This study explores the role of FAM3D in the diagnosis, prognosis, and tumor microenvironment (TME) scores in HNSCC via extensive bioinformatic data, which was crucial for the further development of immunotherapy for HNSCC. Here, FAM3D is linked to head and neck squamous cell carcinoma.