Many programs combine cancer biology with the study of radiation biology.
In many cases schools offer combined M.D./Ph.D. programs. This means you become a medical doctor as well as a research scientist.
Some programs award a master's degree to you while you are studying for your Ph.D. This means that you enter the program with a bachelor's degree.