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利用分子动力学模拟增强构象采样来加速蛋白质折叠。

Faster protein folding using enhanced conformational sampling of molecular dynamics simulation.

机构信息

Department of Computer Engineering, Faculty of Engineering, International Balkan University, Tashko Karadza 11A, Skopje, Republic of Macedonia.

出版信息

J Mol Graph Model. 2018 May;81:32-49. doi: 10.1016/j.jmgm.2018.02.008. Epub 2018 Feb 22.

Abstract

In this study, we applied swarm particle-like molecular dynamics (SPMD) approach to enhance conformational sampling of replica exchange simulations. In particular, the approach showed significant improvement in sampling efficiency of conformational phase space when combined with replica exchange method (REM) in computer simulation of peptide/protein folding. First we introduce the augmented dynamical system of equations, and demonstrate the stability of the algorithm. Then, we illustrate the approach by using different fully atomistic and coarse-grained model systems, comparing them with the standard replica exchange method. In addition, we applied SPMD simulation to calculate the time correlation functions of the transitions in a two dimensional surface to demonstrate the enhancement of transition path sampling. Our results showed that folded structure can be obtained in a shorter simulation time using the new method when compared with non-augmented dynamical system. Typically, in less than 0.5 ns using replica exchange runs assuming that native folded structure is known and within simulation time scale of 40 ns in the case of blind structure prediction. Furthermore, the root mean square deviations from the reference structures were less than 2Å. To demonstrate the performance of new method, we also implemented three simulation protocols using CHARMM software. Comparisons are also performed with standard targeted molecular dynamics simulation method.

摘要

在这项研究中,我们应用群体粒子似分子动力学(SPMD)方法来增强复制交换模拟的构象采样。特别是,在肽/蛋白质折叠的计算机模拟中,该方法与复制交换方法(REM)结合使用时,在构象相空间的采样效率方面显示出了显著的提高。首先,我们引入了增强的动力系统方程,并证明了算法的稳定性。然后,我们使用不同的全原子和粗粒模型系统来说明该方法,并将其与标准的复制交换方法进行比较。此外,我们还应用 SPMD 模拟来计算二维表面跃迁的时间相关函数,以证明跃迁路径采样的增强。我们的结果表明,与非增强动力学系统相比,使用新方法可以在更短的模拟时间内获得折叠结构。通常,在假设已知天然折叠结构的情况下,使用复制交换运行可以在不到 0.5ns 的时间内完成,而在盲结构预测的情况下,模拟时间可以达到 40ns。此外,从参考结构的均方根偏差小于 2Å。为了证明新方法的性能,我们还使用 CHARMM 软件实现了三种模拟方案。并与标准的靶向分子动力学模拟方法进行了比较。

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