Prediction of protein-protein binding free energies

被引:65
|
作者
Vreven, Thom [1 ]
Hwang, Howook [1 ]
Pierce, Brian G. [1 ]
Weng, Zhiping [1 ]
机构
[1] Univ Massachusetts, Program Bioinformat & Integrat Biol, Sch Med, Worcester, MA 01605 USA
关键词
protein-protein interaction; binding; affinity; energy function; computational; MEAN FORCE; DOCKING; COMPLEXES; ZDOCK; ELECTROSTATICS; DESOLVATION; AFFINITIES; POTENTIALS; DESIGN; ZRANK;
D O I
10.1002/pro.2027
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
We present an energy function for predicting binding free energies of proteinprotein complexes, using the three-dimensional structures of the complex and unbound proteins as input. Our function is a linear combination of nine terms and achieves a correlation coefficient of 0.63 with experimental measurements when tested on a benchmark of 144 complexes using leave-one-out cross validation. Although we systematically tested both atomic and residue-based scoring functions, the selected function is dominated by residue-based terms. Our function is stable for subsets of the benchmark stratified by experimental pH and extent of conformational change upon complex formation, with correlation coefficients ranging from 0.61 to 0.66.
引用
收藏
页码:396 / 404
页数:9
相关论文
共 50 条
  • [21] Free energies in protein binding.
    Tidor, B
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 1996, 212 : 43 - COMP
  • [22] Evaluation of protein-protein association energies by free energy perturbation calculations
    Brandsdal, BO
    Smalås, AO
    PROTEIN ENGINEERING, 2000, 13 (04): : 239 - 245
  • [23] Fast Calculation of Protein-Protein Binding Free Energies using Umbrella Sampling with a Coarse-Grained Model
    Patel, Jagdish Suresh
    Ytreberg, F. Marty
    BIOPHYSICAL JOURNAL, 2017, 112 (03) : 196A - 196A
  • [24] Developing mutational locally enhanced sampling (MULES) for predicting relative binding free energies at protein-protein interfaces
    Bradshaw, Richard T.
    Aronica, Pietro G. A.
    Tate, Edward W.
    Leatherbarrow, Robin J.
    Gould, Ian R.
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2012, 243
  • [25] Protein-protein binding affinity prediction on a diverse set of structures
    Moal, Iain H.
    Agius, Rudi
    Bates, Paul A.
    BIOINFORMATICS, 2011, 27 (21) : 3002 - 3009
  • [26] Binding-sites Prediction Assisting Protein-protein Docking
    Konc, Janez
    Trykowska Konc, Joanna
    Penca, Matej
    Janezic, Dusanka
    ACTA CHIMICA SLOVENICA, 2011, 58 (03) : 396 - 401
  • [27] BeAtMuSiC: prediction of changes in protein-protein binding affinity on mutations
    Dehouck, Yves
    Kwasigroch, Jean Marc
    Rooman, Marianne
    Gilis, Dimitri
    NUCLEIC ACIDS RESEARCH, 2013, 41 (W1) : W333 - W339
  • [28] Protein-Protein Binding Site Prediction by Local Structural Alignment
    Carl, Nejc
    Konc, Janez
    Vehar, Blaz
    Janezic, Dusanka
    JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2010, 50 (10) : 1906 - 1913
  • [29] Binding interface prediction by combining protein-protein docking results
    Hwang, Howook
    Vreven, Thom
    Weng, Zhiping
    PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS, 2014, 82 (01) : 57 - 66
  • [30] Information of binding sites improves prediction of protein-protein interaction
    Patel, Tapan
    Pillay, Manoj
    Jawa, Rahul
    Liao, Li
    ICMLA 2006: 5TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS, PROCEEDINGS, 2006, : 205 - +