Ubuntu 16.04.1 LTS

Just installed steam, and dota 2 fresh. When I click on Dota 2 the icon shows up on the unity bar for a few second and then disappears and the game does not open.

I verified the game cache.

How can I figure out why it is not opening? What logs can I look at, what drivers can I make sure are installed? What do I do?