This finding was also verified in the HNSCC cohort from TCGA and other scRNA-seq datasets, in which SPP1+ macrophages were the most relevant cells that interact with POSTN+ fibroblasts; the interaction intensity was positively associated with poor overall survival29,53. The gene discussed is SPP1; the disease is head and neck squamous cell carcinoma.