I started in Springer in 2011 at 5'-9' and 230 pounds, 5 months later I was 185.
The guys I saw leaving the trail early on were the guys who thought they were super fit and could do 20 mile days out of the gate.
I would think experience in hiking long distances would be more important your body weight.
How much have you hiked the AT?