NL888Does it mean "the difference serves as a troublemaker, and then once the trouble gets started, a lot of things that follow will go wrong"?
Yup! That's what it means. The difference -- or rather, the abnormality -- is the source of all the trouble. It sets a series of causes and effects into motion. If you trace the original cause to its effect, then that cause to its effect, and so on, (moving "downstream"), you see that lots of things go wrong because the first thing went wrong.
CJ