Since no significant association was revealed on statistical analysis between the IR profile patterns and the metastatic regions (Supplementary Table 2), regional heterogeneity added another layer of complexity to the second series of IRs (LAG-3, TIM-3, and TIGIT) in ccRCC. The gene discussed is LAG3; the disease is nonpapillary renal cell carcinoma.