Through multi-dimensional analysis, it is not difficult to find that there are significant changes in the mRNA expression levels of AQP1 and AQP9 in ccRCC, and both will change significantly with the progression of ccRCC stages. This evidence concerns the gene AQP1 and nonpapillary renal cell carcinoma.