In this study, we found that XIAOPI formula could inhibit TAMs/CXCL1 signaling, subsequently decline HSPCs activation and differentiation into MDSCs, and finally inhibit breast cancer cell proliferation and metastasis. The gene discussed is CXCL1; the disease is breast cancer.