The normal getDoctrine method is just a shortcut in the optional, but standard base controller class. The FOS controllers don't extend the base controller, so you just don't have access to those same shortcut methods.
The best thing to do is to take a look at the base Controller class inside symfony and see what each method actually does. For example, getDoctrine is equivalent to:
$this->container->get('doctrine')
Good luck!
Ryan