用分岔和敏感性分析检测和重置引爆点以创建更多的HIV治疗后控制器

IF 1.9 4区 数学 Q1 MATHEMATICS, APPLIED
Wenjing Zhang, Leif A. Ellingson
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引用次数: 0

摘要

SIAM应用数学杂志,出版前。摘要。HIV治疗后控制器(PTC)的存在为HIV功能性治愈提供了希望,而了解决定PTC的关键机制是实现这一目标的关键一步。在这里,我们通过分析建立的HIV病毒动力学数学模型来研究这些机制。在数学模型中,关键机制是由影响临界点的参数来表示的,以诱导质量不同的动力学,并且在具有多重稳定性的情况下,系统的初始条件也在决定解的命运中起作用。因此,对于参数空间中的临界点,我们开发并实施了相关分支阈值条件的敏感性分析,以确定该模型的关键机制。我们的结果表明,感染细胞的死亡率和细胞毒性T淋巴细胞增殖的饱和参数显著影响治疗后的控制。对于具有多重稳定性的情况,在初始条件的状态空间中,我们首先研究了鞍型平衡点,以确定其稳定流形,该流形划分了与高、低病毒设定点相关的捕获区域。鉴定的稳定流形在治疗结束时为免疫细胞和HIV病毒的负荷提供指导,以实现治疗后的控制。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Detecting and Resetting Tipping Points to Create More HIV Post-Treatment Controllers with Bifurcation and Sensitivity Analysis
SIAM Journal on Applied Mathematics, Ahead of Print.
Abstract. The existence of HIV post-treatment controllers (PTCs) offers hope for an HIV functional cure, and understanding the critical mechanisms determining PTC represents a key step toward this goal. Here, we have studied these mechanisms by analyzing an established mathematical model for HIV viral dynamics. In mathematical models, critical mechanisms are represented by parameters that affect the tipping points to induce qualitatively different dynamics, and in cases with multiple stability, the initial conditions of the system also play a role in determining the fate of the solution. As such, for the tipping points in parameter space, we developed and implemented a sensitivity analysis of the threshold conditions of the associated bifurcations to identify the critical mechanisms for this model. Our results suggest that the infected cell death rate and the saturation parameter for cytotoxic T lymphocyte proliferation significantly affect post-treatment control. For the case with multiple stability, in state space of initial conditions, we first investigated the saddle-type equilibrium point to identify its stable manifold, which delimits trapping regions associated to the high and low viral set points. The identified stable manifold serves as a guide for the loads of immune cells and HIV virus at the time of therapy termination to achieve post-treatment control.
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来源期刊
CiteScore
3.60
自引率
0.00%
发文量
79
审稿时长
12 months
期刊介绍: SIAM Journal on Applied Mathematics (SIAP) is an interdisciplinary journal containing research articles that treat scientific problems using methods that are of mathematical interest. Appropriate subject areas include the physical, engineering, financial, and life sciences. Examples are problems in fluid mechanics, including reaction-diffusion problems, sedimentation, combustion, and transport theory; solid mechanics; elasticity; electromagnetic theory and optics; materials science; mathematical biology, including population dynamics, biomechanics, and physiology; linear and nonlinear wave propagation, including scattering theory and wave propagation in random media; inverse problems; nonlinear dynamics; and stochastic processes, including queueing theory. Mathematical techniques of interest include asymptotic methods, bifurcation theory, dynamical systems theory, complex network theory, computational methods, and probabilistic and statistical methods.
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