Jeffrey received his MD from Yale School of Medicine in 1997. He completed a residency in internal medicine at Beth Israel Deaconess Medical Center in Boston, followed by a medical oncology fellowship at DFCI. He joined the Gastrointestinal Cancer Center at DFCI in 2002.