These results demonstrated that PD-L1 is a novel ATG7 downstream regulated gene and plays a critical role in ATG7-mediated positive regulation of human high invasive BC cell stem-like property, invasion, and anchorage-independent growth. Here, ATG7 is linked to breast cancer.