The Blues midfielder was dismissed by referee Mike Dean just eight minutes before half time in the 2-0 defeat at the JJB Stadium for a two-footed lunge on Latics wing back Kevin Kilbane.
Johnson will now have to serve an automatic three game suspension for his actions and will miss the games against Everton (h), Aston Villa (a) and Liverpool (h).