Pralatrexate will be given over 3-5 minutes intravenously (IV), which means through a vein. If pralatrexate is tolerated well, the patient will receive IV injections of pralatrexate every week for 6 weeks, followed by 1 week without receiving pralatrexate. These 7 week cycles will be repeated depending on response and tolerability.