ARM A1: Patients undergo radiation therapy on day 1 per standard of care and then undergo biopsy 3-10 days later. Beginning 0-7 days after biopsy, patients receive MK-3475 intravenously (IV) over 30 minutes on day 1. Courses of MK-3475 repeat every 21 days in the absence of disease progression or unacceptable toxicity.