The violin diagram shows that in HNSCC tissue, macrophages highly expressed four classic marker genes (CD63, CD9, CD81, TSG101) of exosomes, suggesting that TAM-EVs are highly secreted in the tumor microenvironment (Fig. 4E). This evidence concerns the gene CD9 and neoplasm.