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RNA velocity unraveled.

Gennady GorinMeichen FangTara ChariLior Pachter
Published in: PLoS computational biology (2022)
We perform a thorough analysis of RNA velocity methods, with a view towards understanding the suitability of the various assumptions underlying popular implementations. In addition to providing a self-contained exposition of the underlying mathematics, we undertake simulations and perform controlled experiments on biological datasets to assess workflow sensitivity to parameter choices and underlying biology. Finally, we argue for a more rigorous approach to RNA velocity, and present a framework for Markovian analysis that points to directions for improvement and mitigation of current problems.
Keyphrases
  • blood flow
  • mental health
  • nucleic acid
  • climate change
  • molecular dynamics
  • electronic health record
  • rna seq