You have to use a glass drill bit. You can try a reg. one, but you risk breaking the bit, and/or the glass you're drilling through.

If you have a Dremal, I hear those work quite nicely.

Other than that, not much you can do. Hope you have more than 1 bottle on hand, because it will take a few tries without the right bit.