In the prospective cohort study of Chinese adults in the Gusu cohort, we demonstrated for the first time that FURIN promoter hypermethylation at baseline was significantly associated with an increased risk of future diabetes, independent of conventional risk factors. Here, FURIN is linked to diabetes mellitus.