More importantly, our study reveals that TRAF2 promotes the interaction between macrophages and tumor cells in an autophagy-dependent pathway, thereby promoting the malignant progression of ccRCC. This evidence concerns the gene TRAF2 and nonpapillary renal cell carcinoma.