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. Here, AKT1 is linked to nonpapillary renal cell carcinoma.