Moreover, metabolism-related genes IDO1, ALDH2, NCOA2, SLC7A5, SLC3A2, LDHB, and HPRT1 were identified as potential prognostic markers and correlate with immune infiltrates in HNSCC. Here, ALDH2 is linked to head and neck squamous cell carcinoma.