Empirical scoring functions .1. The development of a fast empirical scoring function to estimate the binding affinity of ligands in receptor complexes

被引:1437
作者
Eldridge, MD [1 ]
Murray, CW [1 ]
Auton, TR [1 ]
Paolini, GV [1 ]
Mee, RP [1 ]
机构
[1] PROTEUS MOL DESIGN LTD, MACCLESFIELD SK11 0JL, CHESHIRE, ENGLAND
关键词
binding affinity prediction; empirical scoring function; de novo molecular design; protein-ligand complexes;
D O I
10.1023/A:1007996124545
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
This paper describes the development of a simple empirical scoring function designed to estimate the free energy of binding for a protein-ligand complex when the 3D structure of the complex is known pr can be approximated. The function uses simple contact terms to estimate lipophilic and metal-ligand binding contributions, a simple explicit form for hydrogen bonds and a term which penalises flexibility. The coefficients of each term are obtained using a regression based on 82 ligand-receptor complexes for which the binding affinity is known. The function reproduces the binding affinity of the complexes with a cross-validated error of 8.68 kJ/mol. Tests on internal consistency indicate that the coefficients obtained are stable to changes in the composition of the training set. The function is also tested on two test sets containing a further 20 and 10 complexes, respectively. The deficiencies of this type of function are discussed and it is compared to approaches by other workers.
引用
收藏
页码:425 / 445
页数:21
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