Josephine Cruzat, J. Cabral, G. Knudsen, R. Carhart-Harris, P. Whybrow, N. Logothetis, M. Kringelbach, G. Deco
{"title":"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","authors":"Josephine Cruzat, J. Cabral, G. Knudsen, R. Carhart-Harris, P. Whybrow, N. Logothetis, M. Kringelbach, G. Deco","doi":"10.32470/ccn.2019.1095-0","DOIUrl":null,"url":null,"abstract":"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-HT2AR) densities obtained with positron emission tomography (PET). This allowed us to model the resting state and mechanistically explain the functional effects of 5-HT2AR 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-HT2AR density. The results show that the precise distribution of 5-HT2AR 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.","PeriodicalId":281121,"journal":{"name":"2019 Conference on Cognitive Computational Neuroscience","volume":"78 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Mechanisms of the non-linear interactions between the neuronal and neurotransmitter systems explained by causal whole-brain modeling\",\"authors\":\"Josephine Cruzat, J. Cabral, G. Knudsen, R. Carhart-Harris, P. Whybrow, N. Logothetis, M. Kringelbach, G. Deco\",\"doi\":\"10.32470/ccn.2019.1095-0\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"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. 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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. 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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-HT2AR) densities obtained with positron emission tomography (PET). This allowed us to model the resting state and mechanistically explain the functional effects of 5-HT2AR 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-HT2AR density. The results show that the precise distribution of 5-HT2AR 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.