%0 Conference Paper %A Laurino, Marco %A Stano, Maurizio %A Betta, Monica %A Pannocchia, Gabriele %A Landi, Alberto %B 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) %C Osaka, Japan %D 2013 %F eprints:3773 %I IEEE %P 3925-3928 %T Combining pharmacological therapy and vaccination in Chronic Myeloid Leukemia via model predictive control %U http://eprints.imtlucca.it/3773/ %X This paper describes a simulation study which aims at optimizing the therapy for the control of Chronic Myeloid Leukemia according to the following objectives: the reduction of the administered drug and vaccine amounts, the establishment of a auto-immune response and the long-term control of disease without reducing the effective of therapy with respect to the full treatment. A therapy optimization method is developed defining and solving a Model Predictive Control algorithm, preceded by an accurate Initial Guess search based on Monte-Carlo like approach. Simulation results show that the suggested procedure achieves the proposed goals.