Maybe a bearing. Maybe a bad tire.

Easiest way to check may to be swap sides for the tire. If the whine follows, look at the tire; if it stays, probably something with the hub/bearing.

Going away with the touch of the brake sounds a bit odd though. Maybe jack up the car and untorque/re-torque the lug nuts. Of course, you'd also do that by swapping sides.