus SequencingSingle-nucleus TranscriptomicsTissue-resident Immunity
Understanding gene function and regulation in homeostasis and disease requires knowledge of the cellular and tissue contexts in which genes are expressed. Here, we applied four single-nucleus RNA sequencing methods to eight diverse, archived, frozen tissue types from 16 donors and 25 samples, generating a cross-tissue atlas of 209,126 nuclei profiles, which we integrated across tissues, donors, and laboratory methods with a conditional variational autoencoder. Using the resulting cross-tissue atlas, we highlight shared and tissue-specific features of tissue-resident cell populations; identify cell types that might contribute to neuromuscular, metabolic, and immune components of monogenic diseases and the biological processes involved in their pathology; and determine cell types and gene modules that might underlie disease mechanisms for complex traits analyzed by genome-wide association studies.
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Fast, sensitive and accurate integration of single-cell data with Harmony
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The GTEx Consortium atlas of genetic regulatory effects across human tissues
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A Unique Microglia Type Associated with Restricting Development of Alzheimer’s Disease
Hadas Keren‐Shaul, Amit Spinrad, Assaf Weiner et al. · Cell · 2017 · 5.6K citations · Full text