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用于改进与蛋白质有序结构域相连的内在无序区域构象采样的哈密顿切换 metropolis 蒙特卡洛模拟

Hamiltonian Switch Metropolis Monte Carlo Simulations for Improved Conformational Sampling of Intrinsically Disordered Regions Tethered to Ordered Domains of Proteins.

作者信息

Mittal Anuradha, Lyle Nicholas, Harmon Tyler S, Pappu Rohit V

机构信息

Department of Biomedical Engineering and Center for Biological Systems Engineering and Department of Physics, Washington University in St. Louis One Brookings Drive , Campus Box 1097, St. Louis, Missouri 63130, United States.

出版信息

J Chem Theory Comput. 2014 Aug 12;10(8):3550-3562. doi: 10.1021/ct5002297. Epub 2014 Jun 3.

DOI:10.1021/ct5002297
PMID:25136274
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC4132852/
Abstract

There is growing interest in the topic of intrinsically disordered proteins (IDPs). Atomistic Metropolis Monte Carlo (MMC) simulations based on novel implicit solvation models have yielded useful insights regarding sequence-ensemble relationships for IDPs modeled as autonomous units. However, a majority of naturally occurring IDPs are tethered to ordered domains. Tethering introduces additional energy scales and this creates the challenge of broken ergodicity for standard MMC sampling or molecular dynamics that cannot be readily alleviated by using generalized tempering methods. We have designed, deployed, and tested our adaptation of the Nested Markov Chain Monte Carlo sampling algorithm. We refer to our adaptation as Hamiltonian Switch Metropolis Monte Carlo (HS-MMC) sampling. In this method, transitions out of energetic traps are enabled by the introduction of an auxiliary Markov chain that draws conformations for the disordered region from a Boltzmann distribution that is governed by an alternative potential function that only includes short-range steric repulsions and conformational restraints on the ordered domain. We show using multiple, independent runs that the HS-MMC method yields conformational distributions that have similar and reproducible statistical properties, which is in direct contrast to standard MMC for equivalent amounts of sampling. The method is efficient and can be deployed for simulations of a range of biologically relevant disordered regions that are tethered to ordered domains.

摘要

对内在无序蛋白质(IDP)这一主题的兴趣与日俱增。基于新型隐式溶剂化模型的原子级大都会蒙特卡罗(MMC)模拟,对于将IDP建模为自主单元的序列-系综关系给出了有用的见解。然而,大多数天然存在的IDP都与有序结构域相连。连接引入了额外的能量尺度,这给标准MMC采样或分子动力学带来了遍历性破坏的挑战,而使用广义回火方法并不能轻易缓解这一挑战。我们设计、部署并测试了我们对嵌套马尔可夫链蒙特卡罗采样算法的改编。我们将我们的改编称为哈密顿切换大都会蒙特卡罗(HS-MMC)采样。在这种方法中,通过引入一个辅助马尔可夫链来实现从能量陷阱中的跃迁,该辅助马尔可夫链从一个玻尔兹曼分布中为无序区域抽取构象,该玻尔兹曼分布由一个仅包括短程空间排斥和对有序结构域的构象限制的替代势函数控制。我们通过多次独立运行表明,HS-MMC方法产生的构象分布具有相似且可重复的统计特性,这与等量采样的标准MMC形成直接对比。该方法效率高,可用于模拟一系列与生物相关的、与有序结构域相连的无序区域。

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