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ME-Class2 reveals context dependent regulatory roles for 5-hydroxymethylcytosine

机译:ME-Class2揭示了5-羟甲基胞嘧啶的上下文依赖性调节作用

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Since the discovery of 5-hydroxymethylcytosine (5hmC) as a prominent DNA modification found in mammalian genomes, an emergent question has been what role this mark plays in gene regulation. 5hmC is hypothesized to function as an intermediate in the demethylation of 5-methylcytosine (5mC) and in the reactivation of silenced promoters and enhancers. Further, weak positive correlations are observed between gene body 5hmC and gene expression. We previously demonstrated that ME-Class is an effective tool to understand relationships between whole-genome bisulfite sequencing data and expression. In this work, we present ME-Class2, a machine-learning based tool to perform integrative 5mCG, 5hmCG and expression analysis. Using ME-Class2 we analyze whole-genome single-base resolution 5mCG and 5hmCG datasets from 20 primary tissue and cell samples to reveal relationships between 5hmCG and expression. Our analysis indicates that conversion of 5mCG to 5hmCG within 2kb of the transcription start site associates with distinct functions depending on the summed level of 5mCG+5hmCG. Unchanged levels of 5mCG+5hmCG (conversion from 5mCG to stable 5hmCG) associate with repression. Meanwhile, decreases in 5mCG+5hmCG (5hmCG-mediated demethylation) associate with gene activation. Our results demonstrate that ME-Class2 will prove invaluable to interpret genome-wide 5mC and 5hmC datasets and guide mechanistic studies into the function of 5hmCG.
机译:由于5-羟甲基胞嘧啶(5HMC)作为哺乳动物基因组中发现的突出DNA改性,因此出现的问题是该标志在基因调节中发挥的作用。假设5HMC以用作5-甲基胞嘧啶(5MC)的去甲基化和沉默的启动子和增强剂的再活化中中间体。此外,在基因体5HMC和基因表达之间观察到弱阳性相关性。我们之前展示了ME-Class是理解全基因组二硫酸氢矿测序数据和表达之间关系的有效工具。在这项工作中,我们呈现ME-Class2,一种基于机器学习的工具,可以执行综合5MCG,5HMCG和表达分析。使用ME-Class2,我们分析了来自20个主要组织和细胞样本的全基因组单基分辨率5mcg和5hmcg数据集,以揭示5hmcg和表达之间的关系。我们的分析表明,在转录开始站点的2KB内转换为5MCG至5HMCG,与不同的函数相关联的函数,具体取决于5mcg + 5hmcg的总和。 5mcg + 5hmcg的不变水平(从5mcg转换为稳定的5hmcg)与镇压。同时,5mcg + 5hmcg(5hmcg介导的去甲基化)与基因活化缔合的降低。我们的结果表明,ME-Class2将证明是无价的,以解释基因组5MC和5HMC数据集,并指导机械研究进入5HMCG的功能。

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