Clustering and Comparison of Hierarchies in the Spatial Organization of Chromatin

O. Pushkareva, A. Kurashenko, Uliana Moskvina, A. Rubinov, M. Gelfand
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Abstract

Recent development of high-throughput 3C-based technologies made it possible to study spatial organization of chromatin in the nucleus and revealed new units of chromatin organization– Topologically Associating Domains (TADs). Each such domain is comprized of DNA regions actively contacting with each other while having fewer contact outside the domain. TADs are conserved between cell lines and even between related species. While there exist numerous bioinformatics tools for the TADs identification, the choice of a method and its adjustable set of parameters influences the number of the identified TADs and their characteristics. Besides, one more common disadvantage is that the most methods may leave gaps between the identified TADs. This study aimed to develop a robust and universal tool which would overcome these limitations. We have developed and implemented an algorithm, that builds a hierarchical tree on Hi-C contact matrices and methods to calculate the differences between such trees.
染色质空间组织中层次结构的聚类与比较
近年来基于高通量3c技术的发展使得研究细胞核中染色质的空间组织成为可能,并揭示了染色质组织的新单位-拓扑相关结构域(TADs)。每个这样的结构域由彼此主动接触而在结构域外接触较少的DNA区域组成。TADs在细胞系之间甚至亲缘物种之间都是保守的。虽然已有许多生物信息学工具用于TADs鉴定,但方法的选择及其可调参数集影响了已鉴定TADs的数量及其特征。此外,一个更常见的缺点是,大多数方法可能会在确定的tad之间留下空白。本研究旨在开发一种强大而通用的工具来克服这些限制。我们已经开发并实现了一种算法,该算法在Hi-C接触矩阵上构建了一个层次树,并计算了这些树之间的差异。
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