You absolutely can. It just takes a while longer. If you want to do this in an oven, I suggest seasoning the sprouts and then laying them out in an even layer, neatly spaced apart on a baking sheet, and roasting at 425F for about 30 minutes. Check after 15 minutes and see if you want to turn them over so both sides can cook