Moreover, the SPAG9 expression was significantly correlated with weaker inflammatory responses, fewer inflammatory factors, and a lower degree of T-cell exhaustion in ccRCC, but not in BLCA. Here, SPAG9 is linked to nonpapillary renal cell carcinoma.