In this study, four characteristic genes associated with propionate metabolism in HNSCC—PRKAA2, SLC7A5, GRIP2, and CHGB—were identified through bioinformatics analysis, and their potential roles were explored, providing new theoretical insights for future research on HNSCC. This evidence concerns the gene SLC7A5 and head and neck squamous cell carcinoma.