Dogs are all the same species, with larger breeds of dog tending to experience more rapid aging due to greater food intake. Generally, lower food intake usually means that you live longer. Note that the rockfish study found longevity associated in part with modifications to insulin pathways. In spite of being essential to life, insulin causes metabolic stress that spurs aging.
Elephants have a greater food intake than rats.