Application of tabu search strategy for finding low energy structure of protein

被引:19
作者
Blazewicz, J
Lukasiak, P
Milostan, M
机构
[1] Poznan Univ Tech, Inst Comp Sci, PL-60965 Poznan, Poland
[2] Polish Acad Sci, Inst Bioorgan Chem, PL-61704 Poznan, Poland
关键词
Tabu search; meta-heuristic; hydrophobic- hydrophitic lattice model; protein structure prediction;
D O I
10.1016/j.artmed.2005.02.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Objective: Understanding protein functionality would mean understanding the basics of life. This functionality follows a three-dimensional structure of proteins. Unfortunately till now it is not possible to obtain these structures artificially. This article offers a survey on the use of meta-heuristic methods in context of simplified models of protein folding. Methods: Tabu search (TS) strategy is one of the most successful meta-heuristics that has been applied for large number of optimization problems. In the paper, the application of TS for finding tow energy conformations of proteins in a simplified lattice model has been proposed. Results: The algorithm has been extensively tested and the tests showed its good performance. It compares well with the other heuristic approaches. Conclusions: The approach presented is competitive as compared with other methods and due to its low computation time can be used as a complementary tool for an analysis of the three-dimensional protein structures. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:135 / 145
页数:11
相关论文
共 21 条
[1]   KINETICS OF FORMATION OF NATIVE RIBONUCLEASE DURING OXIDATION OF REDUCED POLYPEPTIDE CHAIN [J].
ANFINSEN, CB ;
HABER, E ;
SELA, M ;
WHITE, FH .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1961, 47 (09) :1309-+
[2]   PRINCIPLES THAT GOVERN FOLDING OF PROTEIN CHAINS [J].
ANFINSEN, CB .
SCIENCE, 1973, 181 (4096) :223-230
[3]  
[Anonymous], 2003, RECOMB 03, DOI DOI 10.1145/640075.640099
[4]   Protein folding in the hydrophobic-hydrophilic (HP) model is NP-complete [J].
Berger, B ;
Leighton, T .
JOURNAL OF COMPUTATIONAL BIOLOGY, 1998, 5 (01) :27-40
[5]   A fast conformational search strategy for finding low energy structures of model proteins [J].
Beutler, TC ;
Dill, KA .
PROTEIN SCIENCE, 1996, 5 (10) :2037-2043
[6]  
BLAZEWICZ J, 2004, COMPUTATIONAL METHOD, V10, P7
[7]  
Branden C., 1999, INTROD PROTEIN STRUC, P89, DOI [10.1016/0307-4412(92)90129-A., DOI 10.1016/0307-4412(92)90129-A]
[8]   On the complexity of protein folding [J].
Crescenzi, P ;
Goldman, D ;
Papadimitriou, C ;
Piccolboni, A ;
Yannakakis, M .
JOURNAL OF COMPUTATIONAL BIOLOGY, 1998, 5 (03) :423-465
[9]   Polymer principles and protein folding [J].
Dill, KA .
PROTEIN SCIENCE, 1999, 8 (06) :1166-1180
[10]   THEORY FOR THE FOLDING AND STABILITY OF GLOBULAR-PROTEINS [J].
DILL, KA .
BIOCHEMISTRY, 1985, 24 (06) :1501-1509