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MODELLING AND ASSESSMENT OF THERAPEUTIC STRATEGIES FOR HIV INFECTION
AB Gumel1, Xue-Wu Zhang1, PN Shivakumar1,
ML Garba2, Beni M Sahai3,4
Departments of 1Mathematics and 3Medical Microbiology,
University of Manitoba; 2Center for HIV/STDs and Infectious Diseases,
University of North Carolina; 4Cadham Provincial Laboratory, Winnipeg,
Manitoba
Background and objective: Despite success of highly active antiretroviral
therapy (HAART) in decreasing plasma viremia below detectable levels in many
HIV-infected individuals, the long-term control or eradication of HIV remains
problematic due to the persistence of latently-infected CD4+ T cells
and other cells carrying replication-competent HIV. The objective of this study
was to develop a mathematical model to assess therapeutic strategies including
vaccines and to investigate the conditions necessary for eradication HIV in
an individual.
Methods: Utilizing current understanding of HIV pathogenesis, a five-dimensional
deterministic mathematical model was developed that monitors the temporal dynamics
of uninfected CD4+ T cells, uninfected CD8+ T cells, productively-infected
CD4+ T cells, latently-infected CD4+ T cells and HIV load.
The solution of the model was obtained using Maple Software. The model was simulated
with realistic parameter values and results depicted using Maple and GNUplot
graphic softwares.
Results: Simulations of the model revealed the following: (i) HIV-specific
CD8+ cytotoxic T cells (CTL) play an important role in suppressing
viremia. (ii) In the absence of therapy, even the theoretically perfect anti-HIV
CTL activity would fail to eliminate HIV regardless of the presence or absence
of non-CD4+ T cell HIV reservoirs. (iii) Anti-HIV CTL action, even
in the presence of 100% effective intermittent HAART and IL-2 therapy, is insufficient
in eradicating HIV. (iv) Eradication of HIV in vivo is theoretically
feasible provided a conventional anti-HIV vaccine and a new class of anti-HIV
drugs that eliminate non-CD4+ T cell HIV reservoirs are used in conjunction
with continuous HAART and IL-2 therapy.
Conclusions: Mathematical modelling is a very useful tool to gain deeper
insight into pathogenesis and treatment of HIV disease. Model simulations reveal
that (i) intermittent HAART and IL-2 therapy cannot eliminate HIV, and (ii)
eradication of HIV in a patient is theoretically feasible with combination therapy
involving a conventional anti-HIV vaccine.