We comprehensively and systematically assessed distinct autophagy-related patterns and established a set scoring system ATPscore that could represent them and was associated with TIME infiltration, immune phenotypes, molecular subtypes, genetic variations, clinical outcome of ICIs targeting immunotherapy, etc. The effect of SRPX was also verified in the HNSCC cell line. This evidence concerns the gene SRPX and head and neck squamous cell carcinoma.