In this study, the relatively immune-infiltrated MTAP/CDKN2AMUT cluster showed a transcriptional signature indicative of pro-tumorigenic immune infiltration in tumors and prominently higher TMB values based on 1,170 Chinese patients with RCC. Here, MTAP is linked to renal cell carcinoma.