For example, instruments are from genes TCF7L2, IGF2BP2, NOTCH2, CDKAL1, PABPC4, FTO and JAZF1, known to be associated with diabetes and that have been further significantly associated with the metabolites. Here, FTO is linked to diabetes mellitus.