Answer:
The answer is no. A plane can fly many distances no matter what the weight is, unless it is too heavy, then it won't touch from the ground.
The amount of fuel however does affect its distance. The more fuel you have the further a plane can go. However, if the plane is heavy it requires more fuel compared to a plane that is lighter going to the same destination.