HMME/R837@Lip-augmented SDT combined with anti-PD-L1 blockade inhibited 4T1 tumor growth by 95%, decreased distant tumor growth by 83%, and significantly prevented lung cancer metastasis in tumor-bearing mice. Here, CD274 is linked to neoplasm.