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利用选择性缩放 MD 模拟加速生物分子中的罕见离解过程。

Accelerating Rare Dissociative Processes in Biomolecules Using Selectively Scaled MD Simulations.

出版信息

J Chem Theory Comput. 2019 Nov 12;15(11):5817-5828. doi: 10.1021/acs.jctc.9b00262. Epub 2019 Oct 4.

Abstract

Molecular dynamics (MD) simulations can be a powerful tool for modeling complex dissociative processes such as ligand unbinding. However, many biologically relevant dissociative processes occur on timescales that far exceed the timescales of typical MD simulations. Here, we implement and apply an enhanced sampling method in which specific energy terms in the potential energy function are selectively "scaled" to accelerate dissociative events during simulations. Using ligand unbinding as an example of a complex dissociative process, we selectively scaled up ligand-water interactions in an attempt to increase the rate of ligand unbinding. After applying our selectively scaled MD (ssMD) approach to several cyclin-dependent kinase-inhibitor complexes, we discovered that we could accelerate ligand unbinding, thereby allowing, in some cases, unbinding events to occur within as little as 2 ns. Moreover, we found that we could make realistic estimates of the initial unbinding times (τ) as well as the accompanying change in free energy (Δ) of the inhibitors from our ssMD simulation data. To accomplish this, we employed a previously described Kramers'-based rate extrapolation method and a newly described free energy extrapolation method. Because our ssMD approach is general, it should find utility as an easy-to-deploy, enhanced sampling method for modeling other dissociative processes.

摘要

分子动力学 (MD) 模拟可以成为模拟复杂离解过程(如配体解吸)的有力工具。然而,许多与生物学相关的离解过程发生的时间尺度远远超过典型 MD 模拟的时间尺度。在这里,我们实现并应用了一种增强采样方法,其中势能函数中的特定能量项被选择性地“缩放”,以在模拟过程中加速离解事件。我们以配体解吸作为复杂离解过程的一个例子,选择性地放大配体-水相互作用,以试图增加配体解吸的速率。在将我们的选择性缩放 MD(ssMD)方法应用于几个细胞周期蛋白依赖性激酶抑制剂复合物后,我们发现我们可以加速配体解吸,从而在某些情况下,允许配体在短短 2 ns 内解吸。此外,我们发现我们可以从我们的 ssMD 模拟数据中对抑制剂的初始解吸时间 (τ) 以及伴随的自由能变化 (Δ) 进行现实估计。为此,我们采用了先前描述的基于 Kramers 的速率外推法和新描述的自由能外推法。由于我们的 ssMD 方法具有通用性,因此它应该作为一种易于部署的增强采样方法,用于模拟其他离解过程。

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