Sorry to hear what you're going through.
To answer the title of this thread, it's definitely possible! It takes a lot more work, as well as external support to help the person or people, but it can be done. Like every person, not every relationship will succeed, mental illness or not - we simply keep searching and do the best we can until things work out
Much love <3