You can definitely cook breakfast sausage in the oven. The only difference will be in the color on the outside of the sausage patties. Oven-baked sausage will have a more even color without the crisp burnt edges pan-fried sausage gets. Either way, you cook them, make sure the sausage reaches an internal temperature of 165 degrees F.