In this study, bioinformatics analyses were performed by screening ccRCC single-cell datasets based on the hallmarks of the hypoxia pathway and glycolysis, and it was found that FKBP10 (FK506 binding protein 10) may play an important role in the progression of ccRCC. The gene discussed is FKBP10; the disease is nonpapillary renal cell carcinoma.