Smaller, lighter wheels and narrower, less grippy tires will 100% make a difference in efficiency. For example, the Model 3 takes a ~22 mile hit to its max range when equipped with the 20" performance wheels vs. the 18" standard wheels.
Brakes maybe some but likely not as noticeable as much of the mass is non-rotational.
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