In this study, we identified the role of APOE+ macrophage infiltration in ICB failure of RCC and comprehensively explore the molecular mechanisms based on combination of single-cell and spatial transcriptome multi-omics. The gene discussed is APOE; the disease is renal cell carcinoma.