Preheat oven to 400°.
On a baking sheet, place all vegetables except asparagus and drizzle with olive oil. Sprinkle with salt and pepper and mix.
Cook for 15 minutes, then take out of oven and add asparagus.
Stir and cook for another 10-15 minutes, until potatoes are tender.
Squeeze lemon juice over dish before serving.