I'm sure you could it's just once you get into it you might discover that you don't want to. My SO doesn't drink but if she did I would find it very hard to stay and if she had an actual issue I don't think I could stay. But much of that might be where I am in my relationship (which isn't the strongest right now).
You need to do this for you though - you're worth it