Finally, the intersection results between the hub genes from key modules and 500 DEGs showed UBE2C, BUB1B, RRM2, and TPX2 as key hub genes that were highly associated with the clinical stages of ccRCC. Here, TPX2 is linked to nonpapillary renal cell carcinoma.