A third generation physician, Wheeler entered Kansas City Junior College in 1942, transferring to University of Louisville in 1944 and earned a B.A.
Wheeler, as a third-generation physician, pursued his education at Kansas City Junior College from 1942 to 1944 before moving on to the University of Louisville where he earned a Bachelor's degree.