Furthermore, ABCC8/KCNJ11, DPP4, GLP1R, PRKAB1, and GPD2 shared causal variants within anal cancer, HCC, ICC, pancreatic cancer, and rectum cancer according to the colocalization analyses. Here, DPP4 is linked to intrahepatic cholangiocarcinoma.