“…The decoys were collected so that the distributions of a number of descriptors are similar to those of the active compounds. In a first step, the actives were collected from the BindingDB [21,22] data base and were tested against the training sets to avoid intersections. Then, the active sets were used to calculate the following descriptors: molecular weight, log P, number of H-bond acceptors, number of H-bond donors, TPSA, number of rotatable bonds, volume, number of atoms, number of bonds, number of aromatic atoms, number of halogen atoms, number of ring systems, number of aromatic ring systems, number of rings, number of aromatic rings, maximum connected rotatable bonds (CRTB), and formal charge.…”