Joshi Alok, Wong-Lin KongFatt, McGinnity T Martin, Prasad Girijesh
Intelligent Systems Research Centre, University of Ulster, Magee Campus, Derry BT48 7JL, Northern Ireland.
Annu Int Conf IEEE Eng Med Biol Soc. 2011;2011:7270-3. doi: 10.1109/IEMBS.2011.6091837.
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.
在它们众多的生理和行为效应中,神经化学物质血清素(5-羟色胺,5-HT)和食欲素(Ox)与重度抑郁症(MDD)和睡眠改变密切相关。中缝背核(DRN)和下丘脑外侧区(LHA)是5-HT和Ox的脑区来源,并且有证据表明它们之间存在相互作用。这支持了MDD与睡眠障碍之间存在密切关系的假说。基于各种实验数据和适当假设,我们构建了一个耦合的DRN-LHA神经回路的数学模型。我们的模型关联了四个可通过实验测量的重要变量的动态变化:(i)DRN中含5-HT神经元的放电频率,(ii)LHA中含Ox神经元的放电频率,(iii)LHA中的5-HT浓度水平,以及(iv)DRN中的Ox浓度水平。模拟结果表明,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。它还允许在电路层面探索各种尚未通过实验确定的参数,例如由于Ox神经活动导致的Ox浓度水平的上升和下降,以及Ox神经活动对5-HT水平的确切依赖性。最后,我们对5-HT拮抗剂对该回路的影响做出了一些模型预测。随着新的实验数据积累,我们的模型可以进行验证和完善,它提供了与MDD和睡眠障碍紧密相关的两个重要相连脑区之间统一的定量关系和预测。