In summary, our study suggests an effect of tobacco smoking on DNA methylation of the diabetes-related genes ANPEP, KCNQ1 and ZMIZ1. Our study provides further insight into potential mechanisms linking tobacco smoking to an excess risk of type 2 diabetes. Here, ANPEP is linked to type 2 diabetes mellitus.