Through our bioinformatics analysis, three of the top 15 hub genes including TGFB1, TIMP1 and VIM might contribute to the progression of ccRCC, which could serve as novel diagnostic and prognostic biomarkers and therapeutic targets for ccRCC. Here, VIM is linked to nonpapillary renal cell carcinoma.