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CpG 密度和 DNA 甲基化的冲突在人类和小鼠组织的基因调控中既存在近端又存在远端的关联。

Conflicts of CpG density and DNA methylation are proximally and distally involved in gene regulation in human and mouse tissues.

机构信息

a Center of Genome and Personalized Medicine , Institute of Cancer Stem Cell, Dalian Medical University , Dalian , China.

b The Second Hospital of Dalian Medical University , Dalian , China.

出版信息

Epigenetics. 2018;13(7):721-741. doi: 10.1080/15592294.2018.1500057. Epub 2018 Aug 25.

Abstract

The relationship between CpG content and DNA methylation has attracted considerable interest in recent years. Direct or indirect methods have been developed to investigate their regulatory functions based on various hypotheses, large cohort studies, and meta-analyses. However, all of these analyses were performed at units of CpG blocks and, thus, the influence of finer genome structure has been neglected. Herein, we present a novel algorithm of base-pair resolution to systematically investigate the relationship between CpG contents and DNA methylation. By introducing the concept of 'complementary index' we examined the methylomes of 34 adult and 7 embryonic tissues and successfully fitted the relationship of DNA methylation and CpG density into a nonlinear mathematical model. A further algorithm was developed to locate the regions where CpG density does not match expectations from the model, termed 'conflict of gap' (COG) regions. Interestingly, COGs are highly concordant in human and mouse and their distributions display a tissue-specific pattern. Based on COG methylation patterns we correctly classified tissues according to their function or origin. We demonstrate that COGs based on our method can reveal more and deeper information than traditional differential methylation region (DMR) approaches. We also found that when COGs are located near to transcription start site (TSS), these regions can determine which promoters will be utilized for initiating gene transcription. Furthermore, COGs located far from the TSS perform as enhancers in terms of histone modification, sequence conservation, transcription factor binding, and DNase I-hypersensitivity.

摘要

近年来,CpG 含量与 DNA 甲基化之间的关系引起了人们的极大兴趣。已经开发了直接或间接的方法,基于各种假说、大型队列研究和荟萃分析来研究它们的调控功能。然而,所有这些分析都是在 CpG 块的单位上进行的,因此忽略了更精细的基因组结构的影响。在此,我们提出了一种新的碱基分辨率算法,用于系统地研究 CpG 含量与 DNA 甲基化之间的关系。通过引入“互补指数”的概念,我们检查了 34 个成人和 7 个胚胎组织的甲基组,并成功地将 DNA 甲基化与 CpG 密度的关系拟合到非线性数学模型中。进一步开发了一种算法来定位 CpG 密度与模型预期不匹配的区域,称为“缺口冲突”(COG)区域。有趣的是,COG 在人类和小鼠中高度一致,其分布呈现组织特异性模式。基于 COG 甲基化模式,我们根据组织的功能或来源正确地对其进行分类。我们证明,基于我们的方法的 COG 可以揭示比传统差异甲基化区域(DMR)方法更多和更深层次的信息。我们还发现,当 COG 位于转录起始位点(TSS)附近时,这些区域可以决定哪些启动子将用于启动基因转录。此外,远离 TSS 定位的 COG 在组蛋白修饰、序列保守性、转录因子结合和 DNase I 超敏性方面表现为增强子。

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