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用于推断特定上下文基因调控网络的数据整合

Data integration for inferring context-specific gene regulatory networks.

作者信息

Baur Brittany, Shin Junha, Zhang Shilu, Roy Sushmita

机构信息

Wisconsin Institute for Discovery, University of Wisconsin-Madison, Madison, WI, 53715, USA.

Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI, 53715, USA.

出版信息

Curr Opin Syst Biol. 2020 Oct;23:38-46. doi: 10.1016/j.coisb.2020.09.005. Epub 2020 Sep 22.

Abstract

Transcriptional regulatory networks control context-specific gene expression patterns and play important roles in normal and disease processes. Advances in genomics are rapidly increasing our ability to measure different components of the regulation machinery at the single-cell and bulk population level. An important challenge is to combine different types of regulatory genomic measurements to construct a more complete picture of gene regulatory networks across different disease, environmental, and developmental contexts. In this review, we focus on recent computational methods that integrate regulatory genomic data sets to infer context specificity and dynamics in regulatory networks.

摘要

转录调控网络控制特定背景下的基因表达模式,并在正常和疾病过程中发挥重要作用。基因组学的进展正在迅速提高我们在单细胞和大量细胞群体水平上测量调控机制不同组成部分的能力。一个重要的挑战是整合不同类型的调控基因组测量数据,以构建跨越不同疾病、环境和发育背景的基因调控网络的更完整图景。在这篇综述中,我们重点关注最近的计算方法,这些方法整合调控基因组数据集以推断调控网络中的背景特异性和动态变化。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d213/7676633/a65ceb9b206f/nihms-1638436-f0001.jpg

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