Additional comprehensive research is necessary to elucidate the precise role and mechanisms of TMSB10 in the advancement of ccRCC, thereby potentially facilitating the development of more efficacious therapeutic approaches. This evidence concerns the gene TMSB10 and nonpapillary renal cell carcinoma.