APOE and neoplasm: In summary, this study not only deepens the understanding of the mechanistic roles of APOE+ macrophages within the LUAD tumour immune microenvironment, but also provides innovative theoretical foundations and practical tools for the individualised clinical management and precision immunotherapy of patients with LUAD.