O'Pake was born on February 2, 1940, in Reading, Pennsylvania to Michael E. and Anna M. O'Pake. He graduated from Reading Central Catholic High School in 1957. He received an A.B. from St. Joseph's University in 1961 and a J.D. from the University of Pennsylvania Law School in 1964. O'Pake was described as a devout Catholic.
