With the goal of identifying aspects of the MM-GBSA approach that could be improved, we searched for features that are associated with particularly good predictions. Our ligand dataset consisted of both positive and neutral ligands. Previous work by Rastelli et al. has shown that there is a decrease in correlation between predicted and experimental affinities for ligands with different formal charges, which led us to separately analyze ligands with different formal charges (Table ).