To conclude, by integrative analysis of multiple ccRCC RNA-seq datasets, we identified AOX1 as a suppressor gene for ccRCC, which is downregulated in ccRCC tissues compared with normal kidney tissues, and low AOX1 expression predicts worse overall survival in ccRCC patients. This evidence concerns the gene AOX1 and nonpapillary renal cell carcinoma.