SPP1 and head and neck squamous cell carcinoma: In HNSCC, SPP1+ TAMs show functional coupling to tumor and stromal programs and are linked to invasive phenotypes, while antigen-presenting macrophages co-localize with T-cell aggregates and tertiary lymphoid features (42, 43).