We identified that NUF2, CDCA3, and KIF14 were hub genes in ccRCC progression and modified by m6A. NUF2 is a component of the kinetochore protein complex, crucial in chromosome segregation. This evidence concerns the gene NUF2 and nonpapillary renal cell carcinoma.