Can a peach tree be cut down and then regrown from the new shoots?

I have a peach tree that is badly damaged (termites and dead branches due to the drought). I don't think that it will last much longer as it is. I heard that I can cut it down and that it would then grow back. Has anyone done this? Did it work out ok? How long did it take to grow back?