What makes it difficult to refine protein models further via molecular dynamics simulations?

被引:28
作者
Heo, Lim [1 ]
Feig, Michael [1 ]
机构
[1] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA
关键词
protein structure prediction; structure refinement; molecular dynamics simulation; CASP; Markov state models; homology models; STRUCTURE PREDICTION; STRUCTURE SELECTION; LIBRARY;
D O I
10.1002/prot.25393
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Protein structure refinement remains a challenging yet important problem as it has the potential to bring already accurate template-based models to near-native resolution. Refinement based on molecular dynamics simulations has been a highly promising approach and the performance of MD-based refinement in the Feig group during CASP12 is described here. During CASP12, sampling was extended well into the microsecond scale, an improved force field was applied, and new protocol variations were tested. Progress over previous rounds of CASP was found to be limited which is analyzed in terms of the quality of the initial models and dependency on the amount of sampling and refinement protocol variations. As current MD-based refinement protocols appear to be reaching a plateau, detailed analysis is presented to provide new insight into the major challenges towards more extensive structure refinement, focusing in particular on sampling with and without restraints.
引用
收藏
页码:177 / 188
页数:12
相关论文
共 33 条
[1]   MSMBuilder2: Modeling Conformational Dynamics on the Picosecond to Millisecond Scale [J].
Beauchamp, Kyle A. ;
Bowman, Gregory R. ;
Lane, Thomas J. ;
Maibaum, Lutz ;
Haque, Imran S. ;
Pande, Vijay S. .
JOURNAL OF CHEMICAL THEORY AND COMPUTATION, 2011, 7 (10) :3412-3419
[2]   CHARMM: The Biomolecular Simulation Program [J].
Brooks, B. R. ;
Brooks, C. L., III ;
Mackerell, A. D., Jr. ;
Nilsson, L. ;
Petrella, R. J. ;
Roux, B. ;
Won, Y. ;
Archontis, G. ;
Bartels, C. ;
Boresch, S. ;
Caflisch, A. ;
Caves, L. ;
Cui, Q. ;
Dinner, A. R. ;
Feig, M. ;
Fischer, S. ;
Gao, J. ;
Hodoscek, M. ;
Im, W. ;
Kuczera, K. ;
Lazaridis, T. ;
Ma, J. ;
Ovchinnikov, V. ;
Paci, E. ;
Pastor, R. W. ;
Post, C. B. ;
Pu, J. Z. ;
Schaefer, M. ;
Tidor, B. ;
Venable, R. M. ;
Woodcock, H. L. ;
Wu, X. ;
Yang, W. ;
York, D. M. ;
Karplus, M. .
JOURNAL OF COMPUTATIONAL CHEMISTRY, 2009, 30 (10) :1545-1614
[3]   Can molecular dynamics simulations provide high-resolution refinement of protein structure? [J].
Chen, Jianhan ;
Brooks, Charles L., III .
PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS, 2007, 67 (04) :922-930
[4]   PARTICLE MESH EWALD - AN N.LOG(N) METHOD FOR EWALD SUMS IN LARGE SYSTEMS [J].
DARDEN, T ;
YORK, D ;
PEDERSEN, L .
JOURNAL OF CHEMICAL PHYSICS, 1993, 98 (12) :10089-10092
[5]   Protein structure refinement with adaptively restrained homologous replicas [J].
Della Corte, Dennis ;
Wildberg, Andre ;
Schroeder, Gunnar F. .
PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS, 2016, 84 :302-313
[6]   OpenMM 4: A Reusable, Extensible, Hardware Independent Library for High Performance Molecular Simulation [J].
Eastman, Peter ;
Friedrichs, Mark S. ;
Chodera, John D. ;
Radmer, Randall J. ;
Bruns, Christopher M. ;
Ku, Joy P. ;
Beauchamp, Kyle A. ;
Lane, Thomas J. ;
Wang, Lee-Ping ;
Shukla, Diwakar ;
Tye, Tony ;
Houston, Mike ;
Stich, Timo ;
Klein, Christoph ;
Shirts, Michael R. ;
Pande, Vijay S. .
JOURNAL OF CHEMICAL THEORY AND COMPUTATION, 2013, 9 (01) :461-469
[7]   MMTSB Tool Set: enhanced sampling and multiscale modeling methods for applications in structural biology [J].
Feig, M ;
Karanicolas, J ;
Brooks, CL .
JOURNAL OF MOLECULAR GRAPHICS & MODELLING, 2004, 22 (05) :377-395
[8]   Protein structure refinement via molecular-dynamics simulations: What works and what does not? [J].
Feig, Michael ;
Mirjalili, Vahid .
PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS, 2016, 84 :282-292
[9]   Computational protein structure refinement: almost there, yet still so far to go [J].
Feig, Michael .
WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL MOLECULAR SCIENCE, 2017, 7 (03)
[10]   Local Protein Structure Refinement via Molecular Dynamics Simulations with locPREFMD [J].
Feig, Michael .
JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2016, 56 (07) :1304-1312