Importantly, we identified that low expression of multiple metabolic genes—SDHC, COX7A1, COX16, COX17, ELOVL6, GOT2, and SLC16A2—correlated with markedly improved patient survival in HPV+, but not HPV- HNSCC. Here, COX16 is linked to head and neck squamous cell carcinoma.