Principal Component Analysis for Protein Folding Dynamics

JOURNAL OF MOLECULAR BIOLOGY

卷:385

Article

Maisuradze, Gia G.¹  Liwo, Adam¹  Scheraga, Harold A.¹ 

[1] Cornell Univ, Baker Lab Chem & Chem Biol, Ithaca, NY 14853 USA

关键词: principal component analysis;    1E0L;    UNRES force field;    folding dynamics;    anomalous diffusion;   

DOI  :  10.1016/j.jmb.2008.10.018

来源: Elsevier

【 摘 要 】

Protein folding is considered here by studying the dynamics of the folding of the triple beta-strand WW domain from the Formin-binding protein 28. Starting from the unfolded state and ending either in the native or normative conformational states, trajectories are generated with the coarse-grained united residue (UNRES) force field. The effectiveness of principal components analysis (PCA), an already established mathematical technique for finding global, correlated motions in atomic simulations of proteins, is evaluated here for coarse-grained trajectories. The problems related to PCA and their solutions are discussed. The folding and nonfolding of proteins are examined with free-energy landscapes. Detailed analyses of many folding and nonfolding trajectories at different temperatures show that PCA is very efficient for characterizing the general folding and nonfolding features of proteins. It is shown that the first principal component captures and describes in detail the dynamics of a system. Anomalous diffusion in the folding/nonfolding dynamics is examined by the mean-square displacement (MSD) and the fractional diffusion and fractional kinetic equations. The collisionless (or ballistic) behavior of a polypeptide undergoing Brownian motion along the first few principal components is accounted for. (C) 2008 Elsevier Ltd. All rights reserved.

【 授权许可】

Free