Moreover, we also found APOE+ macrophages were the largest source of TGF-β signaling in ICB-resistant group (Figure 6D), which is known to play a central role in shaping an immunosuppressive microenvironment, further contributing to immune evasion and tumor progression 61. This evidence concerns the gene TGFB1 and neoplasm.