Graphical Abstract This review summarizes and critically analyzes the latest therapeutic research on nanoparticle-mediated delivery systems targeting breast cancer drug resistance, metastasis, and immune escape in breast cancer and discusses the challenges and opportunities of nanoparticle-based therapy.