The first new finding of the manuscript is that we identify the novel lipid prognostic signature of ADCY2, LIPE, and OLR1, which can predict the survival and prognosis of HNSCC patients as an independent effective prognostic factor. Here, ADCY2 is linked to head and neck squamous cell carcinoma.