Journal of Chemical Information and Computer Sciences · 2004 · 1.1K citations · 20 references
Natural SciencesChemistryAnalytical ChemistryComputational ChemistryDrug DiscoveryMolecular ModelingMolecular Property PredictionSolution ChemistrySolvation EffectsSolvation ModelingSolvation TheoryAqueous Solubility PredictionBonding In Aromatic SystemsComputational Solubility ModelingLinear RegressionSolubilitySolubility DeterminationSolubility Parameter EstimationSolubility Prediction Models
This paper describes a simple method for estimating the aqueous solubility (ESOL--Estimated SOLubility) of a compound directly from its structure. The model was derived from a set of 2874 measured solubilities using linear regression against nine molecular properties. The most significant parameter was calculated logP(octanol), followed by molecular weight, proportion of heavy atoms in aromatic systems, and number of rotatable bonds. The model performed consistently well across three validation sets, predicting solubilities within a factor of 5-8 of their measured values, and was competitive with the well-established "General Solubility Equation" for medicinal/agrochemical sized molecules.
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Arup K. Ghose, Vellarkad N. Viswanadhan, John J. Wendoloski · The Journal of Physical Chemistry A · 1998 · 794 citations