We also conducted correlation analysis on the immune infiltration of HPV-related HNSCC tissue in the high-score and low-score groups based on the mitophagy score model, and the results showed that the levels of CD4-positive memory T cells and M2 macrophages decreased in the high-score group. Here, CD4 is linked to head and neck squamous cell carcinoma.