SH3 Domain-Peptide Binding Energy Calculations Based on Structural Ensemble and Multiple Peptide Templates

被引:1
作者
Hong, Seungpyo [1 ]
Chung, Taesu [1 ]
Kim, Dongsup [1 ]
机构
[1] Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Taejon 305701, South Korea
来源
PLOS ONE | 2010年 / 5卷 / 09期
关键词
MOLECULAR-DYNAMICS; SPOT-SYNTHESIS; FORCE-FIELD; PREDICTION; PARALLEL; RECOGNITION; SIMULATIONS; PROTEINS; SUPPORT; ARRAYS;
D O I
10.1371/journal.pone.0012654
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
SH3 domains mediate signal transduction by recognizing short peptides. Understanding of the driving forces in peptide recognitions will help us to predict the binding specificity of the domain-peptide recognition and to understand the molecular interaction networks of cells. However, accurate calculation of the binding energy is a tough challenge. In this study, we propose three ideas for improving our ability to predict the binding energy between SH3 domains and peptides: (1) utilizing the structural ensembles sampled from a molecular dynamics simulation trajectory, (2) utilizing multiple peptide templates, and (3) optimizing the sequence-structure mapping. We tested these three ideas on ten previously studied SH3 domains for which SPOT analysis data were available. The results indicate that calculating binding energy using the structural ensemble was most effective, clearly increasing the prediction accuracy, while the second and third ideas tended to give better binding energy predictions. We applied our method to the five SH3 targets in DREAM4 Challenge and selected the best performing method.
引用
收藏
页码:1 / 8
页数:8
相关论文
共 29 条
[1]   Predicting free energy changes using structural ensembles [J].
Benedix, Alexander ;
Becker, Caroline M. ;
de Groot, Bert L. ;
Caflisch, Amedeo ;
Boeckmann, Rainer A. .
NATURE METHODS, 2009, 6 (01) :3-4
[2]   GROMACS - A MESSAGE-PASSING PARALLEL MOLECULAR-DYNAMICS IMPLEMENTATION [J].
BERENDSEN, HJC ;
VANDERSPOEL, D ;
VANDRUNEN, R .
COMPUTER PHYSICS COMMUNICATIONS, 1995, 91 (1-3) :43-56
[3]   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
[4]   SH3-SPOT: An algorithm to predict preferred ligands to different members of the SH3 gene family [J].
Brannetti, B ;
Via, A ;
Cestra, G ;
Cesareni, G ;
Citterich, MH .
JOURNAL OF MOLECULAR BIOLOGY, 2000, 298 (02) :313-328
[5]   ClusPro: Performance in CAPRI rounds 6-11 and the new server [J].
Comeau, Stephen R. ;
Kozakov, Dima ;
Brenke, Ryan ;
Shen, Yang ;
Beglov, Dmitri ;
Vajda, Sandor .
PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS, 2007, 69 (04) :781-785
[6]   WebLogo: A sequence logo generator [J].
Crooks, GE ;
Hon, G ;
Chandonia, JM ;
Brenner, SE .
GENOME RESEARCH, 2004, 14 (06) :1188-1190
[7]   Toward the quantitative prediction of T-cell epitopes: CoMFA and CoMSIA studies of peptides with affinity for the class I MHC molecule HLA-A*0201 [J].
Doytchinova, IA ;
Flower, DR .
JOURNAL OF MEDICINAL CHEMISTRY, 2001, 44 (22) :3572-3581
[8]   A point-charge force field for molecular mechanics simulations of proteins based on condensed-phase quantum mechanical calculations [J].
Duan, Y ;
Wu, C ;
Chowdhury, S ;
Lee, MC ;
Xiong, GM ;
Zhang, W ;
Yang, R ;
Cieplak, P ;
Luo, R ;
Lee, T ;
Caldwell, J ;
Wang, JM ;
Kollman, P .
JOURNAL OF COMPUTATIONAL CHEMISTRY, 2003, 24 (16) :1999-2012
[9]   Structure-Based Prediction of the Saccharomyces cerevisiae SH3-Ligand Interactions [J].
Fernandez-Ballester, Gregorio ;
Beltrao, Pedro ;
Manuel Gonzalez, Jose ;
Song, Young-Hwa ;
Wilmanns, Matthias ;
Valencia, Alfonso ;
Serrano, Luis .
JOURNAL OF MOLECULAR BIOLOGY, 2009, 388 (04) :902-916
[10]   SPOT-SYNTHESIS - AN EASY TECHNIQUE FOR THE POSITIONALLY ADDRESSABLE, PARALLEL CHEMICAL SYNTHESIS ON A MEMBRANE SUPPORT [J].
FRANK, R .
TETRAHEDRON, 1992, 48 (42) :9217-9232