Hierarchical clustering of the 47 metastatic ccRCC tumour samples based on the normalized LAG-3-, TIM-3-, and TIGIT-positive cell densities identified three groups with distinct IR levels. Here, HAVCR2 is linked to nonpapillary renal cell carcinoma.