Optimal Coarse-Grained Site Selection in Elastic Network Models of Biomolecules

被引:20
|
作者
Diggins, Patrick [1 ]
Liu, Changjiang [1 ,2 ]
Deserno, Markus [1 ]
Potestio, Raffaello [3 ,4 ]
机构
[1] Carnegie Mellon Univ, Dept Phys, Pittsburgh, PA 15213 USA
[2] Univ Michigan, Dept Biophys, Ann Arbor, MI 48109 USA
[3] Univ Trento, Dept Phys, Via Sommar 14, I-38123 Trento, Italy
[4] Trento Inst Fundamental Phys & Applicat, INFN TIFPA, I-38123 Trento, Italy
基金
欧洲研究理事会;
关键词
MOLECULAR-DYNAMICS SIMULATIONS; DECOMPOSING PROTEINS; COMPUTER-SIMULATION; ADENYLATE KINASE; SINGLE-PARAMETER; MOTIONS; FLUCTUATIONS; RNA; REPRESENTATIONS; COMPLEXES;
D O I
10.1021/acs.jctc.8b00654
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
Elastic network models, simple structure-based representations of biomolecules where atoms interact via short-range harmonic potentials, provide great insight into a molecule's internal dynamics and mechanical properties at extremely low computational cost. Their efficiency and effectiveness have made them a pivotal instrument in the computer-aided study of proteins and, since a few years, also of nucleic acids. In general, the coarse-grained sites, i.e. those effective force centers onto which the all-atom structure is mapped, are constructed based on intuitive rules: a typical choice for proteins is to retain only the C-alpha atoms of each amino acid. However, a mapping strategy relying only on the atom type and not the local properties of its embedding can be suboptimal compared to a more careful selection. Here, we present a strategy in which the subset of atoms, each of which is mapped onto a unique coarse-grained site of the model, is selected in a stochastic search aimed at optimizing a cost function. The latter is taken to be a simple measure of the consistency between the harmonic approximation of an elastic network model and the harmonic model obtained through exact integration of the discarded degrees of freedom. The method is applied to two representatives of structurally very different types of biomolecules: the protein adenylate kinase and the RNA molecule adenine riboswitch. Our analysis quantifies the substantial impact that an algorithm-driven selection of coarse-grained sites can have on a model's properties.
引用
收藏
页码:648 / 664
页数:17
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