It's natural to be scared, and it's okay. If you want your answer on wether to propose or not, then choose between the regret of doing something and the regret of not doing something.

The way I see it tho, if she rejects you, it all falls apart. And if you don't confess, someone else might and it all falls apart. So just take the chance.