This study will compare the efficacy (non-inferiority) of darbepoetin alfa (Aranesp®) extended dose schedule administration (EDS) versus darbepoetin alfa administered once per week (QW) in the treatment of anemia in subjects with non-myeloid malignancies receiving multi-cycle chemotherapy.