The mRNA expression levels of the six genes, i.e., PTEN, PIK3CA, PIK3CB, AKT1, AKT2 and AKT3, were negatively correlated with their stages, which was also consistent with their favorable prognosis in ccRCC. This evidence concerns the gene AKT2 and nonpapillary renal cell carcinoma.