Article
Multiscale learning of gene network-driven phenotypic dynamics of single cells.
Molecular systems biology - 1 Aug 2026
Zhang Dongyan, Li Jinan, Nie Qing, Sun Xiaoqiang
Abstract excerpt
Understanding how gene regulatory networks (GRNs) dynamically orchestrate cell fate emergence remains a fundamental challenge. Here, we present GRNvelo, a computational framework that reconstructs multiscale cell fate dynamics by integrating GRNs with phenotypic dynamics from temporal single-cell RNA-seq data. GRNvelo establishes a biologically interpretable and mathematically rigorous multiscale model that...
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