In dose expansion, patients who have received prior PARP inhibitors will go straight to the combination arm of irinotecan and rucaparib. If patients are PARP inhibitor naïve, they can receive single agent rucaparib until progression. Once patients on single agent rucaparib progress, they can choose to go on the combination treatment arm. Patients will continue on treatment until disease progression or intolerable toxicity.