Literature DB >> 36094956

RNA velocity unraveled.

Gennady Gorin1, Meichen Fang2, Tara Chari2, Lior Pachter2,3.   

Abstract

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.

Entities:  

Year:  2022        PMID: 36094956      PMCID: PMC9499228          DOI: 10.1371/journal.pcbi.1010492

Source DB:  PubMed          Journal:  PLoS Comput Biol        ISSN: 1553-734X            Impact factor:   4.779


  130 in total

1.  Single-Cell Transcriptomics Reveals Chemotaxis-Mediated Intraorgan Crosstalk During Cardiogenesis.

Authors:  Haiqing Xiong; Yingjie Luo; Yanzhu Yue; Jiejie Zhang; Shanshan Ai; Xin Li; Xuelian Wang; Yun-Long Zhang; Yusheng Wei; Hui-Hua Li; Xinli Hu; Cheng Li; Aibin He
Journal:  Circ Res       Date:  2019-06-21       Impact factor: 17.367

2.  Diffusion maps for high-dimensional single-cell analysis of differentiation data.

Authors:  Laleh Haghverdi; Florian Buettner; Fabian J Theis
Journal:  Bioinformatics       Date:  2015-05-21       Impact factor: 6.937

3.  The barcode, UMI, set format and BUStools.

Authors:  Páll Melsted; Vasilis Ntranos; Lior Pachter
Journal:  Bioinformatics       Date:  2019-11-01       Impact factor: 6.937

4.  RNA Velocity: Molecular Kinetics from Single-Cell RNA-Seq.

Authors:  Valentine Svensson; Lior Pachter
Journal:  Mol Cell       Date:  2018-10-04       Impact factor: 17.970

5.  Performance Assessment and Selection of Normalization Procedures for Single-Cell RNA-Seq.

Authors:  Michael B Cole; Davide Risso; Allon Wagner; David DeTomaso; John Ngai; Elizabeth Purdom; Sandrine Dudoit; Nir Yosef
Journal:  Cell Syst       Date:  2019-04-24       Impact factor: 10.304

6.  A Python library for probabilistic analysis of single-cell omics data.

Authors:  Adam Gayoso; Romain Lopez; Galen Xing; Pierre Boyeau; Valeh Valiollah Pour Amiri; Justin Hong; Katherine Wu; Michael Jayasuriya; Edouard Mehlman; Maxime Langevin; Yining Liu; Jules Samaran; Gabriel Misrachi; Achille Nazaret; Oscar Clivio; Chenling Xu; Tal Ashuach; Mariano Gabitto; Mohammad Lotfollahi; Valentine Svensson; Eduardo da Veiga Beltrame; Vitalii Kleshchevnikov; Carlos Talavera-López; Lior Pachter; Fabian J Theis; Aaron Streets; Michael I Jordan; Jeffrey Regier; Nir Yosef
Journal:  Nat Biotechnol       Date:  2022-02       Impact factor: 54.908

7.  Fundamental limits on dynamic inference from single-cell snapshots.

Authors:  Caleb Weinreb; Samuel Wolock; Betsabeh K Tusi; Merav Socolovsky; Allon M Klein
Journal:  Proc Natl Acad Sci U S A       Date:  2018-02-20       Impact factor: 11.205

8.  Single-cell RNA-seq reveals that glioblastoma recapitulates a normal neurodevelopmental hierarchy.

Authors:  Charles P Couturier; Shamini Ayyadhury; Phuong U Le; Javad Nadaf; Jean Monlong; Gabriele Riva; Redouane Allache; Salma Baig; Xiaohua Yan; Mathieu Bourgey; Changseok Lee; Yu Chang David Wang; V Wee Yong; Marie-Christine Guiot; Hamed Najafabadi; Bratislav Misic; Jack Antel; Guillaume Bourque; Jiannis Ragoussis; Kevin Petrecca
Journal:  Nat Commun       Date:  2020-07-08       Impact factor: 14.919

9.  RNA velocity of single cells.

Authors:  Gioele La Manno; Ruslan Soldatov; Amit Zeisel; Emelie Braun; Hannah Hochgerner; Viktor Petukhov; Katja Lidschreiber; Maria E Kastriti; Peter Lönnerberg; Alessandro Furlan; Jean Fan; Lars E Borm; Zehua Liu; David van Bruggen; Jimin Guo; Xiaoling He; Roger Barker; Erik Sundström; Gonçalo Castelo-Branco; Patrick Cramer; Igor Adameyko; Sten Linnarsson; Peter V Kharchenko
Journal:  Nature       Date:  2018-08-08       Impact factor: 49.962

10.  A descriptive marker gene approach to single-cell pseudotime inference.

Authors:  Kieran R Campbell; Christopher Yau
Journal:  Bioinformatics       Date:  2019-01-01       Impact factor: 6.937

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  1 in total

1.  Towards reliable quantification of cell state velocities.

Authors:  Valérie Marot-Lassauzaie; Brigitte Joanne Bouman; Fearghal Declan Donaghy; Yasmin Demerdash; Marieke Alida Gertruda Essers; Laleh Haghverdi
Journal:  PLoS Comput Biol       Date:  2022-09-28       Impact factor: 4.779

  1 in total

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