Structural instability and linear allocation control in generalized models of substance use disorder

IF 1.9 4区 数学 Q2 BIOLOGY
Leigh B. Pearcy , Suzanne Lenhart , W. Christopher Strickland
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引用次数: 0

Abstract

Substance use disorder (SUD) is a complex disease involving nontrivial biological, psychological, environmental, and social factors. While many mathematical studies have proposed compartmental models for SUD, almost all of these exclusively model new cases as the result of an infectious process, neglecting any SUD that was primarily developed in social isolation. While these decisions were likely made to facilitate mathematical analysis, isolated SUD development is critical for the most common substances of abuse today, including opioid use disorder developed through prescription use and alcoholism developed primarily due to genetic factors or stress, depression, and other psychological factors. In this paper we will demonstrate that even a simple infectious disease model is structurally unstable with respect to a linear perturbation in the infection term — precisely the sort of term necessary to model SUD development in isolation. This implies that models of SUD which exclusively treat problematic substance use as an infectious disease will have misleading dynamics whenever a non-trivial rate of isolated SUD development exists in actuality. As we will show, linearly perturbed SUD models do not have a use disorder-free equilibrium. To investigate management strategies, we implement optimal control techniques with the goal of minimizing the number of SUD cases over time.

药物使用障碍广义模型中的结构不稳定性和线性分配控制。
药物使用失调症(SUD)是一种复杂的疾病,涉及非同小可的生物、心理、环境和社会因素。尽管许多数学研究都提出了针对药物滥用障碍的分区模型,但几乎所有这些模型都将新病例完全作为传染过程的结果,而忽略了任何主要在社会隔离状态下形成的药物滥用障碍。虽然做出这些决定可能是为了方便数学分析,但对于当今最常见的滥用药物,包括通过使用处方药而形成的阿片类药物滥用症和主要由于遗传因素或压力、抑郁和其他心理因素而形成的酗酒症来说,隔离型 SUD 的形成至关重要。在本文中,我们将证明即使是一个简单的传染病模型,在感染项线性扰动的情况下,其结构也是不稳定的。这就意味着,如果只把有问题的药物使用作为一种传染病来对待,那么只要在现实中存在非微不足道的孤立性药物依赖发展率,这种药物依赖的模型就会产生误导性的动态变化。我们将证明,线性扰动的 SUD 模型不存在无使用障碍的均衡。为了研究管理策略,我们采用了最优控制技术,目标是随着时间的推移最大限度地减少 SUD 病例的数量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Mathematical Biosciences
Mathematical Biosciences 生物-生物学
CiteScore
7.50
自引率
2.30%
发文量
67
审稿时长
18 days
期刊介绍: Mathematical Biosciences publishes work providing new concepts or new understanding of biological systems using mathematical models, or methodological articles likely to find application to multiple biological systems. Papers are expected to present a major research finding of broad significance for the biological sciences, or mathematical biology. Mathematical Biosciences welcomes original research articles, letters, reviews and perspectives.
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