Protein folding simulations of 2D HP model by the genetic algorithm based on optimal secondary structures

被引:36
作者
Huang, Chenhua
Yang, Xiangbo [1 ]
He, Zhihong
机构
[1] S China Normal Univ, MOE Key Lab Laser Life Sci, Guangzhou 510631, Guangdong, Peoples R China
基金
中国国家自然科学基金;
关键词
Protein folding; HP model; Genetic algorithm; Secondary structure; STRUCTURE PREDICTION;
D O I
10.1016/j.compbiolchem.2010.04.002
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, based on the evolutionary Monte Carlo (EMC) algorithm, we have made four points of ameliorations and propose a so-called genetic algorithm based on optimal secondary structure (GAUSS) method to predict efficiently the protein folding conformations in the two-dimensional hydrophobic-hydrophilic (2D HP) model. Nine benchmarks are tested to verify the effectiveness of the proposed approach and the results show that for the listed benchmarks GAUSS can find the best solutions so far. It means that reasonable, effective and compact secondary structures (SSs) can avoid blind searches and can reduce time consuming significantly. On the other hand, as examples, we discuss the diversity of protein GSC for the 24-mer and 85-mer sequences. Several GSCs have been found by GAUSS and some of the conformations are quite different from each other. It would be useful for the designing of protein molecules. GAUSS would be an efficient tool for the protein structure predictions (PSP). (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:137 / 142
页数:6
相关论文
共 29 条
[21]  
Ruczinski I, 2002, PROTEINS, V48, P85, DOI 10.1002/prot.10123
[22]   TOUCHSTONE:: A unified approach to protein structure prediction [J].
Skolnick, J ;
Zhang, Y ;
Arakaki, AK ;
Kolinski, A ;
Boniecki, M ;
Szilágyi, A ;
Kihara, D .
PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS, 2003, 53 :469-479
[23]  
Skolnick J, 2000, PROTEINS, V38, P3, DOI 10.1002/(SICI)1097-0134(20000101)38:1<3::AID-PROT2>3.3.CO
[24]  
2-J
[25]   GENETIC ALGORITHMS FOR PROTEIN FOLDING SIMULATIONS [J].
UNGER, R ;
MOULT, J .
JOURNAL OF MOLECULAR BIOLOGY, 1993, 231 (01) :75-81
[26]   NUCLEATION, RAPID FOLDING, AND GLOBULAR INTRACHAIN REGIONS IN PROTEINS [J].
WETLAUFE.DB .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1973, 70 (03) :697-701
[27]   The protein structure prediction problem could be solved using the current PDB library [J].
Zhang, Y ;
Skolnick, J .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (04) :1029-1034
[28]   Automated structure prediction of weakly homologous proteins on a genomic scale' [J].
Zhang, Y ;
Skolnick, J .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (20) :7594-7599
[29]   LEVINTHALS PARADOX [J].
ZWANZIG, R ;
SZABO, A ;
BAGCHI, B .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1992, 89 (01) :20-22