In summary, we found that HSG (PTTG1, ANLN, KIF2C, TPX2) was significantly upregulated in hepatocellular carcinoma and that the constructed prognostic risk model can reliably predict the prognosis of hepatocellular carcinoma patients. The gene discussed is PTTG1; the disease is hepatocellular carcinoma.