A theoretical model for the collective motion of proteins by means of principal component analysis

被引:7
作者
Kamberaj, Hiqmet [1 ]
机构
[1] Int Balkan Univ, Fac Tech Sci, Avtokomanda Tashko Karaxha BB, Skopje, Macedonia
来源
CENTRAL EUROPEAN JOURNAL OF PHYSICS | 2011年 / 9卷 / 01期
关键词
principal component analysis; collective coordinates; Langevin equation; harmonic bath; MOLECULAR-DYNAMICS SIMULATIONS; POTENTIAL-ENERGY LANDSCAPE; QUANTUM LANGEVIN EQUATION; UNRES FORCE-FIELD; CROSS-CORRELATION ANALYSIS; COARSE-GRAINED MODELS; HIERARCHICAL DESIGN; HIV-1; PROTEASE; ATOMIC FLUCTUATIONS; POLYPEPTIDE MODEL;
D O I
10.2478/s11534-010-0048-2
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
A coarse grained model in the frame work of principal component analysis is presented. We used a bath of harmonic oscillators approach, based on classical mechanics, to derive the generalized Langevin equations of motion for the collective coordinates. The dynamics of the protein collective coordinates derived from molecular dynamics simulations have been studied for the Bovine Pancreatic Trypsin Inhibitor. We analyzed the stability of the method by studying structural fluctuations of the C (a) atoms obtained from a 20 ns molecular dynamics simulation. Subsequently, the dynamics of the collective coordinates of protein were characterized by calculating the dynamical friction coefficient and diffusion coefficients along with time-dependent correlation functions of collective coordinates. A dual diffusion behavior was observed with a fast relaxation time of short diffusion regime 0.2-0.4 ps and slow relaxation time of long diffusion about 1-2 ps. In addition, we observed a power law decay of dynamical friction coefficient with exponent for the first five collective coordinates varying from -0.746 to -0.938 for the real part and from -0.528 to -0.665 for its magnitude. It was found that only the first ten collective coordinates are responsible for configuration transitions occurring on time scale longer than 50 ps.
引用
收藏
页码:96 / 109
页数:14
相关论文
共 72 条
[1]  
Aalten D., 1995, Proteins, V22, P45
[2]  
AALTEN DV, 1997, J COMPUT CHEM, V18, P169
[3]   ESSENTIAL DYNAMICS OF PROTEINS [J].
AMADEI, A ;
LINSSEN, ABM ;
BERENDSEN, HJC .
PROTEINS-STRUCTURE FUNCTION AND GENETICS, 1993, 17 (04) :412-425
[4]  
Amadei A, 1999, PROTEINS, V35, P283, DOI 10.1002/(SICI)1097-0134(19990515)35:3<283::AID-PROT2>3.3.CO
[5]  
2-I
[6]   Inter-residue potentials in globular proteins and the dominance of highly specific hydrophilic interactions at close separation [J].
Bahar, I ;
Jernigan, RL .
JOURNAL OF MOLECULAR BIOLOGY, 1997, 266 (01) :195-214
[7]   Principal component analysis and long time protein dynamics [J].
Balsera, MA ;
Wriggers, W ;
Oono, Y ;
Schulten, K .
JOURNAL OF PHYSICAL CHEMISTRY, 1996, 100 (07) :2567-2572
[8]  
Balucani U., 1994, Dynamics of the Liquid State
[9]   QUANTUM LANGEVIN EQUATION [J].
BENGURIA, R ;
KAC, M .
PHYSICAL REVIEW LETTERS, 1981, 46 (01) :1-4
[10]   HARMONIC-ANALYSIS OF LARGE SYSTEMS .1. METHODOLOGY [J].
BROOKS, BR ;
JANEZIC, D ;
KARPLUS, M .
JOURNAL OF COMPUTATIONAL CHEMISTRY, 1995, 16 (12) :1522-1542