Three-dimensional protein structure prediction: Methods and computational strategies

被引:132
作者
Dorn, Marcio [1 ]
Barbachan e Silva, Mariel [2 ]
Buriol, Luciana S. [1 ]
Lamb, Luis C. [1 ]
机构
[1] Univ Fed Rio Grande do Sul, Inst Informat, BR-91501970 Porto Alegre, RS, Brazil
[2] Univ Fed Rio Grande do Sul, Ctr Biotechnol, BR-91501970 Porto Alegre, RS, Brazil
关键词
Three-dimensional protein structure prediction; Structural bioinformatics; Ab initio methods; Knowledge-based methods; MULTIPLE SEQUENCE ALIGNMENT; POTENTIAL-ENERGY FUNCTIONS; UNRES FORCE-FIELD; AB-INITIO PREDICTION; MOLECULAR-DYNAMICS SIMULATIONS; SECONDARY STRUCTURE PREDICTION; MEMBRANE-BOUND PORTION; HIDDEN MARKOV-MODELS; FOLD-RECOGNITION; SIDE-CHAIN;
D O I
10.1016/j.compbiolchem.2014.10.001
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A long standing problem in structural bioinformatics is to determine the three-dimensional (3-D) structure of a protein when only a sequence of amino acid residues is given. Many computational methodologies and algorithms have been proposed as a solution to the 3-D Protein Structure Prediction (3-D-PSP) problem. These methods can be divided in four main classes: (a) first principle methods without database information; (b) first principle methods with database information; (c) fold recognition and threading methods; and (d) comparative modeling methods and sequence alignment strategies. Deterministic computational techniques, optimization techniques, data mining and machine learning approaches are typically used in the construction of computational solutions for the PSP problem. Our main goal with this work is to review the methods and computational strategies that are currently used in 3-D protein prediction. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:251 / 276
页数:26
相关论文
共 476 条
[61]   Assessment of CASP8 structure predictions for template free targets [J].
Ben-David, Moshe ;
Noivirt-Brik, Orly ;
Paz, Aviv ;
Prilusky, Jaime ;
Sussman, Joel L. ;
Levy, Yaakov .
PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS, 2009, 77 :50-65
[62]   MULTICANONICAL ALGORITHMS FOR 1ST ORDER PHASE-TRANSITIONS [J].
BERG, BA ;
NEUHAUS, T .
PHYSICS LETTERS B, 1991, 267 (02) :249-253
[63]   The Protein Data Bank [J].
Berman, HM ;
Westbrook, J ;
Feng, Z ;
Gilliland, G ;
Bhat, TN ;
Weissig, H ;
Shindyalov, IN ;
Bourne, PE .
NUCLEIC ACIDS RESEARCH, 2000, 28 (01) :235-242
[64]   Optimization of the Additive CHARMM All-Atom Protein Force Field Targeting Improved Sampling of the Backbone φ, ψ and Side-Chain χ1 and χ2 Dihedral Angles [J].
Best, Robert B. ;
Zhu, Xiao ;
Shim, Jihyun ;
Lopes, Pedro E. M. ;
Mittal, Jeetain ;
Feig, Michael ;
MacKerell, Alexander D., Jr. .
JOURNAL OF CHEMICAL THEORY AND COMPUTATION, 2012, 8 (09) :3257-3273
[65]   SWISS-MODEL: modelling protein tertiary and quaternary structure using evolutionary information [J].
Biasini, Marco ;
Bienert, Stefan ;
Waterhouse, Andrew ;
Arnold, Konstantin ;
Studer, Gabriel ;
Schmidt, Tobias ;
Kiefer, Florian ;
Cassarino, Tiziano Gallo ;
Bertoni, Martino ;
Bordoli, Lorenza ;
Schwede, Torsten .
NUCLEIC ACIDS RESEARCH, 2014, 42 (W1) :W252-W258
[66]   AMPLE: a cluster-and-truncate approach to solve the crystal structures of small proteins using rapidly computed ab initio models [J].
Bibby, Jaclyn ;
Keegan, Ronan M. ;
Mayans, Olga ;
Winn, Martyn D. ;
Rigden, Daniel J. .
ACTA CRYSTALLOGRAPHICA SECTION D-STRUCTURAL BIOLOGY, 2012, 68 :1622-1631
[67]   CABS-fold: server for the de novo and consensus-based prediction of protein structure [J].
Blaszczyk, Maciej ;
Jamroz, Michal ;
Kmiecik, Sebastian ;
Kolinski, Andrzej .
NUCLEIC ACIDS RESEARCH, 2013, 41 (W1) :W406-W411
[68]   KNOWLEDGE-BASED PREDICTION OF PROTEIN STRUCTURES AND THE DESIGN OF NOVEL MOLECULES [J].
BLUNDELL, TL ;
SIBANDA, BL ;
STERNBERG, MJE ;
THORNTON, JM .
NATURE, 1987, 326 (6111) :347-352
[69]   Potential energy functions for protein design [J].
Boas, F. Edward ;
Harbury, Pehr B. .
CURRENT OPINION IN STRUCTURAL BIOLOGY, 2007, 17 (02) :199-204
[70]   Ab initio protein structure prediction: Progress and prospects [J].
Bonneau, R ;
Baker, D .
ANNUAL REVIEW OF BIOPHYSICS AND BIOMOLECULAR STRUCTURE, 2001, 30 :173-189