This disclosure provides methods for treating a subject afflicted with a tumor derived from a renal cell carcinoma. The methods comprise administering a first dose to a subject of an anti-PD-1 antibody or antigen-binding portion thereof and/or an anti-PD-L1 antibody or antigen-binding portion thereof, and administering a second dose to the subject, wherein the subject exhibited differential expression in one or more biomarker genes, e.g., CTLA-4, TIGIT, and/or PD-L2, following administration of the first dose.