Besides, the results of univariate Cox regression analysis demonstrated that older age, advanced tumor stage, distant metastasis, higher pathological stage and histological grade, and decreased IRF6 expression were associated with shorter OS in ccRCC patients. Here, IRF6 is linked to nonpapillary renal cell carcinoma.