In conclusion, our study indicates the DNA methylation of TYROBP, BIRC5, BUB1B, CENPF, and MELK may be implicated in the carcinogenesis or progression of ccRCC and provide promising results for the prognosis of ccRCC. Here, MELK is linked to nonpapillary renal cell carcinoma.