In order to extend the application of the present study, a total of 113,228 compounds (Sigma-AldrichH corporate chemical directory, Z272000, 1997) [49] were used as the test set. Both the training set and test set compounds were stored as a SYBYL SLN list and converted to SYBYL mol2 format using Concord [51].