Subsequently, the expression of eight hub genes including AGPAT9, AQP7, HMGCS2, KLF15, MLXIPL, and PPARGC1A were enrolled in multivariate analysis for overall survival in ccRCC. This evidence concerns the gene MLXIPL and nonpapillary renal cell carcinoma.