Given the growing preclinical and clinical indications that combinations of anti-cancer immunotherapies potentially improve patient outcomes compared to results seen with single agents, in portions of the study to be added in the future, avelumab will be evaluated in combination with both standard-of-care chemotherapy and other anti-cancer immunotherapies in patients with advanced malignancies. Each cohort in the study will consist of a Phase 1b lead-in portion to evaluate safety and a Phase 2 cohort expansion to evaluate safety and efficacy.