Population-scale analysis of genomic variation linked to individual-level data on disease, treatment, and response, has the potential to answer many key questions in biomedical research about the biological processes that lead to disease and how best to design effective, and individualized interventions. However, the analysis of medical data obtained from routine sources and through self-reporting has many challenges.