Prediction of molecular solvation free energy based on the optimization of atomic solvation parameters with genetic algorithm.

Abstract:

:We propose an improved solvent contact model to estimate the solvation free energy of an organic molecule from individual atomic contributions. The modification of the solvation model involves the optimization of three kinds of parameters in the solvation free energy function: atomic fragmental volume, maximum atomic occupancy, and atomic solvation parameters. All of these atomic parameters for 24 atom types are developed by the operation of a standard genetic algorithm in such a way as to minimize the difference between experimental and calculated solvation free energies. The data set for experimental solvation free energies is divided into a training set of 131 compounds and a test set of 24 compounds. Linear regressions with the optimized atomic parameters yield fits with the squared correlation coefficients (r2) of 0.89 and 0.86 for the training set and for the test set, respectively. Overall, the results indicate that the improved solvent contact model with the newly developed atomic parameters would be a useful tool for rapid calculation of molecular solvation free energies in aqueous solution.

journal_name

J Chem Inf Model

authors

Kang H,Choi H,Park H

doi

10.1021/ci600453b

subject

Has Abstract

pub_date

2007-03-01 00:00:00

pages

509-14

issue

2

eissn

1549-9596

issn

1549-960X

journal_volume

47

pub_type

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