I am confident that either LOTR or the Silmarillion say that Sauron poured much of his own power into the One Ring. This is why he is destroyed when the Ring is destroyed. I believe the language Gandalf uses is that Sauron's fate is "bound up" with that of the Ring.
What exactly would happen should someone else try to use the Ring is less clear, except that it would be bad.