Patients receive PR1 leukemia peptide vaccine with Montanide ISA-51 (ISA-51) subcutaneously (SC) once every 3 weeks for 18 weeks, for a total of 6 vaccinations. Patients also receive sargramostim (GM-CSF) SC with each vaccination.