A critical evaluation of several global optimization algorithms for the purpose of molecular docking

Citation
Dj. Diller et Clmj. Verlinde, A critical evaluation of several global optimization algorithms for the purpose of molecular docking, J COMPUT CH, 20(16), 1999, pp. 1740-1751
Citations number
23
Categorie Soggetti
Chemistry
Journal title
JOURNAL OF COMPUTATIONAL CHEMISTRY
ISSN journal
01928651 → ACNP
Volume
20
Issue
16
Year of publication
1999
Pages
1740 - 1751
Database
ISI
SICI code
0192-8651(199912)20:16<1740:ACEOSG>2.0.ZU;2-6
Abstract
Several global optimization algorithms were applied to the problem of molec ular docking: random walk and Metropolis Monte Carlo Simulated Annealing as references, and Stochastic Approximation with Smoothing (SAS), and Termina l Repeller Unconstrained Subenergy Tunneling (TRUST) as new methodologies. Of particular interest is whether any of these algorithms could be used to dock a database of typical small molecules in a reasonable amount of time. To address this question, each algorithm was used to dock four small molecu les presenting a wide range of sizes, degrees of flexibility, and types of interactions. Of the algorithms tested, only stochastic approximation with smoothing appeared to be sufficiently fast and reliable to be useful for da tabase searches. This algorithm can reliably dock relatively small and fair ly rigid molecules in a few seconds, and larger and more flexible molecules in a few minutes. The remaining algorithms tested were able to reliably do ck the small and fairly rigid molecules, but showed little or no reliabilit y when docking large or flexible molecules. in addition, to decrease the er ror in the typical grid-based energy evaluations a new form of interpolatio n, logarithmic interpolation, is proposed. This interpolation scheme is sho wn to both quantitatively reduce the numerical error and practically to imp rove the docking results. (C) 1999 John Wiley & Sons, Inc.