• DocumentCode
    115000
  • Title

    Optimization of Interruptions in HIV treatment using a multiscale mechanistic model

  • Author

    Xu, Serena ; Srinivasan, Premanand A. ; Armaou, Antonios

  • Author_Institution
    Dept. of Chem. Eng., Pennsylvania State Univ., University Park, PA, USA
  • fYear
    2014
  • fDate
    15-17 Dec. 2014
  • Firstpage
    3029
  • Lastpage
    3034
  • 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.
  • Keywords
    diseases; drugs; genetic algorithms; patient treatment; 3TC; AZT; HIV infection control; HIV treatment interruption optimization; NFV; average maximal plasma drug concentration minimization; detection limit; drug-resistant mutant strains; genetic algorithm; highly-active antiretroviral therapy; maximal viral suppression; minimal drug intake; monetary cost; multiscale mechanistic model; optimized treatment schedules; toxic side-effects; triple-drug HAART regimens; viral load duration maximization; viral suppression; viremia-free periods; Drugs; Human immunodeficiency virus; Immune system; Sociology; Statistics; Strain;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control (CDC), 2014 IEEE 53rd Annual Conference on
  • Conference_Location
    Los Angeles, CA
  • Print_ISBN
    978-1-4799-7746-8
  • Type

    conf

  • DOI
    10.1109/CDC.2014.7039855
  • Filename
    7039855