A native of St. Louis, Missouri, he graduated from Harvard University and Washington University (St. Louis) Medical School. Dr. Wolff completed his medical internship and residency at the Harvard Medical Service at Boston City Hospital. His cardiology fellowships were at Peter Bent Brigham Hospital and Harvard School of Public Health, Georgetown University Medical Center, and Washington University (St. Louis) Medical School and Barnes Hospital.