Nature Genetics · 2024 · 144 citations · 70 references
Life SciencesCell BiologyGynecologyCell SignalingGene ExpressionTranscriptomicsEndometriosisSingle-cell AnalysisSingle-cell GenomicsSingle-cell IntegrationSingle-cell TranscriptomicsSpatial Single-cell AnalysisCell AtlasingCell Type Reference Atlas ConstructionDecidual Stromal CellsDecidualized EndometriumProgenitor CellsReference Atlas ConstructionReference-based Cell Type AnnotationTransforming Growth Factor-beta Signaling
The complex and dynamic cellular composition of the human endometrium remains poorly understood. Previous endometrial single-cell atlases profiled few donors and lacked consensus in defining cell types. We introduce the Human Endometrial Cell Atlas (HECA), a high-resolution single-cell reference atlas (313,527 cells) combining published and new endometrial single-cell transcriptomics datasets of 63 women with and without endometriosis. HECA assigns consensus and identifies previously unreported cell types, mapped in situ using spatial transcriptomics and validated using a new independent single-nuclei dataset (312,246 nuclei, 63 donors). In the functionalis, we identify intricate stromal-epithelial cell coordination via transforming growth factor beta (TGFβ) signaling. In the basalis, we define signaling between fibroblasts and an epithelial population expressing progenitor markers. Integration of HECA with large-scale endometriosis genome-wide association study data pinpoints decidualized stromal cells and macrophages as most likely dysregulated in endometriosis. The HECA is a valuable resource for studying endometrial physiology and disorders, and for guiding microphysiological in vitro systems development.
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Deep generative modeling for single-cell transcriptomics
Romain Lopez, Jeffrey Regier, Michael B. Cole et al. · Nature Methods · 2018 · 2.6K citations