A novel within-host model of HIV and nutrition.

IF 2.6 4区 工程技术 Q1 Mathematics Mathematical Biosciences and Engineering Pub Date : 2024-04-09 DOI:10.3934/mbe.2024246
Archana N Timsina, Yuganthi R Liyanage, Maia Martcheva, Necibe Tuncer
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Abstract

In this paper we develop a four compartment within-host model of nutrition and HIV. We show that the model has two equilibria: an infection-free equilibrium and infection equilibrium. The infection free equilibrium is locally asymptotically stable when the basic reproduction number $ \mathcal{R}_0 < 1 $, and unstable when $ \mathcal{R}_0 > 1 $. The infection equilibrium is locally asymptotically stable if $ \mathcal{R}_0 > 1 $ and an additional condition holds. We show that the within-host model of HIV and nutrition is structured to reveal its parameters from the observations of viral load, CD4 cell count and total protein data. We then estimate the model parameters for these 3 data sets. We have also studied the practical identifiability of the model parameters by performing Monte Carlo simulations, and found that the rate of clearance of the virus by immunoglobulins is practically unidentifiable, and that the rest of the model parameters are only weakly identifiable given the experimental data. Furthermore, we have studied how the data frequency impacts the practical identifiability of model parameters.

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艾滋病毒与营养的新型宿主内模型。
在本文中,我们建立了一个营养与艾滋病病毒的四室宿主内模型。我们证明该模型有两个均衡:无感染均衡和感染均衡。当基本繁殖数 $ \mathcal{R}_0 < 1 $ 时,无感染平衡是局部渐近稳定的,当 $ \mathcal{R}_0 > 1 $ 时,无感染平衡是不稳定的。我们表明,HIV 和营养的宿主内模型是有结构的,可以从病毒载量、CD4 细胞计数和总蛋白数据的观测结果中揭示其参数。然后,我们估计了这 3 组数据的模型参数。我们还通过蒙特卡洛模拟研究了模型参数的实际可识别性,发现免疫球蛋白清除病毒的速率实际上是不可识别的,而根据实验数据,模型的其他参数只能微弱地识别。此外,我们还研究了数据频率如何影响模型参数的实际可识别性。
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来源期刊
Mathematical Biosciences and Engineering
Mathematical Biosciences and Engineering 工程技术-数学跨学科应用
CiteScore
3.90
自引率
7.70%
发文量
586
审稿时长
>12 weeks
期刊介绍: Mathematical Biosciences and Engineering (MBE) is an interdisciplinary Open Access journal promoting cutting-edge research, technology transfer and knowledge translation about complex data and information processing. MBE publishes Research articles (long and original research); Communications (short and novel research); Expository papers; Technology Transfer and Knowledge Translation reports (description of new technologies and products); Announcements and Industrial Progress and News (announcements and even advertisement, including major conferences).
期刊最新文献
Multiscale modelling of hepatitis B virus at cell level of organization. Global sensitivity analysis and uncertainty quantification for a mathematical model of dry anaerobic digestion in plug-flow reactors. Depression-induced changes in directed functional brain networks: A source-space resting-state EEG study. Mathematical modeling of infectious diseases and the impact of vaccination strategies. Retraction notice to "A novel architecture design for artificial intelligence-assisted culture conservation management system" [Mathematical Biosciences and Engineering 20(6) (2023) 9693-9711].
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