Prostate cancer is the most frequently diagnosed cancer in men and the second leading cause of cancer-related death in men in the United States. Chemotherapy, either as a single agent or in combination, may lead to clinical response, pain control, and/or improved quality of life. Docetaxel is now the first-line standard therapy for AIPC. Mitoxantrone was approved in 1996 for use in combination with corticosteroids as initial chemotherapy for pain related to advanced Hormone Refractory Prostate Cancer (HRPC). Hormonal manipulations and docetaxel-based chemotherapy are often effective in metastatic prostate cancer; however, disease becomes refractory to these interventions in the majority of men. Although mitoxantrone continues to be a significant agent in the treatment of HRPC, there exists a need for more efficacious therapy in docetaxel-refractory- AIPC. Because of the potential contribution of Insulin Like Growth Factor Receptor (IGF-IR) and VEGFR-2 mediated pathways in prostate cancer pathogenesis, it is hypothesized that each of these biological agents in combination with mitoxantrone and prednisone will result in clinically meaningful activity in AIPC. Therefore, ImClone plans to conduct a randomized Phase 2 trial to assess the safety and efficacy of IMC-A12 or IMC-1121B (ramucirumab) in combination with mitoxantrone and prednisone in participants with AIPC.