APOE and neoplasm: Lastly, this study relies on static single-cell and spatial transcriptome data, which do not capture the dynamic changes occurring within the tumor microenvironment, thus limiting insights into the evolutionary trajectory of APOE+ macrophage before and after ICB treatment.