I seem to recall it being that one's risk of lung cancer due to smoking drops to being very close to a non-smoker's risk after refraining from smoking for 10 years.

Other damage is certainly done to the lungs that can cause other issues--emphysema, cardiovascular problems, etc--but the risk from the "scariest" threat out there is greatly diminished.