The dynamic, combinatorial cis-regulatory lexicon of epidermal differentiation

被引:0
|
作者
Daniel S. Kim
Viviana I. Risca
David L. Reynolds
James Chappell
Adam J. Rubin
Namyoung Jung
Laura K. H. Donohue
Vanessa Lopez-Pajares
Arwa Kathiria
Minyi Shi
Zhixin Zhao
Harsh Deep
Mahfuza Sharmin
Deepti Rao
Shin Lin
Howard Y. Chang
Michael P. Snyder
William J. Greenleaf
Anshul Kundaje
Paul A. Khavari
机构
[1] Stanford University School of Medicine,Program in Epithelial Biology
[2] Stanford University,Program in Biomedical Informatics
[3] The Rockefeller University,Laboratory of Genome Architecture and Dynamics
[4] Stanford University School of Medicine,Department of Genetics
[5] Broad Institute of Harvard and MIT,Department of Medicine
[6] The Harker School,Center for Personal Dynamic Regulomes
[7] University of Washington,Program in Cancer Biology
[8] Stanford University,Department of Applied Physics
[9] Stanford University,Department of Computer Science
[10] Stanford University,undefined
[11] Stanford University,undefined
[12] Veterans Affairs Palo Alto Healthcare System,undefined
来源
Nature Genetics | 2021年 / 53卷
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学科分类号
摘要
Transcription factors bind DNA sequence motif vocabularies in cis-regulatory elements (CREs) to modulate chromatin state and gene expression during cell state transitions. A quantitative understanding of how motif lexicons influence dynamic regulatory activity has been elusive due to the combinatorial nature of the cis-regulatory code. To address this, we undertook multiomic data profiling of chromatin and expression dynamics across epidermal differentiation to identify 40,103 dynamic CREs associated with 3,609 dynamically expressed genes, then applied an interpretable deep-learning framework to model the cis-regulatory logic of chromatin accessibility. This analysis framework identified cooperative DNA sequence rules in dynamic CREs regulating synchronous gene modules with diverse roles in skin differentiation. Massively parallel reporter assay analysis validated temporal dynamics and cooperative cis-regulatory logic. Variants linked to human polygenic skin disease were enriched in these time-dependent combinatorial motif rules. This integrative approach shows the combinatorial cis-regulatory lexicon of epidermal differentiation and represents a general framework for deciphering the organizational principles of the cis-regulatory code of dynamic gene regulation.
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页码:1564 / 1576
页数:12
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