Preheat oven to 400 F. In a large bowl, combine all of the burger ingredients until combined. Form mixture into 4 equal sized patties, place into a rimmed baking sheet. Bake for 20-25 minutes.
In a small bowl, whisk together ketchup, mustard and brown sugar. Spread glaze on buns, top with burger.