Sumner graduated with a bachelor of arts in ecology and evolutionary biology, magna cum laude, from Princeton University in 1991. She completed a doctor of medicine at Perelman School of Medicine at the University of Pennsylvania. She was an intern in internal medicine from 1996 to 1997 at University of California, San Francisco (UCSF).