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

机译:使用数学模型和控制方法来开发针对HIV感染的结构化治疗中断策略

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摘要

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 substanceabusing 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.
机译:本文的目的是建议,描述随时间推移发生在患者体内的生物学过程的数学模型可用于设计适应性治疗策略。我们演示使用人类免疫缺陷病毒1型(HIV)感染的治疗策略的关键示例。尽管在使用高效抗逆转录病毒疗法治疗HIV感染方面已取得了长足进展,但用这些药物进行连续治疗会带来巨大的成本和负担,毒性,耐药性的发展以及依从性问题;后一种并发症在滥用药物者中特别令人关注。这激发了人们对结构化或监督性治疗中断(STI)策略的兴趣,该策略涉及治疗撤回和重新开始的周期。我们认为最有希望的性传播感染策略是适应性治疗策略。然后,我们将描述数学模型如何代表控制HIV与患者免疫系统之间长期相互作用的生物学机制,以及如何将应用于这些模型的控制方法用于设计适应性STI策略,以寻求长期抑制病毒的方法。 。我们提倡,当可用某种疾病或病症潜在过程的数学表示形式时,它们可能是为临床研究建议适应性治疗策略的重要工具。

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