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首页> 外文期刊>Neural Networks: The Official Journal of the International Neural Network Society >A thalamo-cortico-thalamic neural mass model to study alpha rhythms in Alzheimer's disease.
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A thalamo-cortico-thalamic neural mass model to study alpha rhythms in Alzheimer's disease.

机译:用于研究阿尔茨海默氏病的阿尔法节律的丘脑-皮质-丘脑神经质量模型。

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摘要

We present a lumped computational model of the thalamo-cortico-thalamic circuitry. The model essentially consists of two modules: a thalamic module and a cortical module. The thalamic module circuitry is a modified version of a classic neural mass computational model of the thalamic circuitry to simulate cortical alpha rhythms and which we have used in previous research to study EEG abnormality associated with Alzheimer's Disease (AD). Here, we introduce a modified synaptic structure representing a neuronal population in the thalamic model. Furthermore, the synaptic organisation and connectivity parameter values in the model are based on experimental data reported from the dorsal Lateral Geniculate Nucleus of different species. The cortical module circuitry is based on a recent work studying cortical brain rhythms. We vary the synaptic connectivity parameters in the thalamic module of the model to simulate the effects of AD on brain synaptic circuitry and study power within the alpha frequency bands. The power and dominant frequencies of the model output are studied in three sub-bands within the alpha band: lower alpha (7-9 Hz), middle alpha (9-11 Hz) and upper alpha (11-13 Hz). Such an analytical method conforms to recent comparative EEG studies on young adults, healthy aged adults and MCI or early stage AD patients. The results show a remarkable role of the synaptic connectivities in the inhibitory thalamic cell populations on the alpha band power and frequency. Furthermore, the total number of active synapses in the thalamic cell populations produces the slowing of alpha rhythms and a simultaneous decrease of alpha band power in the brain as a result of AD.
机译:我们提出了丘脑-皮质-丘脑电路的集总计算模型。该模型主要由两个模块组成:丘脑模块和皮质模块。丘脑模块电路是丘脑电路的经典神经质量计算模型的修改版本,可模拟皮质阿尔法心律,并且我们在先前的研究中已使用该模型来研究与阿尔茨海默氏病(AD)相关的脑电图异常。在这里,我们介绍了一种修饰的突触结构,代表丘脑模型中的神经元种群。此外,模型中的突触组织和连通性参数值基于不同物种背侧外侧细齿核报告的实验数据。皮质模块电路基于最近研究皮质脑节律的工作。我们在模型的丘脑模块中改变突触连接性参数,以模拟AD对大脑突触电路的影响并研究alpha频段内的能量。在alpha频段内的三个子频段中研究了模型输出的功率和主频:较低的alpha(7-9 Hz),中部的alpha(9-11 Hz)和较高的alpha(11-13 Hz)。这种分析方法符合最近对年轻人,健康的老年人和MCI或早期AD患者进行的比较性EEG研究。结果表明,在α带功率和频率上,丘脑细胞群中突触连接性的显着作用。此外,由于AD,丘脑细胞群中活性突触的总数导致α节律的减慢和大脑中α带功率的同时降低。

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