In this large nationwide cohort study, acute exposure to AChE inhibitor insecticide was significantly associated with an increased risk of pancreatic cancer, with particularly elevated risks among women and individuals with diabetes mellitus. This evidence concerns the gene ACHE and familial pancreatic carcinoma.