Corporal Sharpe was a member of Headquarters Company, 24th Infantry Regiment, 25th Infantry Division. He was listed as Missing in Action while fighting the enemy in North Korea on November 30, 1950. He was presumed dead on December 31, 1953. His remains were not recovered. His name is inscribed on the Courts of the Missing at the Honolulu Memorial.