I remember a paper that said optimal weight to reduce mortality is just below overweight. slightly overweight people were living as long as "normal" weight people and being very low "healthy" weight really wasn't that great.

I don't know what they based "normal" bmi weight on, but it's not by setting the middle of the range to max longevity.