Adverse drug reactions (ADRs) are one of the main causes of death and a major financial burden on the worlds economy. Due to the limitations of the animal model, computational prediction of serious and rare ADRs is invaluable. However, current state-of-the-art computational methods do not yield significantly better predictions of rare ADRs than random guessing.