McCann sustained a head injury and was replaced after just 23 minutes of the game against Leeds in Dublin on Saturday.
"Gav took a knock on the head following a collision and we decided to bring him off as a precaution. He's a bit sore, but should be OK for next weekend,” Villa boss David O'Leary told the clubs official website.