Here, we reveal that cancer-associated fibroblasts-derived exosomes (CAF-exo) polarize macrophages towards an immunosuppressive phenotype through encapsulating Gremlin-1 (GREM1) in non-small cell lung cancer (NSCLC). The gene discussed is GREM1; the disease is cancer.