I used fleece for backing on a quilt for a teacher's son who was having chemo. It is a lot warmer than having just cotton fabric on the backside.
If you are wanting something lightweight have you considered putting a layer of white fabric in the middle? It would probably stop the backing fabric from being seen on the top and be a lot lighter.