Johnson, who was raised in Colorado, received his undergraduate degree cum laude from the University of Colorado in Boulder in 1953.
From 1957-1959, Johnson conducted research at the Walter Reed Army Institute of Research, Department of Virus Diseases, in Washington, DC. Johnson completed his residency in neurology at Harvard Medical School and Massachusetts General Hospital.