The Latics defender was dismissed for a challenge on Papiss Cisse just 12 minutes into the match at St James' Park.
Wigan boss Roberto Martinez: "We are disappointed, clearly, because we felt we put forward an excellent case.
"We will draw a line under the incident, and continue our preparations for Saturday."