Predicting protein interaction sites: binding hot-spots in protein-protein and protein-ligand interfaces

被引:137
作者
Burgoyne, Nicholas J. [1 ]
Jackson, Richard M. [1 ]
机构
[1] Univ Leeds, Fac Biol Sci, Inst Mol & Cellular Biol, Leeds LS2 9JT, W Yorkshire, England
基金
英国医学研究理事会;
关键词
D O I
10.1093/bioinformatics/btl079
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Protein assemblies are currently poorly represented in structural databases and their structural elucidation is a key goal in biology. Here we analyse clefts in protein surfaces, likely to correspond to binding 'hot-spots', and rank them according to sequence conservation and simple measures of physical properties including hydrophobicity, desolvation, electrostatic and van der Waals potentials, to predict which are involved in binding in the native complex. Results: The resulting differences between predicting binding-sites at protein-protein and protein-ligand interfaces are striking. There is a high level of prediction accuracy ( <= 93%) for protein-ligand interactions, based on the following attributes: van der Waals potential, electrostatic potential, desolvation and surface conservation. Generally, the prediction accuracy for protein-protein interactions is lower, with the exception of enzymes. Our results show that the ease of cleft desolvation is strongly predictive of interfaces and strongly maintained across all classes of protein-binding interface.
引用
收藏
页码:1335 / 1342
页数:8
相关论文
共 61 条
  • [1] 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
  • [2] Theoretical study of electron transfer between the photolyase catalytic cofactor FADH- and DNA thymine dimer
    Antony, J
    Medvedev, DM
    Stuchebrukhov, AA
    [J]. JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2000, 122 (06) : 1057 - 1065
  • [3] Prediction of protein-protein interactions by combining structure and sequence conservation in protein interfaces
    Aytuna, AS
    Gursoy, A
    Keskin, O
    [J]. BIOINFORMATICS, 2005, 21 (12) : 2850 - 2855
  • [4] The universal protein resource (UniProt)
    Bairoch, A
    Apweiler, R
    Wu, CH
    Barker, WC
    Boeckmann, B
    Ferro, S
    Gasteiger, E
    Huang, HZ
    Lopez, R
    Magrane, M
    Martin, MJ
    Natale, DA
    O'Donovan, C
    Redaschi, N
    Yeh, LSL
    [J]. NUCLEIC ACIDS RESEARCH, 2005, 33 : D154 - D159
  • [5] Van der waals interactions dominate ligand-protein association in a protein binding site occluded from solvent water
    Barratt, E
    Bingham, RJ
    Warner, DJ
    Laughton, CA
    Phillips, SEV
    Homans, SW
    [J]. JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2005, 127 (33) : 11827 - 11834
  • [6] Analysis of catalytic residues in enzyme active sites
    Bartlett, GJ
    Porter, CT
    Borkakoti, N
    Thornton, JM
    [J]. JOURNAL OF MOLECULAR BIOLOGY, 2002, 324 (01) : 105 - 121
  • [7] Enzyme/non-enzyme discrimination and prediction of enzyme active site location using charge-based methods
    Bate, P
    Warwicker, J
    [J]. JOURNAL OF MOLECULAR BIOLOGY, 2004, 340 (02) : 263 - 276
  • [8] Anatomy of hot spots in protein interfaces
    Bogan, AA
    Thorn, KS
    [J]. JOURNAL OF MOLECULAR BIOLOGY, 1998, 280 (01) : 1 - 9
  • [9] Statistical analysis and prediction of protein-protein interfaces
    Bordner, AJ
    Abagyan, R
    [J]. PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS, 2005, 60 (03) : 353 - 366
  • [10] Improved prediction of protein-protein binding sites using a support vector machines approach
    Bradford, JR
    Westhead, DR
    [J]. BIOINFORMATICS, 2005, 21 (08) : 1487 - 1494