Our findings suggest that tobacco smoking is associated with differential methylation of CpG sites within the type 2 diabetes risk genes ANPEP, KCNQ1 and ZMIZ1. The associations were robust to adjustment for potential confounders and the effect of tobacco smoking appeared to be reversible after smoking cessation. This evidence concerns the gene ZMIZ1 and type 2 diabetes mellitus.