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解读三维基因组组织在乳腺癌易感性中的作用。

Deciphering the Role of 3D Genome Organization in Breast Cancer Susceptibility.

作者信息

Baur Brittany, Lee Da-Inn, Haag Jill, Chasman Deborah, Gould Michael, Roy Sushmita

机构信息

Wisconsin Institute for Discovery, University of Wisconsin-Madison, Madison, WI, United States.

McArdle Laboratory for Cancer Research, University of Wisconsin-Madison, Madison, WI, United States.

出版信息

Front Genet. 2022 Jan 11;12:788318. doi: 10.3389/fgene.2021.788318. eCollection 2021.

Abstract

Cancer risk by environmental exposure is modulated by an individual's genetics and age at exposure. This age-specific period of susceptibility is referred to as the "Window of Susceptibility" (WOS). Rats have a similar WOS for developing breast cancer. A previous study in rat identified an age-specific long-range regulatory interaction for the cancer gene, , that is associated with breast cancer susceptibility. However, the global role of three-dimensional genome organization and downstream gene expression programs in the WOS is not known. Therefore, we generated Hi-C and RNA-seq data in rat mammary epithelial cells within and outside the WOS. To systematically identify higher-order changes in 3D genome organization, we developed NE-MVNMF that combines network enhancement followed by multitask non-negative matrix factorization. We examined three-dimensional genome organization dynamics at the level of individual loops as well as higher-order domains. Differential chromatin interactions tend to be associated with differentially up-regulated genes with the WOS and recapitulate several human SNP-gene interactions associated with breast cancer susceptibility. Our approach identified genomic blocks of regions with greater overall differences in contact count between the two time points when the cluster assignments change and identified genes and pathways implicated in early carcinogenesis and cancer treatment. Our results suggest that WOS-specific changes in 3D genome organization are linked to transcriptional changes that may influence susceptibility to breast cancer.

摘要

环境暴露导致的癌症风险受到个体基因以及暴露时年龄的调节。这种特定年龄的易感性时期被称为“易感窗口”(WOS)。大鼠在患乳腺癌方面也有类似的WOS。先前一项对大鼠的研究确定了癌症基因的一种特定年龄的远程调控相互作用,该基因与乳腺癌易感性相关。然而,三维基因组组织和下游基因表达程序在WOS中的整体作用尚不清楚。因此,我们在WOS内和WOS外的大鼠乳腺上皮细胞中生成了Hi-C和RNA-seq数据。为了系统地识别三维基因组组织中的高阶变化,我们开发了NE-MVNMF,它结合了网络增强和多任务非负矩阵分解。我们在单个环以及高阶结构域的层面上研究了三维基因组组织动力学。差异性染色质相互作用往往与WOS中差异性上调的基因相关,并概括了几种与乳腺癌易感性相关的人类单核苷酸多态性-基因相互作用。我们的方法识别出了两个时间点之间聚类分配发生变化时接触计数总体差异更大的基因组区域块,并确定了与早期致癌作用和癌症治疗相关的基因和通路。我们的结果表明,三维基因组组织中WOS特异性变化与可能影响乳腺癌易感性的转录变化有关。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b59c/8787344/c30c74a8a326/fgene-12-788318-g001.jpg

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