Therefore, this study will explore the expression of ABAT and ALDH6A1, their clinical significance and biological functions, correlations between ABAT and ALDH6A1 gene expression, and the transcription factor involved in the regulation of the expression of these two genes in ccRCC. Here, ALDH6A1 is linked to nonpapillary renal cell carcinoma.