" We might be able to say that all the people alive today with blue eyes descended from one ancestor"

-- exactly.

And, if you follow the science of using mitochondrial DNA to date genetic changes..

http://en.wikipedia.org/wiki/Molecular_clock

http://www.livescience.com/health/080131-blue-eyes.html