A comparison of the two groups showed that ATG5 is the key ferroptosis-related gene, which was not only highly expressed and had worse OS in HNSCC, but also positively correlated with PD-L1 and PD-L2 expression (p < 0.05, Figure 4A). The gene discussed is ATG5; the disease is head and neck squamous cell carcinoma.