We demonstrate that hypoxia plays a key role in exosomes secretion from G‐MDSCs through promoting Rab27a expression and respiratory hyperoxia reduces colon cancer cells stemness through inhibiting GM‐Exo production. The gene discussed is RAB27A; the disease is colonic neoplasm.