These findings provide robust validation of the age-dependent expression patterns of TNFSF15 in ccRCC, suggesting potential implications for age-related differences in immune responses within the tumor microenvironment (Fig. 12). This evidence concerns the gene TNFSF15 and nonpapillary renal cell carcinoma.