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RNA velocity-current challenges and future perspectives
- Source :
- Mol. Syst. Biol. 17:e10282 (2021), Molecular Systems Biology, Molecular Systems Biology, Vol 17, Iss 8, Pp n/a-n/a (2021)
- Publication Year :
- 2021
- Publisher :
- Wiley, 2021.
-
Abstract
- RNA velocity has enabled the recovery of directed dynamic information from singleācell 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.<br />This Review discusses the emerging challenges and potential pitfalls of current RNA velocity modeling approaches and provides guidance on how to address them.
- Subjects :
- Medicine (General)
Rna Velocity
Challenges
Dynamics
Limitations
Perspectives
QH301-705.5
Reviews
challenges
Review
Biology
limitations
Chromatin, Epigenetics, Genomics & Functional Genomics
General Biochemistry, Genetics and Molecular Biology
R5-920
perspectives
Cellular dynamics
Biology (General)
Modalities
General Immunology and Microbiology
Applied Mathematics
RNA
Computational Biology
dynamics
Data science
Variety (cybernetics)
RNA velocity
Kinetics
Computational Theory and Mathematics
Current (fluid)
General Agricultural and Biological Sciences
Transcriptome
Information Systems
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Mol. Syst. Biol. 17:e10282 (2021), Molecular Systems Biology, Molecular Systems Biology, Vol 17, Iss 8, Pp n/a-n/a (2021)
- Accession number :
- edsair.doi.dedup.....880adb3f43330725477d193a735d89a6