HNSCC patients with high levels of infiltration of B cell, Macrophage M2, T cell CD4+ naive, T cell CD8+, T cell follicular helper, and T cell regulatory T cells (Tregs) showed higher OS. The gene discussed is CD4; the disease is head and neck squamous cell carcinoma.