scKINETICS: inference of regulatory velocity with single-cell transcriptomics data

Abstract

Transcriptional dynamics are governed by the action of regulatory proteins and are fundamental to systems ranging from normal development to disease. RNA velocity methods for tracking phenotypic dynamics ignore information on the regulatory drivers of gene expression variability through time.

Document Details

Document Type
Pub Defense Publication
Publication Date
Jun 01, 2023
Source ID
10.1093/bioinformatics/btad267

Entities

People

  • Cassandra Burdziak
  • Chujun Julia Zhao
  • Dana Pe'er
  • Direna Alonso-curbelo
  • Doron Haviv
  • Scott W. Lowe

Organizations

  • Barcelona Institute for Science and Technology
  • Columbia University
  • Howard Hughes Medical Institute
  • Memorial Sloan Kettering Cancer Center
  • Ministry of Science of Spain
  • National Cancer Institute
  • United States Department of Defense

Tags

Fields of Study

  • Biology

Readers

  • Molecular and Cellular Biology
  • Theoretical Analysis.

Technology Areas

  • AI & ML