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Review
. 2021 Jul 20:4:207-226.
doi: 10.1146/annurev-biodatasci-092820-031008. Epub 2021 May 11.

Single-Cell Analysis for Whole-Organism Datasets

Affiliations
Review

Single-Cell Analysis for Whole-Organism Datasets

Angela Oliveira Pisco et al. Annu Rev Biomed Data Sci. .

Abstract

Cell atlases are essential companions to the genome as they elucidate how genes are used in a cell type-specific manner or how the usage of genes changes over the lifetime of an organism. This review explores recent advances in whole-organism single-cell atlases, which enable understanding of cell heterogeneity and tissue and cell fate, both in health and disease. Here we provide an overview of recent efforts to build cell atlases across species and discuss the challenges that the field is currently facing. Moreover, we propose the concept of having a knowledgebase that can scale with the number of experiments and computational approaches and a new feedback loop for development and benchmarking of computational methods that includes contributions from the users. These two aspects are key for community efforts in single-cell biology that will help produce a comprehensive annotated map of cell types and states with unparalleled resolution.

Keywords: cell atlas; cell phenotype knowledgebase; crowdsourcing annotations; open source methods; single-cell data analysis; single-cell transcriptomics.

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