RNA velocity—current challenges and future perspectives

Volker Bergen, Ruslan A. Soldatov, Peter V. Kharchenko, Fabian J. Theis

Research output: Contribution to journalReview articlepeer-review

116 Scopus citations

Abstract

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.

Original languageEnglish
Article numbere10282
JournalMolecular Systems Biology
Volume17
Issue number8
DOIs
StatePublished - Aug 2021

Keywords

  • RNA velocity
  • challenges
  • dynamics
  • limitations
  • perspectives

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