Third, our discovery of an interferon signature in ccRCC offers opportunities for immunotherapies and IFN-based therapeutics, as the ccRCC interferon signature includes several genes involved in antigen presentation and immune cell recruitment (e.g. HLA genes, B2M, several chemokine genes, Table S4). Here, B2M is linked to nonpapillary renal cell carcinoma.