The final gene set (GZMK, GZMA, IL7R, and ITGAL) was adapted into a gene score and applied to an independent cohort of treatment-naïve patients with stage-III ccRCC from the TCGA-KIRC cohort. The gene discussed is ITGAL; the disease is nonpapillary renal cell carcinoma.