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A mathematical model to explore the interdependence between the serotonin and orexin/hypocretin systems

机译:探讨血清素和甲素/甲肝素系统之间相互依存的数学模型

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Among their multitude of physiological and behavioral effects, the neurochemicals serotonin (5-HT) and orexin (Ox) have been closely linked to major depressive disorders (MDD) and sleep alterations. The dorsal raphe nucleus (DRN) and the lateral hypothalamus area (LHA) are brain regions that are sources of 5-HT and Ox, and there is evidence that suggests a reciprocal interaction between them. This lends support to the hypothesis of a close relationship between MDD and sleep disorders. Based on various experimental data, and appropriate assumptions, we construct a mathematical model of the coupled DRN-LHA neural circuit. Our model relates the dynamics of four important variables that can be experimentally measured: (i) the firing rate of 5-HT-containing neurons in DRN, (ii) the firing rate of Ox-containing neurons in the LHA, (iii) 5-HT concentration level in LHA, and (iv) Ox concentration level in DRN. Simulations show that our model supports the co-existence of baseline activities and concentration levels as observed in various separate experiments. It also allows circuit-level exploration of various parameters not yet identified experimentally, e.g. the rise and decay of Ox concentration levels due to Ox neural activity, and the exact dependence of Ox neural activity on 5-HT level. Finally we have made some model predictions regarding the effects of the 5-HT antagonist on the circuit. Our model, which can be subjected to verification and refinement as new experimental data accumulates, provides unified quantitative relationships and predictions between two important connected brain regions strongly tied to MDD and sleep disorders.
机译:在众多的生理和行为效应中,神经化学血清素(5-HT)和orexin(牛)与主要抑郁症(MDD)和睡眠改变密切相关。背部raphe核(DRN)和外侧下丘脑区域(LHA)是脑区,这些脑区是5-HT和牛的来源,有证据表明它们之间的互动相互作用。这支持MDD和睡眠障碍之间密切关系的假设。基于各种实验数据,以及适当的假设,构建耦合DRN-LHA神经电路的数学模型。我们的模型涉及四种重要变量的动态,可以通过实验测量:(i)DRN中含5-HT的神经元的烧制率,(ii)LHA,(III)5的含氧神经元的烧制率-HT浓度水平在LHA中,(IV)DRN中的氧浓度水平。模拟表明,我们的模型支持在各种单独实验中观察到的基线活动和浓度水平的共存。它还允许电路级探索尚未通过实验识别的各种参数探索。牛神经活性引起的氧浓度水平的上升和衰减,以及黄芪神经活性对5-HT水平的确切依赖性。最后,我们已经为5-HT拮抗剂对电路的影响进行了一些模型预测。我们的模型可以被视为新的实验数据累积的核实和改进,提供统一的定量关系和两个重要的连接大脑区域之间强烈绑定到MDD和睡眠障碍的重要性关系。

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