High content pharmacophores from molecular fields: a biologically relevant method for comparing and understanding ligands.

The question of how and why a small molecule binds to a protein is central to ligand-based drug discovery. The traditional way of approaching these questions is pharmacophore analysis. However, pharmacophores as usually applied lack quantitation and subtlety.

Evolutionary computational methods to predict oral bioavailability QSPRs.

This review discusses evolutionary and adaptive methods for predicting oral bioavailability (OB) from chemical structure. Genetic Programming (GP), a specific form of evolutionary computing, is compared with some other advanced computational methods for OB prediction. The results show that classifying drugs into 'high' and 'low' OB classes on the basis of their structure alone is solvable, and initial models are already producing output that would be useful for pharmaceutical research.