place the asparagus into a mixing bowl, and drizzle with the olive oil. toss to coat the spears, then sprinkle with parmesan cheese, garlic, salt, and pepper. arrange the asparagus onto a baking sheet in a single layer.
bake in the preheated oven until just tender, 12 to 15 minutes depending on thickness. sprinkle with lemon juice just before serving.