More elaborate analysis of TNF patterns with clinical characteristics of HNSCC patients showed that TNF pattern A had a low frequency of TP53 mutation and EGFR amplification (Figures 3D, E), but a higher rate of HPV infection (Figures 3F, G). Here, TP53 is linked to head and neck squamous cell carcinoma.