I don't know. If you're trying to make new friends and your co workers aren't heavy drinkers, I think I'd just say hey I don't drink. I think it's important to make connections. Maybe these ppl have other hobbies you could get into with them.
If all they want to do is get drunk well that's a different matter and best to avoid.
Good luck.