RNA velocity—current challenges and future perspectives

RNA velocity has enabled the recovery of directed dynamic information from single‐cell transcriptomics by connecting measurements to the underlying kinetics of gene expression. This approach has opened up new ways of studying cellular dynamics. Here, we review the current state of RNA velocity model...

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Veröffentlicht in:Molecular Systems Biology 2021-08, Vol.17 (8), p.e10282-n/a
Hauptverfasser: Bergen, Volker, Soldatov, Ruslan A, Kharchenko, Peter V, Theis, Fabian J
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Sprache:eng
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Zusammenfassung:RNA velocity has enabled the recovery of directed dynamic information from single‐cell transcriptomics by connecting measurements to the underlying kinetics of gene expression. This approach has opened up new ways of studying cellular dynamics. Here, we review the current state of RNA velocity modeling approaches, discuss various examples illustrating limitations and potential pitfalls, and provide guidance on how the ensuing challenges may be addressed. We then outline future directions on how to generalize the concept of RNA velocity to a wider variety of biological systems and modalities. Graphical Abstract This Review discusses the emerging challenges and potential pitfalls of current RNA velocity modeling approaches and provides guidance on how to address them.
ISSN:1744-4292
1744-4292
DOI:10.15252/msb.202110282