In this study, a gadolinium–gold-based core–shell nanostructure Bcl9 peptide delivery system (GdOFBAu) was self-assembled with the mercapto group and metal–organic coordination and was able to inhibit tumor growth and improve the tumor’s susceptibility to PD-1 blockade therapy with high effectiveness and safety. This evidence concerns the gene BCL9 and neoplasm.