Jason Koumas was the star, setting up Emile Heskey with a perfectly weighted through pass to slot home on the half hour.
Scharner, starring in midfield, saw a shot rattle the post before securing the victory late on.
Wigan now return home ahead of the beginning of their friendlies against Blackpool on Wednesday, then facing Halifax, Barnsley and Leeds United.