GRID: A high-resolution protein structure refinement algorithm

被引:7
作者
Chitsaz, Mohsen [1 ]
Mayo, Stephen L. [2 ,3 ]
机构
[1] CALTECH, Pasadena, CA 91125 USA
[2] CALTECH, Div Biol, Pasadena, CA 91125 USA
[3] CALTECH, Div Chem & Chem Engn, Pasadena, CA 91125 USA
关键词
protein structure refinement; flexible backbone; energy-based refinement; conformational search; backrub motion; STRUCTURE PREDICTION;
D O I
10.1002/jcc.23151
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The energy-based refinement of protein structures generated by fold prediction algorithms to atomic-level accuracy remains a major challenge in structural biology. Energy-based refinement is mainly dependent on two components: (1) sufficiently accurate force fields, and (2) efficient conformational space search algorithms. Focusing on the latter, we developed a high-resolution refinement algorithm called GRID. It takes a three-dimensional protein structure as input and, using an all-atom force field, attempts to improve the energy of the structure by systematically perturbing backbone dihedrals and side-chain rotamer conformations. We compare GRID to Backrub, a stochastic algorithm that has been shown to predict a significant fraction of the conformational changes that occur with point mutations. We applied GRID and Backrub to 10 high-resolution ( 2.8 angstrom) crystal structures from the Protein Data Bank and measured the energy improvements obtained and the computation times required to achieve them. GRID resulted in energy improvements that were significantly better than those attained by Backrub while expending about the same amount of computational resources. GRID resulted in relaxed structures that had slightly higher backbone RMSDs compared to Backrub relative to the starting crystal structures. The average RMSD was 0.25 +/- 0.02 angstrom for GRID versus 0.14 +/- 0.04 angstrom for Backrub. These relatively minor deviations indicate that both algorithms generate structures that retain their original topologies, as expected given the nature of the algorithms. (c) 2012 Wiley Periodicals, Inc.
引用
收藏
页码:445 / 450
页数:6
相关论文
共 33 条
[1]   PRINCIPLES THAT GOVERN FOLDING OF PROTEIN CHAINS [J].
ANFINSEN, CB .
SCIENCE, 1973, 181 (4096) :223-230
[2]   Protein structure prediction and structural genomics [J].
Baker, D ;
Sali, A .
SCIENCE, 2001, 294 (5540) :93-96
[3]   Toward high-resolution de novo structure prediction for small proteins [J].
Bradley, P ;
Misura, KMS ;
Baker, D .
SCIENCE, 2005, 309 (5742) :1868-1871
[4]   Solvent dramatically affects protein structure refinement [J].
Chopra, Gaurav ;
Summa, Christopher M. ;
Levitt, Michael .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (51) :20239-20244
[5]  
CREIGHTON TE, 1990, BIOCHEM J, V270, P1
[6]   The backrub motion: How protein backbone shrugs when a sidechain dances [J].
Davis, IW ;
Arendall, WB ;
Richardson, DC ;
Richardson, JS .
STRUCTURE, 2006, 14 (02) :265-274
[7]   DOMINANT FORCES IN PROTEIN FOLDING [J].
DILL, KA .
BIOCHEMISTRY, 1990, 29 (31) :7133-7155
[8]   Bayesian statistical analysis of protein side-chain rotamer preferences [J].
Dunbrack, RL ;
Cohen, FE .
PROTEIN SCIENCE, 1997, 6 (08) :1661-1681
[9]   A simple model of backbone flexibility improves modeling of side-chain conformational variability [J].
Friedland, Gregory D. ;
Linares, Anthony J. ;
Smith, Colin A. ;
Kortemme, Tanja .
JOURNAL OF MOLECULAR BIOLOGY, 2008, 380 (04) :757-774
[10]   Algorithm for backrub motions in protein design [J].
Georgiev, Ivelin ;
Keedy, Daniel ;
Richardson, Jane S. ;
Richardson, David C. ;
Donald, Bruce R. .
BIOINFORMATICS, 2008, 24 (13) :I196-I204