Future research will focus on exploring how OLFM4 affects the interactions between HNSCC cells and immune cells, such as tumor-associated macrophages and T lymphocytes, which are the main components in TME and are involved in tumor ferroptosis and chemoresistance [37]. The gene discussed is OLFM4; the disease is neoplasm.