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通过多元伊辛模型准确模拟 DNA 构象灵活性。

Accurate modeling of DNA conformational flexibility by a multivariate Ising model.

机构信息

Physics Department T38, Technical University of Munich, 85748 Garching, Germany.

Physics Department T38, Technical University of Munich, 85748 Garching, Germany

出版信息

Proc Natl Acad Sci U S A. 2021 Apr 13;118(15). doi: 10.1073/pnas.2021263118.

DOI:10.1073/pnas.2021263118
PMID:33876759
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8053917/
Abstract

The sequence-dependent structure and deformability of DNA play a major role for binding of proteins and regulation of gene expression. So far, most efforts to model DNA flexibility are based on unimodal harmonic stiffness models at base-pair resolution. However, multimodal behavior due to distinct conformational substates also contributes significantly to the conformational flexibility of DNA. Moreover, these local substates are correlated to their nearest-neighbor substates. A description for DNA elasticity which includes both multimodality and nearest-neighbor coupling has remained a challenge, which we solve by combining our multivariate harmonic approximation with an Ising model for the substates. In a series of applications to DNA fluctuations and protein-DNA complexes, we demonstrate substantial improvements over the unimodal stiffness model. Furthermore, our multivariate Ising model reveals a mechanical destabilization for adenine (A)-tracts to undergo nucleosome formation. Our approach offers a wide range of applications to determine sequence-dependent deformation energies of DNA and to investigate indirect readout contributions to protein-DNA recognition.

摘要

DNA 的序列依赖性结构和可变形性对于蛋白质结合和基因表达调控起着重要作用。到目前为止,大多数对 DNA 柔性进行建模的工作都是基于碱基对分辨率的单峰谐刚度模型。然而,由于不同构象亚稳态的多峰行为也对 DNA 的构象柔性有很大的贡献。此外,这些局部亚稳态与它们最近的邻居亚稳态相关。包括多峰性和最近邻耦合的 DNA 弹性描述一直是一个挑战,我们通过将我们的多变量谐逼近与亚稳态的伊辛模型相结合来解决这个问题。在一系列对 DNA 波动和蛋白质-DNA 复合物的应用中,我们证明了与单峰刚度模型相比有了显著的改进。此外,我们的多变量伊辛模型揭示了腺嘌呤(A)-链经历核小体形成的机械不稳定性。我们的方法提供了广泛的应用,以确定 DNA 的序列依赖性变形能,并研究间接读出对蛋白质-DNA 识别的贡献。

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本文引用的文献

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A multi-modal coarse grained model of DNA flexibility mappable to the atomistic level.一种可映射到原子水平的多模态粗粒 DNA 柔性模型。
Nucleic Acids Res. 2020 Mar 18;48(5):e29. doi: 10.1093/nar/gkaa015.
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Modulation of the helical properties of DNA: next-to-nearest neighbour effects and beyond.DNA 螺旋性质的调制:紧邻碱基对效应及其他。
Nucleic Acids Res. 2019 May 21;47(9):4418-4430. doi: 10.1093/nar/gkz255.
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How methyl-sugar interactions determine DNA structure and flexibility.甲基-糖相互作用如何决定 DNA 结构和柔韧性。
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cgDNAweb: a web interface to the cgDNA sequence-dependent coarse-grain model of double-stranded DNA.cgDNAweb:一个用于双链 DNA 的 cgDNA 序列依赖的粗粒化模型的网络界面。
Nucleic Acids Res. 2018 Jul 2;46(W1):W5-W10. doi: 10.1093/nar/gky351.
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ThreaDNA: predicting DNA mechanics' contribution to sequence selectivity of proteins along whole genomes.ThreaDNA:预测 DNA 力学对整个基因组中蛋白质序列选择性的贡献。
Bioinformatics. 2018 Feb 15;34(4):609-616. doi: 10.1093/bioinformatics/btx634.
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Unwinding Induced Melting of Double-Stranded DNA Studied by Free Energy Simulations.自由能模拟研究解旋诱导的双链 DNA 熔融。
J Phys Chem B. 2017 Dec 14;121(49):11019-11030. doi: 10.1021/acs.jpcb.7b07701. Epub 2017 Nov 19.
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