Because it's the base distance between the centers of the wheels. Wheelbase affects handling characteristics. Shorter wheelbases are more capable of tight turns, and the closer the wheelbase is to the length of the vehicle, the better its off-road handling, for some examples.
Now, as for wheels, you're gonna be looking at diameter, width, and offset.