Since LAG3, PDCD1 and TIGIT have long been identified as key immune checkpoints in ccRCC, their blockade has demonstrated satisfactory anti-tumor efficacy in preclinical and clinical studies [34–36]. The gene discussed is LAG3; the disease is nonpapillary renal cell carcinoma.