Moreover, immune checkpoints (TNFRSF25 and TNFSF14) were positively correlated with NPEPL1, which was a prognostic factor of ccRCC and had been confirmed by previous studies [55, 56]. Here, TNFSF14 is linked to nonpapillary renal cell carcinoma.