This article describes the implementation of a new docking approach. T
he method uses a Tabu search methodology to dock flexibly ligand molec
ules into rigid receptor structures. It uses an empirical objective fu
nction with a small number of physically based terms derived from fitt
ing experimental binding affinities for crystallographic complexes. Th
is means that docking energies produced by the searching algorithm pro
vide direct estimates of the binding affinities of the ligands, The me
thod has been tested on 50 ligand-receptor complexes for which the exp
erimental binding affinity and binding geometry are known, All water m
olecules are removed from the structures and ligand molecules are mini
mized in vacuo before docking. The lowest energy geometry produced by
the docking protocol is within 1.5 Angstrom root-mean square of the ex
perimental binding mode for 86% of the complexes. The lowest energies
produced by the docking are in fair agreement with the known free ener
gies of binding for the ligands. Proteins 33:367-382, 1998, (C) 1998 W
iley-Liss, Inc.