Supervised classification enables rapid annotation of cell atlases

监督分类可以快速注释细胞图谱

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作者:Hannah A Pliner, Jay Shendure, Cole Trapnell

Abstract

Single-cell molecular profiling technologies are gaining rapid traction, but the manual process by which resulting cell types are typically annotated is labor intensive and rate-limiting. We describe Garnett, a tool for rapidly annotating cell types in single-cell transcriptional profiling and single-cell chromatin accessibility datasets, based on an interpretable, hierarchical markup language of cell type-specific genes. Garnett successfully classifies cell types in tissue and whole organism datasets, as well as across species.

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