Cached E-mail Addresses

Is there a way to remove cached e-mail addresses from the mail app? I have a few I would like to get rid of that aren't in my contacts. Even though I don't have them in my contacts they still come up when I type the first few letters of the address. I know, I don't need to e-mail them even though they are cached, but there is more to it.

Thanks for any help!!