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组蛋白共价修饰建模以估计结合亲和力。

Modeling of covalent modifications of histones to estimate the binding affinity.

机构信息

Faculty of Physics, University of Tabriz, Tabriz, 5167618949, Iran.

Department of Medical Genetics, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran.

出版信息

Chromosoma. 2023 Nov;132(4):247-256. doi: 10.1007/s00412-023-00798-3. Epub 2023 May 20.

Abstract

Covalent histone modifications such as methylation, acetylation, phosphorylation, and other epigenetic modifications of the chromatin play an essential role in regulating eukaryotic cells of which most of these reactions are catalyzed by the enzymes. The binding energy of enzymes is often determined by experimental data via mathematical and statistical models due to specific modifications. Many theoretical models have been introduced to study histone modifications and reprogramming experiments in mammalian cells, in which all efforts in determining the affinity binding are essential part of the work. Here, we introduce a one-dimensional statistical Potts model to accurately determine the enzyme's binding free energy using the experimental data for various types of cells. We study the methylation of lysine 4 and 27 on histone H3 and suppose that each histone has one modification site with one of the seven states: H3K27me3, H3K27me2, H3K27me1, unmodified, H3K4me1, H3K4me2, and H3K4me3. Based on this model, the histone covalent modification is described. Moreover, by using simulation data, the histone's binding free energy and the energy of chromatin states are determined, when they are subject to changes from unmodified to active or repressive states, by finding the probability of the transition.

摘要

共价组蛋白修饰,如甲基化、乙酰化、磷酸化和其他染色质的表观遗传修饰,在调节真核细胞中发挥着重要作用,其中大多数反应是由酶催化的。由于特定的修饰,酶的结合能通常通过数学和统计模型的实验数据来确定。许多理论模型已经被引入来研究哺乳动物细胞中的组蛋白修饰和重编程实验,其中确定亲和力结合的所有努力都是工作的重要组成部分。在这里,我们引入了一个一维统计 Potts 模型,以便使用各种类型细胞的实验数据准确确定酶的结合自由能。我们研究了组蛋白 H3 上赖氨酸 4 和 27 的甲基化,并假设每个组蛋白只有一个修饰位点,具有七种状态之一:H3K27me3、H3K27me2、H3K27me1、未修饰、H3K4me1、H3K4me2 和 H3K4me3。基于这个模型,描述了组蛋白的共价修饰。此外,通过使用模拟数据,当组蛋白从未修饰状态变为激活或抑制状态时,通过找到过渡的概率,确定了组蛋白的结合自由能和染色质状态的能量。

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