- Medication on Arm A: erlotinib plus bevacizumab: Participants will take erlotinib pills orally once a day. Bevacizumab will be given intravenously on day one of each treatment cycle (each treatment cycle will last three weeks). Urine tests will be performed once every three weeks to test kidney function.