SPP1 and pulmonary fibrosis: FABP4, previously was reported in breast cancer to be a functional marker in macrophages52, and highly expressed SPP1 in macrophages would contribute to lung fibrosis.45 Our current study supplemented the roles of these two biomarkers in macrophages in shaping the heterogeneity between LUAD and LUSC.