In addition to predicting HNSCC prognosis, 11 lipid metabolism‐related genes (ARSI, CYP27B1, CYP2D6, DGKG, DHCR7, LPIN1, PHYH, PIP5K1B, PLA2G2D, RDH16, and TRIB3) also affect HNSCC clinical features (stage, gender, and pathological stage). Here, RDH16 is linked to head and neck squamous cell carcinoma.