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抑郁症的数学建模:昼夜节律驱动、双稳态和动态转变。

Mathematical modeling of depressive disorders: Circadian driving, bistability and dynamical transitions.

作者信息

Cheng Xiaoou, D'Orsogna Maria R, Chou Tom

机构信息

School of Mathematical Sciences, Peking University, Haidian District, Beijing 100871, China.

Dept. of Mathematics, California State University, Northridge, CA 91330, United States.

出版信息

Comput Struct Biotechnol J. 2020 Nov 21;19:664-690. doi: 10.1016/j.csbj.2020.10.035. eCollection 2021.

Abstract

The hypothalamus-pituitary-adrenal (HPA) axis is a key neuroendocrine system implicated in stress response, major depression disorder, and post-traumatic stress disorder. We present a new, compact dynamical systems model for the response of the HPA axis to external stimuli, representing stressors or therapeutic intervention, in the presence of a circadian input. Our work builds upon previous HPA axis models where hormonal dynamics are separated into slow and fast components. Several simplifications allow us to derive an effective model of two equations, similar to a multiplicative-input FitzHugh-Nagumo system, where two stable states, a healthy and a diseased one, arise. We analyze the effective model in the context of state transitions driven by external shocks to the hypothalamus, but also modulated by circadian rhythms. Our analyses provide mechanistic insight into the effects of the circadian cycle on input driven transitions of the HPA axis and suggest a circadian influence on exposure or cognitive behavioral therapy in depression, or post-traumatic stress disorder treatment.

摘要

下丘脑-垂体-肾上腺(HPA)轴是一个关键的神经内分泌系统,与应激反应、重度抑郁症和创伤后应激障碍有关。我们提出了一个新的、紧凑的动力学系统模型,用于描述在存在昼夜节律输入的情况下,HPA轴对外部刺激(代表应激源或治疗干预)的反应。我们的工作建立在先前的HPA轴模型基础上,在这些模型中,激素动力学被分为慢成分和快成分。通过一些简化,我们推导出了一个由两个方程组成的有效模型,类似于一个乘法输入的菲茨休-纳古莫系统,其中出现了两个稳定状态,一个是健康状态,另一个是患病状态。我们在由下丘脑外部冲击驱动但也受昼夜节律调节的状态转换背景下分析了这个有效模型。我们的分析为昼夜节律周期对HPA轴输入驱动转换的影响提供了机制性见解,并表明昼夜节律对抑郁症或创伤后应激障碍治疗中的暴露疗法或认知行为疗法有影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0ced/7815682/536c67b428e8/gr1.jpg

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