Place colander in a 2-quart glass measure or medium bowl. Line the colander with 4 layers of cheesecloth, allowing cheesecloth to extend over outside edges. Spoon yogurt into colander. Cover colander loosely with plastic wrap, and refrigerate 12 hours.
Spoon yogurt cheese into a bowl; discard liquid. Stir in brown sugar. Cover and refrigerate.