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. This evidence concerns the gene GPD2 and hepatocellular carcinoma.