Exosomal circZNF451 reshapes the tumor immune microenvironment by inducing macrophages polarization via the FXR1- ELF4–IRF4 axis and is a novel biomarker for predicting the sensitivity of PD1 blockade in LUAD. The gene discussed is ELF4; the disease is neoplasm.