Optimization of Interruptions in HIV treatment using a multiscale mechanistic model

Serena Xu, Premanand A. Srinivasan, Antonios Armaou

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

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.

Original languageEnglish (US)
Title of host publication53rd IEEE Conference on Decision and Control,CDC 2014
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages3029-3034
Number of pages6
EditionFebruary
ISBN (Electronic)9781479977468
DOIs
StatePublished - 2014
Event2014 53rd IEEE Annual Conference on Decision and Control, CDC 2014 - Los Angeles, United States
Duration: Dec 15 2014Dec 17 2014

Publication series

NameProceedings of the IEEE Conference on Decision and Control
NumberFebruary
Volume2015-February
ISSN (Print)0743-1546
ISSN (Electronic)2576-2370

Other

Other2014 53rd IEEE Annual Conference on Decision and Control, CDC 2014
Country/TerritoryUnited States
CityLos Angeles
Period12/15/1412/17/14

All Science Journal Classification (ASJC) codes

  • Control and Systems Engineering
  • Modeling and Simulation
  • Control and Optimization

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