The results suggest that the downregulation of SLC22A6, SLC22A7, SLC22A13, SLC25A4, SLC34A1, and SLC44A4 in ccRCC may play an important role in the development of ccRCC. This evidence concerns the gene SLC44A4 and nonpapillary renal cell carcinoma.