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通过分析单分子的个体构型对DNA甲基化进行建模。

Modeling DNA methylation by analyzing the individual configurations of single molecules.

作者信息

Affinito Ornella, Scala Giovanni, Palumbo Domenico, Florio Ermanno, Monticelli Antonella, Miele Gennaro, Avvedimento Vittorio Enrico, Usiello Alessandro, Chiariotti Lorenzo, Cocozza Sergio

机构信息

a Istituto di Endocrinologia ed Oncologia Sperimentale (IEOS) "Gaetano Salvatore ," Consiglio Nazionale delle Ricerche (CNR) , Naples , Italy.

b Dipartimento di Medicina Molecolare e Biotecnologie Mediche , Università degli Studi di Napoli "Federico II ," Naples , Italy.

出版信息

Epigenetics. 2016 Dec;11(12):881-888. doi: 10.1080/15592294.2016.1246108. Epub 2016 Oct 17.

Abstract

DNA methylation is often analyzed by reporting the average methylation degree of each cytosine. In this study, we used a single molecule methylation analysis in order to look at the methylation conformation of individual molecules. Using D-aspartate oxidase as a model gene, we performed an in-depth methylation analysis through the developmental stages of 3 different mouse tissues (brain, lung, and gut), where this gene undergoes opposite methylation destiny. This approach allowed us to track both methylation and demethylation processes at high resolution. The complexity of these dynamics was markedly simplified by introducing the concept of methylation classes (MCs), defined as the number of methylated cytosines per molecule, irrespective of their position. The MC concept smooths the stochasticity of the system, allowing a more deterministic description. In this framework, we also propose a mathematical model based on the Markov chain. This model aims to identify the transition probability of a molecule from one MC to another during methylation and demethylation processes. The results of our model suggest that: 1) both processes are ruled by a dominant class of phenomena, namely, the gain or loss of one methyl group at a time; and 2) the probability of a single CpG site becoming methylated or demethylated depends on the methylation status of the whole molecule at that time.

摘要

DNA甲基化通常通过报告每个胞嘧啶的平均甲基化程度来进行分析。在本研究中,我们使用单分子甲基化分析来观察单个分子的甲基化构象。以D-天冬氨酸氧化酶作为模型基因,我们对3种不同小鼠组织(脑、肺和肠道)在发育阶段进行了深入的甲基化分析,该基因在这些组织中经历相反的甲基化命运。这种方法使我们能够在高分辨率下追踪甲基化和去甲基化过程。通过引入甲基化类别(MCs)的概念,这些动态变化的复杂性得到了显著简化,甲基化类别定义为每个分子甲基化胞嘧啶的数量,而不考虑其位置。MC概念平滑了系统的随机性,从而允许进行更具确定性的描述。在此框架下,我们还提出了一个基于马尔可夫链的数学模型。该模型旨在确定分子在甲基化和去甲基化过程中从一个MC转变为另一个MC的转移概率。我们模型的结果表明:1)这两个过程都由一类主要现象所支配,即一次获得或失去一个甲基基团;2)单个CpG位点发生甲基化或去甲基化的概率取决于该时刻整个分子的甲基化状态。

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