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Multiplexed-Replica Exchange Molecular Dynamics Method for Protein Folding Simulation

机译:蛋白质折叠模拟的多重复制交换分子动力学方法

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摘要

Simulating protein folding thermodynamics starting purely from a protein sequence is a grand challenge of computational biology. Here, we present an algorithm to calculate a canonical distribution from molecular dynamics simulation of protein folding. This algorithm is based on the replica exchange method where the kinetic trapping problem is overcome by exchanging noninteracting replicas simulated at different temperatures. Our algorithm uses multiplexed-replicas with a number of independent molecular dynamics runs at each temperature. Exchanges of configurations between these multiplexed-replicas are also tried, rendering the algorithm applicable to large-scale distributed computing (i.e., highly heterogeneous parallel computers with processors having different computational power). We demonstrate the enhanced sampling of this algorithm by simulating the folding thermodynamics of a 23 amino acid miniprotein. We show that better convergence is achieved compared to constant temperature molecular dynamics simulation, with an efficient scaling to large number of computer processors. Indeed, this enhanced sampling results in (to our knowledge) the first example of a replica exchange algorithm that samples a folded structure starting from a completely unfolded state.
机译:仅从蛋白质序列开始模拟蛋白质折叠热力学是计算生物学的一大挑战。在这里,我们提出了一种从蛋白质折叠的分子动力学模拟中计算规范分布的算法。该算法基于复制品交换方法,该方法通过交换在不同温度下模拟的非交互复制品来克服动力学捕获问题。我们的算法使用在每个温度下具有多个独立分子动力学的多重复制。还尝试了在这些多路复用副本之间交换配置,从而使该算法适用于大规模分布式计算(即,具有不同计算能力的处理器的高度异构的并行计算机)。我们通过模拟23个氨基酸的小蛋白的折叠热力学,证明了该算法的增强采样。我们表明,与恒温分子动力学模拟相比,可以实现更好的收敛,并且可以有效地扩展到大量计算机处理器。确实,这种增强的采样导致(据我们所知)副本交换算法的第一个示例,该算法从完全展开的状态开始对折叠的结构进行采样。

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