神经元和神经递质系统之间非线性相互作用的机制由因果全脑模型解释

Josephine Cruzat, J. Cabral, G. Knudsen, R. Carhart-Harris, P. Whybrow, N. Logothetis, M. Kringelbach, G. Deco
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引用次数: 0

摘要

尽管各种研究表明神经递质在神经元水平上的作用,但它们在宏观尺度上对系统动力学的影响却知之甚少。在这里,我们提供了一个因果解释,使用第一个全脑模型整合多模态成像的健康人类参与者进行操纵血清素系统。具体来说,我们将解剖和功能数据与正电子发射断层扫描(PET)获得的5-羟色胺2A受体(5-HT 2A R)密度的详细图结合起来。这使我们能够模拟静息状态,并从机制上解释麦角酸二乙胺(LSD)刺激5-HT 2A R的功能影响。全脑模型使用了兴奋性和抑制性神经元种群的动态平均场定量描述以及相关的突触动力学,其中模型的神经元增益函数由5-HT 2A R密度调节。结果表明,5-HT 2A R的精确分布对预测LSD的神经调节作用至关重要。该模型确定了神经元和神经递质系统之间非线性相互作用的致病机制,这与潜在的神经解剖学网络、神经递质受体的特定脑范围分布的调节以及两者之间的非线性相互作用有着独特的联系。关键词:全脑模型;平均场模型;神经递质;5 -羟色胺;致幻剂。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Mechanisms of the non-linear interactions between the neuronal and neurotransmitter systems explained by causal whole-brain modeling
Although a variety of studies have shown the role of neurotransmitters at the neuronal level, their impact on the dynamics of the system at a macroscopic scale is poorly understood. Here, we provide a causal explanation using the ​first ​ whole-brain model integrating multimodal imaging in healthy human participants undergoing manipulation of the serotonin system. Specifically, we combined anatomical and functional data with a detailed map of the serotonin 2A receptor (5-HT​2A​R) densities obtained with positron emission tomography (PET). This allowed us to model the resting state and mechanistically explain the functional effects of 5-HT​2A​R stimulation with lysergic acid diethylamide (LSD). The whole-brain model used a dynamical mean-field quantitative description of populations of excitatory and inhibitory neurons as well as the associated synaptic dynamics, where the neuronal gain function of the model is modulated by the 5-HT​2A​R density. The results show that the precise distribution of 5-HT​2A​R is crucial to predict the neuromodulatory effects of LSD. The model identified the causative mechanisms for the non-linear interactions between the neuronal and neurotransmitter system, which are uniquely linked to the underlying neuroanatomical network, the modulation by the specific brain-wide distribution of neurotransmitter receptors, and the non-linear interactions between the two. Keywords​: Whole-Brain Model; Mean Field Model; Neurotransmitters; Serotonin; Psychedelics.
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