Provided herein are prognostic and diagnostic methods for predicting likelihood of clinical response of a subject having cancer to treatment with an immunotherapeutic agent. Also provided herein are methods for treating a subject having cancer with an immunotherapeutic agent after determining likelihood of clinical response of the subject to such treatment.