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TADCompare:一个用于拓扑相关结构域差异和时间分析的R包。

TADCompare: An R Package for Differential and Temporal Analysis of Topologically Associated Domains.

作者信息

Cresswell Kellen G, Dozmorov Mikhail G

机构信息

Department of Biostatistics, Virginia Commonwealth University, Richmond, VA, United States.

出版信息

Front Genet. 2020 Mar 10;11:158. doi: 10.3389/fgene.2020.00158. eCollection 2020.

Abstract

Recent research using chromatin conformation capture technologies, such as Hi-C, has demonstrated the importance of topologically associated domains (TADs) and smaller chromatin loops, collectively referred hereafter as "interacting domains." Many such domains change during development or disease, and exhibit cell- and condition-specific differences. Quantification of the dynamic behavior of interacting domains will help to better understand genome regulation. Methods for comparing interacting domains between cells and conditions are highly limited. We developed TADCompare, a method for differential analysis of boundaries of interacting domains between two or more Hi-C datasets. TADCompare is based on a spectral clustering-derived measure called the eigenvector gap, which enables a loci-by-loci comparison of boundary differences. Using this measure, we introduce methods for identifying differential and consensus boundaries of interacting domains and tracking boundary changes over time. We further propose a novel framework for the systematic classification of boundary changes. Colocalization- and gene enrichment analysis of different types of boundary changes demonstrated distinct biological functionality associated with them. TADCompare is available on https://github.com/dozmorovlab/TADCompare and Bioconductor (submitted).

摘要

近期使用染色质构象捕获技术(如Hi-C)的研究表明了拓扑相关结构域(TADs)和较小的染色质环的重要性,以下统称为“相互作用结构域”。许多这样的结构域在发育或疾病过程中会发生变化,并表现出细胞和条件特异性差异。对相互作用结构域动态行为的量化将有助于更好地理解基因组调控。用于比较细胞和条件之间相互作用结构域的方法非常有限。我们开发了TADCompare,一种用于对两个或多个Hi-C数据集之间相互作用结构域边界进行差异分析的方法。TADCompare基于一种称为特征向量间隙的谱聚类衍生度量,它能够逐位点比较边界差异。使用这种度量,我们介绍了识别相互作用结构域差异边界和共有边界以及随时间跟踪边界变化的方法。我们进一步提出了一个用于边界变化系统分类的新框架。对不同类型边界变化的共定位和基因富集分析表明它们具有不同的生物学功能。TADCompare可在https://github.com/dozmorovlab/TADCompare和Bioconductor(已提交)上获取。

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