This document discusses using computational methods to predict new targets of existing drugs, with a focus on polypharmacology of PARP inhibitors. Specifically: 1. Computational chemistry methods can predict new targets of drugs, identifying PIM1 kinase as a potential off-target of the PARP inhibitor PJ34. 2. Differential effects were observed between clinical PARP inhibitors rucaparib, olaparib, and veliparib in cancer cell lines and siRNA sensitivity, suggesting different off-target profiles. 3. Rucaparib inhibition of PIM1 kinase may have clinical implications, as PIM1 inhibition has been linked to increased liver toxicity, and ruc