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首页> 外文期刊>Journal of chemical theory and computation: JCTC >Oscillatory Diffusion and Second-Order Cyclostationarity in Alanine Tripeptide from Molecular Dynamics Simulation
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Oscillatory Diffusion and Second-Order Cyclostationarity in Alanine Tripeptide from Molecular Dynamics Simulation

机译:丙氨酸三肽的振荡扩散和二阶环平稳性的分子动力学模拟

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Molecular dynamics (MD) simulation distinctly describes motions of biomolecules at high resolution and can potentially be used to explain allosteric mechanism in subcellular processes. Statistical methods are necessary to realize this potential because MD simulations generate a large volume of data and because the analysis is never efficient, objective, or thorough without using appropriate statistical approaches. Tracing the flow of information within a biomolecule requires not only a description of an overall mechanism but also a multiscale statistical description from atomic interactions to the overall mechanism. The foundation of this multiscale description, in general, is a measure of correlation between motions of atoms or residues, as reflected by dynamic cross-correlation, Pearson correlation, or mutual information. However, these correlations can be inadequate because they assume wide sense stationarity, which means that the instantaneous average and correlation of a particular property are time-independent. Consequently, these measures of correlation cannot account for correlation between motions of different frequencies, since frequency implies oscillation and variation over time. Here, we characterize the nonstationarity in the form of pure oscillatory instantaneous variance in the signed dihedral angular accelerations (SDAA) along the main chain of alanine tripeptide in MD simulations by power spectrum, corrected squared envelope spectrum (CSES), and cross-CSES. This oscillation has a physical interpretation of an oscillatory diffusion. The fraction of this oscillation in all motions is as high as about 40% at some frequencies. This shows that oscillatory instantaneous variance exists in the SDAA and that significant correlation may not be accounted for in current correlation analysis. This oscillation is also found to transmit between dihedral angles. These results could have implications in the understanding of the dynamics of biomolecules.
机译:分子动力学(MD)模拟清楚地描述了高分辨率的生物分子运动,并有可能被用来解释亚细胞过程中的变构机制。统计方法对于实现这种潜力是必不可少的,因为MD模拟会生成大量数据,并且如果不使用适当的统计方法,分析就永远不会高效,客观或彻底。跟踪生物分子内的信息流不仅需要整体机制的描述,还需要从原子相互作用到整体机制的多尺度统计描述。通常,这种多尺度描述的基础是原子或残基运动之间的相关性度量,如动态互相关,皮尔逊相关性或互信息所反映的。但是,这些相关可能是不充分的,因为它们假定了广泛的平稳性,这意味着特定属性的瞬时平均值和相关与时间无关。因此,这些相关性度量不能解释不同频率的运动之间的相关性,因为频率暗示了振荡和随时间的变化。在这里,我们通过功率谱,校正平方包络谱(CSES)和交叉CSES,在MD模拟中沿丙氨酸三肽主链的有符号二面角加速度(SDAA)中的纯振荡瞬时方差形式表征了非平稳性。这种振荡具有振荡扩散的物理解释。在某些频率下,该振动在所有运动中的比例高达约40%。这表明SDAA中存在振荡瞬时方差,并且在当前的相关性分析中可能没有考虑到显着的相关性。还发现该振动在二面角之间传递。这些结果可能对理解生物分子的动力学有影响。

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