The primary objectives of this study will have two phases: a dose escalation phase and a dose expansion phase. The dose escalation phase will find the best dose as well as determine the safety of dacomitinib when given with radiotherapy and with or without chemotherapy.The dose expansion phase will further test the best dose determined in the dose escalation phase for safety and response rate.