MSH3 and nonpapillary renal cell carcinoma: Additionally, the differential expression of the six DDRGs showed that RAD54L, EME1, and NETL3 were upregulated in ccRCC tissue, while MSH3 and UNG were downregulated in ccRCC tissue compared with normal tissue (Supplementary Figure S1).