I work at Google and I am an engineering-degree dropout who was referred by a music-degree dropout; we both now report to a VP who was a mathematics-degree dropout.

That's not to say it won't be harder to get past resume screens and such, and a referral does help in these cases. Thetrumanshow is right that Google suffers when people like you don't apply.