The purpose of this study is to evaluate the effect of early treatment with epoetin alfa in addition to best standard of care on hemoglobin levels and the need for red blood cell transfusions in cancer patients receiving chemotherapy as compared to patients receiving standard epoetin alfa treatment and best standard of care.