In this study, we aim to elucidate the distribution and signalling networks of APOE+ macrophages in LUAD at the single‐cell level, explore their underlying immunoregulatory mechanisms, and evaluate their associations with tumour prognosis and immunotherapy efficacy, thereby providing a theoretical foundation and novel biological targets for precision immunotherapy in LUAD. Here, APOE is linked to neoplasm.