Humphrey Bogart accidentally set his left thumb afire with lighter fluid while filming the scene in which his character burns some documents. The accident is visible in the film.
The film originally had a different title but the studio and the director thought that title would mislead audiences, so the title "Battle Circus" was instead chosen. The title that was rejected: "MASH".