Md. Eldridge et al., EMPIRICAL SCORING FUNCTIONS .1. THE DEVELOPMENT OF A FAST EMPIRICAL SCORING FUNCTION TO ESTIMATE THE BINDING-AFFINITY OF LIGANDS IN RECEPTOR COMPLEXES, Journal of computer-aided molecular design, 11(5), 1997, pp. 425-445
This paper describes the development of a simple empirical scoring fun
ction designed to estimate the free energy of binding for a protein-li
gand complex when the 3D structure of the complex is known pr can be a
pproximated. The function uses simple contact terms to estimate lipoph
ilic and metal-ligand binding contributions, a simple explicit form fo
r hydrogen bonds and a term which penalises flexibility. The coefficie
nts of each term are obtained using a regression based on 82 ligand-re
ceptor complexes for which the binding affinity is known. The function
reproduces the binding affinity of the complexes with a cross-validat
ed error of 8.68 kJ/mol. Tests on internal consistency indicate that t
he coefficients obtained are stable to changes in the composition of t
he training set. The function is also tested on two test sets containi
ng a further 20 and 10 complexes, respectively. The deficiencies of th
is type of function are discussed and it is compared to approaches by
other workers.