In conclusion, WL-12@Fe3O4 nanoprobes demonstrated excellent stability, targeting ability and biosafety, showing significant potential in tumor visualization and dynamic monitoring of PD-L1 expression. The gene discussed is CD274; the disease is neoplasm.