Each treatment cycle lasts 28 days (4 weeks). For participants who are randomized to receive tivozanib, the participant will be taking the study drug once per day for 3 weeks followed by a week of rest. The diary will also include special instructions for taking the study drug. The study drug will be taken once a day with plenty of water.