TY - GEN
T1 - Optimization of Interruptions in HIV treatment using a multiscale mechanistic model
AU - Xu, Serena
AU - Srinivasan, Premanand A.
AU - Armaou, Antonios
N1 - Publisher Copyright:
© 2014 IEEE.
PY - 2014
Y1 - 2014
N2 - Highly Active Anti-Retroviral Therapy (HAART) regimens are employed to control HIV infection for extended periods of time, but with significant monetary cost and toxic side-effects. To mitigate these difficulties while achieving a similar viral suppression, interruptions in treatment have been explored. In this paper, we use a multiscale model of HIV infection with drug-resistant mutant strains to optimize these treatment interruptions for maximal viral suppression and minimal drug intake. Specifically, a genetic algorithm is used to maximize the duration of viral load below detection limit (<100 virions/mL), while minimizing the average maximal plasma drug concentration (Cmax) for triple-drug HAART regimens with NFV, AZT, and 3TC. Five treatment regimens of increasing complexity are investigated and compared with that of two optimized continuous HAART. The optimized treatment schedules lead to similar viremia-free periods while achieving significant reduction in the amount of drug used.
AB - Highly Active Anti-Retroviral Therapy (HAART) regimens are employed to control HIV infection for extended periods of time, but with significant monetary cost and toxic side-effects. To mitigate these difficulties while achieving a similar viral suppression, interruptions in treatment have been explored. In this paper, we use a multiscale model of HIV infection with drug-resistant mutant strains to optimize these treatment interruptions for maximal viral suppression and minimal drug intake. Specifically, a genetic algorithm is used to maximize the duration of viral load below detection limit (<100 virions/mL), while minimizing the average maximal plasma drug concentration (Cmax) for triple-drug HAART regimens with NFV, AZT, and 3TC. Five treatment regimens of increasing complexity are investigated and compared with that of two optimized continuous HAART. The optimized treatment schedules lead to similar viremia-free periods while achieving significant reduction in the amount of drug used.
UR - http://www.scopus.com/inward/record.url?scp=84988299338&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84988299338&partnerID=8YFLogxK
U2 - 10.1109/CDC.2014.7039855
DO - 10.1109/CDC.2014.7039855
M3 - Conference contribution
AN - SCOPUS:84988299338
T3 - Proceedings of the IEEE Conference on Decision and Control
SP - 3029
EP - 3034
BT - 53rd IEEE Conference on Decision and Control,CDC 2014
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2014 53rd IEEE Annual Conference on Decision and Control, CDC 2014
Y2 - 15 December 2014 through 17 December 2014
ER -