The strengths of this study include careful and systemic analyses of the association between FURIN promoter methylation and incident diabetes in Chinese adults, comprehensive adjustments of many conventional risk factors including lifestyles and metabolic factors, and the application of a gene-based analytical approach testing the combined effect of multiple CpG-methylation sites in FURIN promoter on diabetes incidence. Here, FURIN is linked to diabetes mellitus.