In the present study, ELF3, AURKA, and ADH7 were significantly related to the OS of HNSCC and were used to construct a risk signature that showed high accuracy in predicting the prognosis of HNSCC. The gene discussed is AURKA; the disease is head and neck squamous cell carcinoma.