It has been shown in previous studies that the ability to treat lung cancer could be significantly improved by not only targeting the tumor cells directly with chemotherapy, but also by cutting off the blood supply to the cancer cells. Blood vessels that supply the tumor are formed through a process called angiogenesis. Vandetanib is an investigational drug that acts by producing what is called an anti-angiogenic effect. An Anti-angiogenic effect is able to inhibit the development of new blood vessels required by tumors to survive by blocking the growth factors needed to form new blood vessels.