Cumulatively, these data confirmed that NUF2 is involved in ccRCC malignancy, at least partly through the regulation of HMGA2, implying that the NUF2-HMGA2 axis is important for ccRCC progression. Here, HMGA2 is linked to nonpapillary renal cell carcinoma.