Journal of Computer-Aided Molecular Design, 13: 167–183, 1999.
KLUWER/ESCOM
© 1999 Kluwer Academic Publishers. Printed in the Netherlands.
167
Comparison of two implementations of the incremental construction
algorithm in flexible docking of thrombin inhibitors
Ronald M.A. Knegtel
a
, Denis M. Bayada
a
, Richard A. Engh
b
, Wolfgang von der Saal
c
, Vincent
J. van Geerestein
a
& Peter D.J. Grootenhuis
a,*
a
Department of Molecular Design and Informatics, N.V. Organon, P.O. Box 20, 5340 BH Oss, The Netherlands;
b
Max-Planck-Institut für Biochemie, D-8152 Martinsried, Germany;
c
Boehringer Mannheim GmbH, Sandhofer
Strasse 116, D-68305 Mannheim, Germany
Received 15 May 1998; Accepted 28 August 1998
Key words: flexible docking, incremental construction algorithm, scoring function, structure-based drug design,
thrombin
Summary
A set of 32 known thrombin inhibitors representing different chemical classes has been used to evaluate the per-
formance of two implementations of incremental construction algorithms for flexible molecular docking: DOCK
4.0 and FlexX 1.5. Both docking tools are able to dock 10–35% of our test set within 2 Å of their known, bound
conformations using default sampling and scoring parameters. Although flexible docking with DOCK or FlexX is
not able to reconstruct all native complexes, it does offer a significant improvement over rigid body docking of sin-
gle, rule-based conformations, which is still often used for docking of large databases. Docking of sets of multiple
conformers of each inhibitor, obtained with a novel protocol for diverse conformer generation and selection, yielded
results comparable to those obtained by flexible docking. Chemical scoring, which is an empirically modified force
field scoring method implemented in DOCK 4.0, outperforms both interaction energy scoring by DOCK and the
Böhm scoring function used by FlexX in rigid and flexible docking of thrombin inhibitors. Our results indicate that
for reliable docking of flexible ligands the selection of anchor fragments, conformational sampling and currently
available scoring methods still require improvement.
Introduction
Automated docking of rigid small molecules to their
biomolecular receptors has proven to be a useful tool
in the discovery of novel lead compounds of phar-
maceutical relevance [1–4]. When large 3D databases
of compounds are searched for possible lead com-
pounds, only a limited amount of CPU time can be
spent on each molecule. For this reason, most database
searches by molecular docking have been performed
with a single conformation for each ligand, thus reduc-
ing the sampling problem to that of orienting a rigid
molecule in a binding site. An interesting extension
was recently reported by Lorber and Shoichet [5] in
*
To whom correspondence should be addressed. Present address:
CombiChem Inc., 9050 Camino Santa Fe, San Diego, CA 92121,
U.S.A.
which ensembles of ligand conformers, superimposed
on rigid fragments, were used for docking at compu-
tational costs comparable to those required for single
conformer docking. Several attempts have been made
to include ligand flexibility in molecular docking, but
until recently none of these approaches could per-
form a thorough conformational search of the bound
ligand in an amount of time suitable for database
searching [6–9]. Substantially faster methods, based
on the incremental construction algorithm of Leach
and Kuntz [10], have recently been reported [11–13]
and represent a more time-efficient approach to flex-
ible docking. Currently, the only publicly available
software intended for flexible docking of molecule
databases are FlexX 1.5 [11] and DOCK 4.0 [14],
which are two different implementations of the same
incremental construction algorithm.