After earning her B.A. and M.D. degrees from West Virginia University, she did her Internal Medicine residency at Hartford Hospital in Hartford, Connecticut from 1981 to 1983. Dr. Petrone then became a Fellow in the Division of Rheumatology at Georgetown University Medical Center.