Replication Timing Networks: A Novel Class of Gene Regulatory Networks
Author(s) -
Juan Carlos RiveraMulia,
Sebo Kim,
Haitham Gabr,
Tamer Kahveci,
David M. Gilbert
Publication year - 2018
Publication title -
ssrn electronic journal
Language(s) - English
Resource type - Journals
ISSN - 1556-5068
DOI - 10.2139/ssrn.3155902
Subject(s) - replication (statistics) , gene regulatory network , class (philosophy) , computational biology , biology , genetics , gene , computer science , gene expression , artificial intelligence , virology
DNA replication occurs in a defined temporal order known as the replication-timing (RT) program and is regulated during development, coordinated with 3D genome organization and transcriptional activity. Here, we exploit genome-wide RT profiles from 15 human cell types and intermediate differentiation stages derived from human embryonic stem cells to construct different types of RT regulatory networks. First, we constructed networks based on the coordinated RT changes during cell fate commitment to create RT networks composed of specific functional sub-network communities. We also constructed directional regulatory networks based on the order of RT changes within cell lineages and identified master regulators of differentiation pathways. Finally, we explored relationships between RT networks and transcriptional regulatory networks (TRNs), by combining them into more complex circuitries of composite and bipartite networks. Our findings show that RT networks can be exploited to dissect the cellular mechanisms that regulate lineage specification and cellular identity maintenance.
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