Which similarity measure is better for analyzing protein structures in a molecular dynamics trajectory?

被引:26
作者
Cossio, Pilar [1 ,2 ]
Laio, Alessandro [1 ,2 ]
Pietrucci, Fabio [3 ]
机构
[1] SISSA, I-34136 Trieste, Italy
[2] CNR INFM DEMOCRITOS, I-34136 Trieste, Italy
[3] Ecole Polytech Fed Lausanne EPFL, Ctr Europe Calcul Atom & Mol CECAM, Stn 13, CH-1015 Lausanne, Switzerland
关键词
VILLIN HEADPIECE; SIMULATION; PERFORMANCE; NETWORKS;
D O I
10.1039/c0cp02675a
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
An important step in the computer simulation of the dynamics of biomolecules is the comparison of structures in a trajectory by exploiting a measure of distance. This allows distinguishing structures which are geometrically similar from those which are different. By analyzing microseconds-long all-atom molecular dynamics simulations of a polypeptide, we find that a distance based on backbone dihedral angles performs very well in distinguishing structures that are kinetically correlated from those that are not, while the widely used C-alpha root mean square distance performs more poorly. The root mean square difference between contact matrices turns out instead to be the metric providing the highest clustering coefficient, namely, according to this similarity measure, the neighbors of a structure are also, on average, neighbors among themselves. We also propose a combined distance measure which, for the system considered here, performs well both for distinguishing structures which are distant in time and for giving a consistent cluster analysis.
引用
收藏
页码:10421 / 10425
页数:5
相关论文
共 27 条
[1]   The architecture of complex weighted networks [J].
Barrat, A ;
Barthélemy, M ;
Pastor-Satorras, R ;
Vespignani, A .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (11) :3747-3752
[2]  
Becker OM, 1997, PROTEINS, V27, P213, DOI 10.1002/(SICI)1097-0134(199702)27:2<213::AID-PROT8>3.0.CO
[3]  
2-G
[4]   Coarse master equations for peptide folding dynamics [J].
Buchete, Nicolae-Viorel ;
Hummer, Gerhard .
JOURNAL OF PHYSICAL CHEMISTRY B, 2008, 112 (19) :6057-6069
[5]   1001 optimal PDB structure alignments: Integer programming methods for finding the maximum contact map overlap [J].
Caprara, A ;
Carr, R ;
Istrail, S ;
Lancia, G ;
Walenz, B .
JOURNAL OF COMPUTATIONAL BIOLOGY, 2004, 11 (01) :27-52
[6]   Automatic discovery of metastable states for the construction of Markov models of macromolecular conformational dynamics [J].
Chodera, John D. ;
Singhal, Nina ;
Pande, Vijay S. ;
Dill, Ken A. ;
Swope, William C. .
JOURNAL OF CHEMICAL PHYSICS, 2007, 126 (15)
[7]   Exploring the Universe of Protein Structures beyond the Protein Data Bank [J].
Cossio, Pilar ;
Trovato, Antonio ;
Pietrucci, Fabio ;
Seno, Flavio ;
Maritan, Amos ;
Laio, Alessandro .
PLOS COMPUTATIONAL BIOLOGY, 2010, 6 (11)
[8]  
Daura X, 1999, ANGEW CHEM INT EDIT, V38, P236, DOI 10.1002/(SICI)1521-3773(19990115)38:1/2<236::AID-ANIE236>3.3.CO
[9]  
2-D
[10]   A point-charge force field for molecular mechanics simulations of proteins based on condensed-phase quantum mechanical calculations [J].
Duan, Y ;
Wu, C ;
Chowdhury, S ;
Lee, MC ;
Xiong, GM ;
Zhang, W ;
Yang, R ;
Cieplak, P ;
Luo, R ;
Lee, T ;
Caldwell, J ;
Wang, JM ;
Kollman, P .
JOURNAL OF COMPUTATIONAL CHEMISTRY, 2003, 24 (16) :1999-2012