Here we demonstrate the use of the PheWAS method to illustrate pleiotropic effects of variation in the gene FTO. When examining this gene with known pleiotropy, we were able to reproduce previously-discovered associations and identify potential new associations, some of which appear independent of obesity. The gene discussed is FTO; the disease is obesity due to melanocortin 4 receptor deficiency.