Bioinformatics and RNA sequencing analysis showed that genes that were influenced by CLDN7 overexpression were mostly enriched in cancer- and EMT-related pathways, indicating that CLDN7 may have an important role in the development and progression of ccRCC. This evidence concerns the gene CLDN7 and nonpapillary renal cell carcinoma.