Literature DB >> 17276624

Using mathematical modeling and control to develop structured treatment interruption strategies for HIV infection.

Eric S Rosenberg1, Marie Davidian, H Thomas Banks.   

Abstract

The goal of this article is to suggest that mathematical models describing biological processes taking place within a patient over time can be used to design adaptive treatment strategies. We demonstrate using the key example of treatment strategies for human immunodeficiency virus type-1 (HIV) infection. Although there has been considerable progress in management of HIV infection using highly active antiretroviral therapies, continuous treatment with these agents involves significant cost and burden, toxicities, development of drug resistance, and problems with adherence; these latter complications are of particular concern in substance-abusing individuals. This has inspired interest in structured or supervised treatment interruption (STI) strategies, which involve cycles of treatment withdrawal and re-initiation. We argue that the most promising STI strategies are adaptive treatment strategies. We then describe how biological mechanisms governing the interaction over time between HIV and a patient's immune system may be represented by mathematical models and how control methods applied to these models can be used to design adaptive STI strategies seeking to maintain long-term suppression of the virus. We advocate that, when such mathematical representations of processes underlying a disease or disorder are available, they can be an important tool for suggesting adaptive treatment strategies for clinical study.

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Year:  2007        PMID: 17276624      PMCID: PMC2001151          DOI: 10.1016/j.drugalcdep.2006.12.024

Source DB:  PubMed          Journal:  Drug Alcohol Depend        ISSN: 0376-8716            Impact factor:   4.492


  62 in total

1.  Latent infection of CD4+ T cells provides a mechanism for lifelong persistence of HIV-1, even in patients on effective combination therapy.

Authors:  D Finzi; J Blankson; J D Siliciano; J B Margolick; K Chadwick; T Pierson; K Smith; J Lisziewicz; F Lori; C Flexner; T C Quinn; R E Chaisson; E Rosenberg; B Walker; S Gange; J Gallant; R F Siliciano
Journal:  Nat Med       Date:  1999-05       Impact factor: 53.440

2.  Long-term follow-up studies confirm the stability of the latent reservoir for HIV-1 in resting CD4+ T cells.

Authors:  Janet D Siliciano; Joleen Kajdas; Diana Finzi; Thomas C Quinn; Karen Chadwick; Joseph B Margolick; Colin Kovacs; Stephen J Gange; Robert F Siliciano
Journal:  Nat Med       Date:  2003-05-18       Impact factor: 53.440

3.  Immunological and virological impact of highly active antiretroviral therapy initiated during acute HIV-1 infection.

Authors:  Hendrik Streeck; Heiko Jessen; Galit Alter; Nickolas Teigen; Mike T Waring; Arne Jessen; Ingrid Stahmer; Jan van Lunzen; Mathias Lichterfeld; Xiaojiang Gao; Todd M Allen; Mary Carrington; Bruce D Walker; Juergen K Rockstroh; Marcus Altfeld
Journal:  J Infect Dis       Date:  2006-08-15       Impact factor: 5.226

4.  An experimental design for the development of adaptive treatment strategies.

Authors:  S A Murphy
Journal:  Stat Med       Date:  2005-05-30       Impact factor: 2.373

5.  Using engineering control principles to inform the design of adaptive interventions: a conceptual introduction.

Authors:  Daniel E Rivera; Michael D Pew; Linda M Collins
Journal:  Drug Alcohol Depend       Date:  2006-12-13       Impact factor: 4.492

6.  Highly active antiretroviral therapy decreases mortality and morbidity in patients with advanced HIV disease.

Authors:  E L Murphy; A C Collier; L A Kalish; S F Assmann; M F Para; T P Flanigan; P N Kumar; L Mintz; F R Wallach; G J Nemo
Journal:  Ann Intern Med       Date:  2001-07-03       Impact factor: 25.391

Review 7.  The effectiveness of inpatient and outpatient treatment for alcohol abuse: the need to focus on mediators and moderators of setting effects.

Authors:  J W Finney; A C Hahn; R H Moos
Journal:  Addiction       Date:  1996-12       Impact factor: 6.526

8.  Methodological challenges in constructing effective treatment sequences for chronic psychiatric disorders.

Authors:  Susan A Murphy; David W Oslin; A John Rush; Ji Zhu
Journal:  Neuropsychopharmacology       Date:  2006-11-08       Impact factor: 7.853

9.  Modeling the long-term control of viremia in HIV-1 infected patients treated with antiretroviral therapy.

Authors:  Michele Di Mascio; Ruy M Ribeiro; Martin Markowitz; David D Ho; Alan S Perelson
Journal:  Math Biosci       Date:  2004 Mar-Apr       Impact factor: 2.144

10.  The epidemiology of major depressive disorder: results from the National Comorbidity Survey Replication (NCS-R).

Authors:  Ronald C Kessler; Patricia Berglund; Olga Demler; Robert Jin; Doreen Koretz; Kathleen R Merikangas; A John Rush; Ellen E Walters; Philip S Wang
Journal:  JAMA       Date:  2003-06-18       Impact factor: 56.272

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  6 in total

1.  Dynamic Treatment Regimes.

Authors:  Bibhas Chakraborty; Susan A Murphy
Journal:  Annu Rev Stat Appl       Date:  2014       Impact factor: 5.810

2.  Hybrid Statistical and Mechanistic Mathematical Model Guides Mobile Health Intervention for Chronic Pain.

Authors:  Sara M Clifton; Chaeryon Kang; Jingyi Jessica Li; Qi Long; Nirmish Shah; Daniel M Abrams
Journal:  J Comput Biol       Date:  2017-06-05       Impact factor: 1.479

3.  Piecewise HIV virus dynamic model with CD4(+) T cell count-guided therapy: I.

Authors:  Sanyi Tang; Yanni Xiao; Ning Wang; Hulin Wu
Journal:  J Theor Biol       Date:  2012-05-31       Impact factor: 2.691

Review 4.  Modeling antiretroviral drug responses for HIV-1 infected patients using differential equation models.

Authors:  Yanni Xiao; Hongyu Miao; Sanyi Tang; Hulin Wu
Journal:  Adv Drug Deliv Rev       Date:  2013-04-17       Impact factor: 15.470

5.  Challenging New Targets for CNS-HIV Infection.

Authors:  Mario Ganau; Lara Prisco; Daniele Pescador; Laura Ganau
Journal:  Front Neurol       Date:  2012-03-23       Impact factor: 4.003

Review 6.  Ecological Momentary Assessment and Alcohol Use Disorder Treatment.

Authors:  Jon Morgenstern; Alexis Kuerbis; Frederick Muench
Journal:  Alcohol Res       Date:  2014
  6 in total

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