Specifically, the effects of APOE+ macrophages on ccRCC tumor progression, their contribution to reshaping the immune microenvironment, and their impact on immunotherapy and underlying mechanisms are not yet fully elucidated. This evidence concerns the gene APOE and neoplasm.