I've noticed that Mackup is able to back up the private key in Dropbox. I tried copying my old private key from a Time Machine backup (I did a Mavericks clean install), which was password-free for my home.
When I try to use the key in OS X it prompts me for a password as if my key had one, and will not let me use it. I have not yet tested what happens on Linux.
Use OS X 10.9.1 and Elementary OS Luna.