An enormous amount of molecular and phenotypic information of drugs as well as diseases is now available in public repositories. Computational analysis of these datasets is facilitating the acquisition of a systems view of how drugs act on our human organism and interfere with diseases. Here, I highlight recent approaches integrating large-scale information of drugs and diseases that are contributing to change our current view on how drugs interfere with human diseases.