Efficient Evaluation of Sampling Quality of Molecular Dynamics Simulations by Clustering of Dihedral Torsion Angles and Sammon Mapping

被引:16
作者
Frickenhaus, Stephan [1 ]
Kannan, Srinivasaraghavan [2 ]
Zacharias, Martin [2 ]
机构
[1] Alfred Wegener Inst Polar & Marine Res, Bremerhaven, Germany
[2] Jacobs Univ Bremen, Sch Sci & Engn, Bremen, Germany
关键词
wrapped dihedral PCA; prime clustering; sampling quality; replica MD; Sammon mapping; CONFORMATIONAL-ANALYSIS; AQUEOUS-SOLUTION; MET-ENKEPHALIN; FORCE-FIELD; PEPTIDE; LANDSCAPE; PROTEINS; ENTROPY; ENERGY; TOOL;
D O I
10.1002/jcc.21076
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
A direct conformational clustering and mapping approach for peptide conformations based oil backbone dihedral angles has been developed and applied to compare conformational sampling, of Met-enkephalin using two molecular dynamics (MD) methods. Efficient clustering in dihedrals has been achieved by evaluating all combinations resulting from independent clustering of each dihedral angle distribution, thus resolving all conformational substates. In contrast. Cartesian clustering was unable to accurately distinguish between all substates. Projection of clusters on dihedral principal component (PCA) subspaces did not result in efficient separation of highly populated clusters. However. representation in a nonlinear metric by Sammon mapping was able to separate well the 48 highest populated clusters in just two dimensions. In addition, this approach also allowed us to visualize the transition frequencies between clusters efficiently. Significantly, higher transition frequencies between more distinct conformational substates were found for a recently developed biasing-potential replica exchange MD simulation method allowing faster sampling of possible substates compared to conventional MD simulations. Although the number of theoretically possible clusters grows experientially with peptide length, in practice, the number Of Clusters is Only limited by the sampling size (typically much smaller), and therefore the method is well suited also for large systems. The approach could be useful to rapidly and accurately evaluate conformational sampling during MD simulations, to compare different sampling strategies and eventually to detect kinetic bottlenecks in folding pathways. (C) 2008 Wiley Periodicals, Inc.
引用
收藏
页码:479 / 492
页数:14
相关论文
共 38 条
[31]   A NONLINEAR MAPPING FOR DATA STRUCTURE ANALYSIS [J].
SAMMON, JW .
IEEE TRANSACTIONS ON COMPUTERS, 1969, C 18 (05) :401-&
[32]   Structure of Met-enkephalin in explicit aqueous solution using replica exchange molecular dynamics [J].
Sanbonmatsu, KY ;
García, AE .
PROTEINS-STRUCTURE FUNCTION AND GENETICS, 2002, 46 (02) :225-234
[33]   A method for evaluating the structural quality of protein models by using higher-order φ-ψ pairs scoring [J].
Sims, GE ;
Kim, SH .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2006, 103 (12) :4428-4432
[34]  
Venables W. N., 2002, Modern Applied Statistics with S, V4th ed.
[35]   2D entropy of discrete molecular ensembles [J].
Wang, J ;
Brüschweiler, R .
JOURNAL OF CHEMICAL THEORY AND COMPUTATION, 2006, 2 (01) :18-24
[36]   Automatic parameterization of force field by systematic search and genetic algorithms [J].
Wang, JM ;
Kollman, PA .
JOURNAL OF COMPUTATIONAL CHEMISTRY, 2001, 22 (12) :1219-1228
[37]   THE CONFORMATIONS OF CYCLIC (1-]2)-BETA-D-GLUCANS - APPLICATION OF MULTIDIMENSIONAL CLUSTERING ANALYSIS TO CONFORMATIONAL DATA SETS OBTAINED BY METROPOLIS MONTE-CARLO CALCULATIONS [J].
YORK, WS ;
THOMSEN, JU ;
MEYER, B .
CARBOHYDRATE RESEARCH, 1993, 248 :55-80
[38]  
OPEN SOURCE R PACKAG