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. Here, LPCAT1 is linked to nonpapillary renal cell carcinoma.