This study is the first to reveal the proteomic composition of PC on these three representative MOFs and to elucidate the role of PC in modulating the biological identities of MOFs in macrophage interactions. These findings offer valuable insights for advancing MOFs-based drug delivery systems in clinical applications and provide new perspectives for exploring the complex physiological behaviors of protein coronas on biomaterials.