Subsequently, after further refining the grouping into the altered, PD-L1, DNMT1, PD-1, unaltered and ZC3H12D groups, we observed that one HNSCC patient had simultaneous mutations in the gene encoding PD-L1 and ZC3H12D (Figure 8C). Here, CD274 is linked to head and neck squamous cell carcinoma.