To what extent did Christianity initially change as a result of Constantine’s conversion?

In the same way that previous religions had simply been added to the Roman Pantheon was the same true of Christianity initially? I’m aware that Pagan beliefs continued to exist for some time, but did Christianity become watered down so that it was easier to accept?