We proposed a robust strategy—to replace the conventional postfunctionalization approaches—where a PSMA‐specific gy1 is directly expressed on the macrophage membranes, which endows the MNPs with significantly increased circulation time and cell‐specific tumor targeting and internalization. This evidence concerns the gene FOLH1 and neoplasm.