Deformed fish don't always mean bad genes.
Bad water conditions, and such also play a role.
For example: Koi can get mouth rot and ulcers from being in too crowded conditions, which leave them deformed from the damage is caused.
Bad genes? No. Bad fish keepers.
Here is a koi that is perfectly healthy, but because the keeper didn't clean the pond properly before winter came along, it developed mouth rot, and permanently deformed it's mouth. I now have this koi, and he's as healthy as a horse.