Article ID Journal Published Year Pages File Type
442894 Journal of Molecular Graphics and Modelling 2015 10 Pages PDF
Abstract

•We proposed a method for predicting the molecular LogP values based on the extended solvent-contact model.•Molecular solvation free energy functions for water and 1-octanol were optimized with 139 organic molecules.•The LogP values were calculated using the two solvation free energy functions.•The predicted LogP results compared reasonably well with the experimental ones with the squared correlation coefficient and root mean square error of 0.824 and 0.697, respectively.

The logarithm of 1-octanol/water partition coefficient (LogP) is one of the most important molecular design parameters in drug discovery. Assuming that LogP can be calculated from the difference between the solvation free energy of a molecule in water and that in 1-octanol, we propose a method for predicting the molecular LogP values based on the extended solvent-contact model. To obtain the molecular solvation free energy data for the two solvents, a proper potential energy function was defined for each solvent with respect to atomic distributions and three kinds of atomic parameters. Total 205 atomic parameters were optimized with the standard genetic algorithm using the training set consisting of 139 organic molecules with varying shapes and functional groups. The LogP values estimated with the two optimized solvation free energy functions compared reasonably well with the experimental results with the associated squared correlation coefficient and root mean square error of 0.824 and 0.697, respectively. Besides the prediction accuracy, the present method has the merit in practical applications because molecular LogP values can be computed straightforwardly from the simple potential energy functions without the need to calculate various molecular descriptors. The methods for enhancing the accuracy of the present prediction model are also discussed.

Graphical abstractFigure optionsDownload full-size imageDownload high-quality image (99 K)Download as PowerPoint slideWe have developed and evaluated a method for predicting the molecular LogP values based on the extended solvent-contact model.

Related Topics
Physical Sciences and Engineering Chemistry Physical and Theoretical Chemistry
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