Described herein are methods of predicting drug-target interactions and methods of using the information for drug repurposing. The methods described herein combine different descriptors, including, for example, atom pair similarity, shape, topology and chemical signatures, physico-chemical functional descriptors, contact points of the ligand and the target protein, chemical similarity, and docking score.