But Paul Lambert's team, who had conceded 15 goals and scored none in their last three games, were unable to hold on as Graham volleyed home after a late goalmouth scramble.
The Argentina centre - back was denied again moments later when, following a goalmouth scramble, he stabbed the ball past Adrian only for Declan Rice to block on the line.