Preheat the oven to 400°F. Wash and trim the asparagus spears. Place them on a baking sheet and drizzle with olive oil. Sprinkle with salt and pepper. Roast for 10-15 minutes, until tender and lightly browned. Remove from the oven and sprinkle with freshly grated Parmesan cheese. Serve immediately.