Chances are it won't. The end of the first movie states- "And they all grew up together in the valley. Generation upon generation, each passing onto the next, the tale of their ancestors' journey to the valley long ago."
The last part, with the "ancestors" thing, to me, strongly indicates that the GOF will grow up and die long before the asteroid strikes. So they will be spared that fate.