To investigate the effects of metabolic enzymes ABAT and ALDH6A1 on ccRCC metabolism and the role of gene abnormalities in driving ccRCC tumorigenesis, TCGA data were used to analyze gene set enrichment analysis (GSEA) of ABAT and ALDH6A1. Here, ALDH6A1 is linked to nonpapillary renal cell carcinoma.