In silico protein recombination:: Enhancing template and sequence alignment selection for comparative protein modelling

被引:35
作者
Contreras-Moreira, B [1 ]
Fitzjohn, PW [1 ]
Bates, PA [1 ]
机构
[1] Canc Res UK London Res Inst, Biomol Modelling Lab, Lincolns Inn Fields Labs, London WC2A 3PX, England
关键词
protein structure prediction; comparative modelling; template selection; alignment errors; genetic algorithm;
D O I
10.1016/S0022-2836(03)00309-7
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Comparative modelling of proteins is a predictive technique to build an atomic model for a given amino acid sequence, on the basis of the structures of other proteins (templates) that have been determined experimentally. Critical problems arise in this procedure: selecting the correct templates, aligning the query sequence with them and building the non-conserved surface loops. In this work, we apply a genetic algorithm, with crossover and mutation, as a new tool to overcome the first two. In silico protein recombination proves to be an effective way to exploit the variability of templates and sequence alignments to produce populations of optimized models by artificial selection. Despite some limitations, the procedure is shown to be robust to alignment errors, while simplifying the task of selecting templates, making it a good candidate for automatic building of reliable protein models. (C) 2003 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:593 / 608
页数:16
相关论文
共 57 条
  • [1] A complex prediction:: three-dimensional model of the yeast exosome
    Aloy, P
    Ciccarelli, FD
    Leutwein, C
    Gavin, AC
    Superti-Furga, G
    Bork, P
    Böttcher, B
    Russell, RB
    [J]. EMBO REPORTS, 2002, 3 (07) : 628 - 635
  • [2] Gapped BLAST and PSI-BLAST: a new generation of protein database search programs
    Altschul, SF
    Madden, TL
    Schaffer, AA
    Zhang, JH
    Zhang, Z
    Miller, W
    Lipman, DJ
    [J]. NUCLEIC ACIDS RESEARCH, 1997, 25 (17) : 3389 - 3402
  • [3] Bates PA, 2001, PROTEINS, P39
  • [4] Bates PA, 1999, PROTEINS, P47
  • [5] The Protein Data Bank
    Berman, HM
    Westbrook, J
    Feng, Z
    Gilliland, G
    Bhat, TN
    Weissig, H
    Shindyalov, IN
    Bourne, PE
    [J]. NUCLEIC ACIDS RESEARCH, 2000, 28 (01) : 235 - 242
  • [6] The ASTRAL compendium for protein structure and sequence analysis
    Brenner, SE
    Koehl, P
    Levitt, R
    [J]. NUCLEIC ACIDS RESEARCH, 2000, 28 (01) : 254 - 256
  • [7] An ensemble of theta class glutathione transferases with novel catalytic properties generated by stochastic recombination of fragments of two mammalian enzymes
    Broo, K
    Larsson, AK
    Jemth, P
    Mannervik, B
    [J]. JOURNAL OF MOLECULAR BIOLOGY, 2002, 318 (01) : 59 - 70
  • [8] Brunger AT, 1997, NAT STRUCT BIOL, V4, P862
  • [9] THE RELATION BETWEEN THE DIVERGENCE OF SEQUENCE AND STRUCTURE IN PROTEINS
    CHOTHIA, C
    LESK, AM
    [J]. EMBO JOURNAL, 1986, 5 (04) : 823 - 826
  • [10] CONTRERASMOREIR.B, 2002, APPL BIOINFORMATICS, V1