In summary, our study showed that GREM1 encapsulated by CAF-exo promotes the formation of PMN in NSCLC by remodeling the macrophage immunosuppressive phenotype, which results from the FGF4/SHH feedback loop. This evidence concerns the gene SHH and non-small cell lung carcinoma.