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分子动力学的主成分分析:笛卡尔坐标与内坐标的使用

Principal component analysis of molecular dynamics: on the use of Cartesian vs. internal coordinates.

作者信息

Sittel Florian, Jain Abhinav, Stock Gerhard

机构信息

Biomolecular Dynamics, Institute of Physics and Freiburg Institute for Advanced Studies (FRIAS), Albert Ludwigs University, 79104 Freiburg, Germany.

出版信息

J Chem Phys. 2014 Jul 7;141(1):014111. doi: 10.1063/1.4885338.

Abstract

Principal component analysis of molecular dynamics simulations is a popular method to account for the essential dynamics of the system on a low-dimensional free energy landscape. Using Cartesian coordinates, first the translation and overall rotation need to be removed from the trajectory. Since the rotation depends via the moment of inertia on the molecule's structure, this separation is only straightforward for relatively rigid systems. Adopting millisecond molecular dynamics simulations of the folding of villin headpiece and the functional dynamics of BPTI provided by D. E. Shaw Research, it is demonstrated via a comparison of local and global rotational fitting that the structural dynamics of flexible molecules necessarily results in a mixing of overall and internal motion. Even for the small-amplitude functional motion of BPTI, the conformational distribution obtained from a Cartesian principal component analysis therefore reflects to some extend the dominant overall motion rather than the much smaller internal motion of the protein. Internal coordinates such as backbone dihedral angles, on the other hand, are found to yield correct and well-resolved energy landscapes for both examples. The virtues and shortcomings of the choice of various fitting schemes and coordinate sets as well as the generality of these results are discussed in some detail.

摘要

分子动力学模拟的主成分分析是一种常用方法,用于在低维自由能面上描述系统的基本动力学。使用笛卡尔坐标时,首先需要从轨迹中去除平移和整体旋转。由于旋转通过转动惯量取决于分子结构,这种分离仅对相对刚性的系统较为直接。采用D. E. 肖研究公司提供的肌动蛋白头部片段折叠的毫秒级分子动力学模拟以及抑肽酶的功能动力学,通过局部和全局旋转拟合的比较表明,柔性分子的结构动力学必然导致整体运动和内部运动的混合。因此,即使对于抑肽酶的小幅度功能运动,从笛卡尔主成分分析获得的构象分布在一定程度上反映的是占主导的整体运动,而非蛋白质小得多的内部运动。另一方面,发现诸如主链二面角等内部坐标对于这两个例子都能产生正确且分辨率良好的能量面。本文详细讨论了各种拟合方案和坐标集选择的优缺点以及这些结果的普遍性。

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