Multivariate Cox regression analysis revealed that TRAF2 was an independent predictive marker for the prognosis of patients with ccRCC (HR = 2.86, 95% confidence interval :1.47–5.56, p = 0.002, Fig. 4H). This evidence concerns the gene TRAF2 and nonpapillary renal cell carcinoma.