The ROC curve and the corresponding AUC are popular tools for the evaluation of diagnostic tests. They have been recently extended to assess prognostic markers and predictive models. However, due to the many particularities of timeto- event outcomes, various definitions and estimators have been proposed in the literature. This review article aims at presenting the ones that accommodate to rightcensoring, which is common when evaluating such prognostic markers.