Joe Ellington was born in Flusing, New York. Ellington earned a B.S. from Guilford College, an M.S. and Ph.D. from Duke University, and an M.D. from Wake Forest University. Ellington completed his residency at St. Joseph Mercy Hospital in Ann Arbor, Michigan. His career experience includes working as a physician.