4.8 Article

RNA velocity of single cells

Journal

NATURE
Volume 560, Issue 7719, Pages 494-+

Publisher

NATURE PUBLISHING GROUP
DOI: 10.1038/s41586-018-0414-6

Keywords

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Funding

  1. Swedish Foundation for Strategic Research [RIF14-0057, SB16-0065]
  2. Knut and Alice Wallenberg Foundation [2015.0041]
  3. Erling Persson Foundation
  4. Wellcome Trust [108726/Z/15/Z]
  5. Center for Innovative Medicine (CIMED)
  6. Swedish Research Council
  7. Marie Curie Integration Grant EPIOPC [333713]
  8. European Research Council EPIScOPE [681893]
  9. Swedish Brain Foundation
  10. Ming Wai Lau Centre for Reparative Medicine
  11. Karolinska Institutet
  12. NIH from NHLBI [R01HL131768]
  13. CAREER award from NSF [NSF-14-532]
  14. Cancerfonden
  15. Swedish Foundation for Strategic Research (SSF) [RIF14-0057] Funding Source: Swedish Foundation for Strategic Research (SSF)
  16. European Research Council (ERC) [681893] Funding Source: European Research Council (ERC)

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RNA abundance is a powerful indicator of the state of individual cells. Single-cell RNA sequencing can reveal RNA abundance with high quantitative accuracy, sensitivity and throughput(1). However, this approach captures only a static snapshot at a point in time, posing a challenge for the analysis of time-resolved phenomena such as embryogenesis or tissue regeneration. Here we show that RNA velocity-the time derivative of the gene expression state-can be directly estimated by distinguishing between unspliced and spliced mRNAs in common single-cell RNA sequencing protocols. RNA velocity is a high-dimensional vector that predicts the future state of individual cells on a timescale of hours. We validate its accuracy in the neural crest lineage, demonstrate its use on multiple published datasets and technical platforms, reveal the branching lineage tree of the developing mouse hippocampus, and examine the kinetics of transcription in human embryonic brain. We expect RNA velocity to greatly aid the analysis of developmental lineages and cellular dynamics, particularly in humans.

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