The phase II portion of the study includes further drug safety evaluation and a preliminary assessment of efficacy of Belinostat when used with specified induction and maintenance regimens. Response will be evaluated through the RECIST criteria. Additional analysis will be done to estimate the time to response, progression free survival, median survival, and overall survival (OS) in study participants to 2 years post-initiation of cycle 1.