When you download content from the marketplace, it goes straight to your hard drive. It will only be deleted by going to Console settings (On the dashboard)-->Memory
Deleting your profile will make all your save progress for that file get wiped, unless recovered.
Your content will only be deleted by going to Console settings-->Memory
Hope that helped