Our clustering analysis highlights the fact that HNSCC may be classified into 6 different molecular subtypes with distinct outcomes, based chiefly on TP53 mutation status (highly correlated to tumor viral status), TMB, 9p24.1 deletion, and sample tumor purity. Here, TP53 is linked to head and neck squamous cell carcinoma.