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A hybrid game theoretical approach to control drug delivery in HIV infection

机译:控制HIV感染药物输送的混合博弈理论方法

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HIV (human immunodeficiency virus) infection is fatal because it directly damages human's immune system by infecting CD4+ T cells. Treatment for HIV infection is a complex process that involves interactions among the virus population, the immune system and antiretroviral drugs. However, it is difficult to treat HIV infection because the high mutation rate helps HIV to escape from drug attacks. Therefore, the purpose of this paper is to seek optimal drug dosage strategy that can decrease the side effects of drugs and at the same time control HIV replication from explosion. In this paper, we use game theory to describe the interaction among HIV, immune system and drug. Nash equilibrium is sought to get an equilibrium where both HIV and immune system-drug coalition can benefit most. And due to the high mutation rate of HIV, the population structure keeps changing all the time. Evolutionary game is used among the different quasispecies of HIV population. Therefore, we use a hybrid game theory, i.e. to combine evolutionary game played by different quasispecies of HIV with conventional game played by immune system-drug coalition and the HIV population as a whole. The dosage of drug is calculated when both Evolutionary Stable Strategy (ESS) and Nash Equilibrium (NE) is satisfied. At this dosage, the drug can keep the HIV from explosively mutating into dangerous drug resistant ones while the population of CD4+ T cells remains at a proper level. This brings a new drug therapy during HIV infection to prolong the life of patient.
机译:HIV(人类免疫缺陷病毒)感染是致命的,因为它会通过感染CD4 + T细胞而直接损害人类的免疫系统。 HIV感染的治疗是一个复杂的过程,涉及病毒种群,免疫系统和抗逆转录病毒药物之间的相互作用。但是,由于高突变率可帮助HIV摆脱药物攻击,因此很难治疗HIV感染。因此,本文的目的是寻求最佳的药物剂量策略,以减少药物的副作用,并同时控制爆炸引起的HIV复制。在本文中,我们使用博弈论来描述HIV,免疫系统和药物之间的相互作用。寻求纳什均衡以使艾滋病毒和免疫系统-毒品联盟都能从中受益最大。由于艾滋病毒的高突变率,人口结构一直在变化。艾滋病病毒种群的不同准物种之间使用了进化博弈。因此,我们使用混合博弈论,即将不同种类的HIV的进化博弈与免疫系统-药物联盟和整个HIV群体的常规博弈结合起来。当满足进化稳定策略(ESS)和纳什均衡(NE)时,计算药物剂量。在此剂量下,该药物可以防止HIV突然突变为危险的耐药菌,而CD4 + T细胞的数量仍保持在适当的水平。这在HIV感染期间带来了一种新的药物疗法,可以延长患者的寿命。

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