Therefore, based on machine learning analysis algorithms, we analysed the correlation between glycometabolic pathways and ccRCC in the REACTOME database and verified the impact of the key gene ADPGK on the prognosis of ccRCC. This evidence concerns the gene ADPGK and nonpapillary renal cell carcinoma.