No. The family stays together. Parents deported, kids go with them. Since the kids were born here, they can apply to return to the U.S.A. when they’re 18-years old.
IMPORTANT: Democrats set the precedent when Elian Gonzalez was sent bacd to Cuba and Republicans agreed that families must be kept intact!