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/). Here, PZP is linked to hepatocellular carcinoma.