For group 3, the loci-related genes IFNL3, IFNL4, HLA-DPA1, and HLA-DPB1 have been demonstrated to be associated with HCC in the UK Biobank and BBJ participants; however, no such association was observed in this study. The gene discussed is HLA-DPA1; the disease is hepatocellular carcinoma.