The present invention provides therapeutic and diagnostic methods and compositions for cancer and for enhancing immune function in an individual having cancer. The invention provides methods of treatment, methods for determining whether an individual suffering from a cancer is responding to treatment comprising a PD-1 axis binding antagonist, predicting responsiveness of an individual suffering from a cancer to treatment comprising a PD-1 axis binding antagonist, and methods of selecting a therapy for an individual suffering from cancer.