In summary, this study demonstrates that high expression of m7GRGs (EIF3D, EIF1, LARP1, and METTL1) in HNSCC patients is significantly associated with clinicopathological features, prognosis, epigenetics, CRG expression, and TME. This evidence concerns the gene CHD7 and head and neck squamous cell carcinoma.