Weight does theoretically affect the airspeed you need to fly in order to get the AoA that gives best glide. In practice it will only be a couple of knots different between MAUW and single pilot/half fuel.
Also in an engine-out situation you can float for longer in ground effect with a low wing. However that might be a bad thing because when landing in a farmer's field you want to stop in a short distance.