This analysis reflects the general knowledge medicinal chemists have about kinase inhibitors: An HBD-HBA recognition motif is required for binding to the hinge region, the SE subpocket is used to attach functional groups that increase compound solubility, and the GA region accommodates small and hydrophobic moieties. This demonstrates the KinFragLib method's ability to automatically capture the chemical properties of kinase inhibitors.