Ubuntu wanted to do this but it never went anywhere... and they didn't open source their code. What an absolute shame.
I really loved the idea of it. You had the whole Android / Java / Bionic runtime sharing the same kernel as your GNU stuff. They had a way that you could even access your Android stuff from within your desktop environment like apps, contacts, text messages, etc.