RNA velocity unraveled.

PLoS Comput Biol

Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, California, United States of America.

Published: September 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.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9499228PMC
http://dx.doi.org/10.1371/journal.pcbi.1010492DOI Listing

Publication Analysis

Top Keywords

rna velocity
12
velocity unraveled
4
unraveled perform
4
perform thorough
4
thorough analysis
4
analysis rna
4
velocity methods
4
methods view
4
view understanding
4
understanding suitability
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!