The associations of HOXD9, NDST3, PZP, E2F8, ADRA2B and COL15A1 with hepatocellular carcinoma were supported by clinical evidence from the Human Protein Atlas database (https://www.proteinatlas.org/). The gene discussed is COL15A1; the disease is hepatocellular carcinoma.