The burden posed on clinical care and drug development by adverse drug reactions is huge since current prediction methods often fail. In this work, computational modelling was applied to support the prediction of drug toxicity by taking into account patient- and drug-specific factors. The presented approaches provide hands-on methods for clinical care and drug development and help avoid adverse drug reactions in the future.