Objective To explore the functions and mechanisms of macrophages derived from PGRN gene knockout (PGRN-/- ) C57BL/6 mice in the invasion and migration of breast cancer cells. Methods Breast cancer cells were cultured in conditioned medium of macrophages derived from WT and PGRN-/- mice. TranswellTM assay and scratch assay were used to detect the invasion and migration ability of cancer cells. Western blot analysis was used to detect the expression of E-cadherin and N-cadherin in cancer cells. Cytokine array, real-time quantitative PCR and ELISA were performed to investigate the differences of cytokines secreted by macrophages derived from WT and PGRN-/- mice. Breast cancer cells were treated by the differentially expressed cytokine interleukin-6 (IL-6), and then the above methods were used to investigate its effect on cancer cells. Western blot analysis was used to verify the roles of NF-κB and JAK/STAT3 signaling pathways. Results The macrophages derived from PGRN-/- mice blocked NF-κB signaling pathway, reduced IL-6 secretion, and inhibited the invasion and migration of breast cancer cells. IL-6 activated JAK/STAT3 signaling pathway to promote the invasion and migration of breast cancer cells. Conclusion The macrophages derived from PGRN-/- mice can block the NF-κB and JAK/STAT3 signaling pathways, down-regulate IL-6 expression, and inhibit the invasion and migration of breast cancer cells.