Cohen was born in Perth Amboy, New Jersey. He graduated from Rutgers University with a B.S. in 1956, and received his M.D. from the University of Pennsylvania School of Medicine in 1960. Cohen then held internships and fellowships at various institutions, including Mount Sinai Hospital in New York City, University Hospital in Ann Arbor, Michigan,