I don't think so. He usually writes stand-alone novels, so you should be able to start with this one, too. Keep in mind that Priest makes heavy use of unreliable narrators in many of his works. Definitely read him, though. He's a master novelist. His most overtly science fictional novel is Inverted World. Most of them blur the boundary between SF, fantasy and magic realism, particularly with regards to experiencing alternate realities.