Molecular Structure and Function Programme, Hospital for Sick Children and Department of Biochemistry, University of Toronto, Toronto, Ontario, Canada.
Biophys J. 2010 Feb 3;98(3):386-95. doi: 10.1016/j.bpj.2009.10.034.
We use principal component analysis (PCA) to detect functionally interesting collective motions in molecular-dynamics simulations of membrane-bound gramicidin A. We examine the statistical and structural properties of all PCA eigenvectors and eigenvalues for the backbone and side-chain atoms. All eigenvalue spectra show two distinct power-law scaling regimes, quantitatively separating large from small covariance motions. Time trajectories of the largest PCs converge to Gaussian distributions at long timescales, but groups of small-covariance PCs, which are usually ignored as noise, have subdiffusive distributions. These non-Gaussian distributions imply anharmonic motions on the free-energy surface. We characterize the anharmonic components of motion by analyzing the mean-square displacement for all PCs. The subdiffusive components reveal picosecond-scale oscillations in the mean-square displacement at frequencies consistent with infrared measurements. In this regime, the slowest backbone mode exhibits tilting of the peptide planes, which allows carbonyl oxygen atoms to provide surrogate solvation for water and cation transport in the channel lumen. Higher-frequency modes are also apparent, and we describe their vibrational spectra. Our findings expand the utility of PCA for quantifying the essential features of motion on the anharmonic free-energy surface made accessible by atomistic molecular-dynamics simulations.
我们使用主成分分析(PCA)来检测膜结合短杆菌肽 A 的分子动力学模拟中功能有趣的集体运动。我们检查了骨干原子和侧链原子的所有 PCA 特征向量和特征值的统计和结构性质。所有特征值谱都显示出两个明显的幂律标度区域,定量地将大协方差运动与小协方差运动分开。最大 PC 的时间轨迹在长时间尺度上收敛于高斯分布,但通常被视为噪声的小协方差 PC 群具有亚扩散分布。这些非高斯分布意味着自由能表面上存在非谐运动。我们通过分析所有 PC 的均方位移来描述运动的非谐分量。亚扩散分量揭示了均方位移的皮秒级振荡,其频率与红外测量一致。在该区域中,最慢的骨干模式表现出肽平面的倾斜,这允许羰基氧原子为水提供替代溶剂,并在通道腔中进行阳离子运输。也出现了更高频率的模式,我们描述了它们的振动光谱。我们的发现扩展了 PCA 在量化由原子分子动力学模拟提供的非谐自由能表面上运动的基本特征方面的应用。