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首页> 外文期刊>Journal of Computational Neuroscience >Compensating for synaptic loss in Alzheimer's disease
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Compensating for synaptic loss in Alzheimer's disease

机译:补偿阿尔茨海默氏病的突触损失

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Confirming that synaptic loss is directly related to cognitive deficit in Alzheimer's disease (AD) has been the focus of many studies. Compensation mechanisms counteract synaptic loss and prevent the catastrophic amnesia induced by synaptic loss via maintaining the activity levels of neural circuits. Here we investigate the interplay between various synaptic degeneration and compensation mechanisms, and abnormal cortical oscillations based on a large-scale network model consisting of 100,000 neurons exhibiting several cortical firing patterns, 8.5 million synapses, short-term plasticity, axonal delays and receptor kinetics. The structure of the model is inspired by the anatomy of the cerebral cortex. The results of the modelling study suggest that cortical oscillations respond differently to compensation mechanisms. Local compensation preserves the baseline activity of theta (5-7 Hz) and alpha (8-12 Hz) oscillations whereas delta (1-4 Hz) and beta (13-30 Hz) oscillations are maintained via global compensation. Applying compensation mechanisms independently shows greater effects than combining both compensation mechanisms in one model and applying them in parallel. Consequently, it can be speculated that enhancing local compensation might recover the neural processes and cognitive functions that are associated with theta and alpha oscillations whereas inducing global compensation might contribute to the repair of neural (cognitive) processes which are associated with delta and beta band activity. Compensation mechanisms may vary across cortical regions and the activation of inappropriate compensation mechanism in a particular region may fail to recover network dynamics and/or induce secondary pathological changes in the network.
机译:确认突触丧失与阿尔茨海默病(AD)的认知缺陷直接相关已成为许多研究的重点。补偿机制通过维持神经回路的活动水平来抵消突触损失并防止突触损失引起的灾难性健忘症。在这里,我们基于大型网络模型(由100,000个神经元组成,这些神经元表现出几种皮质发射模式,850万个突触,短期可塑性,轴突延迟和受体动力学)研究了各种突触变性和补偿机制与异常皮质振荡之间的相互作用。该模型的结构受到大脑皮质解剖结构的启发。建模研究的结果表明,皮质振荡对补偿机制的反应不同。局部补偿保留了theta(5-7 Hz)和alpha(8-12 Hz)振荡的基线活动,而delta(1-4 Hz)和beta(13-30 Hz)振荡则通过全局补偿得以维持。与将两种补偿机制组合到一个模型中并并行应用相比,独立应用补偿机制显示出更大的效果。因此,可以推测出增强局部补偿可以恢复与θ和α振荡相关的神经过程和认知功能,而诱导整体补偿可能有助于与δ和β谱带活动相关的神经(认知)过程的修复。 。补偿机制可能在整个皮层区域不同,并且特定区域中不适当的补偿机制的激活可能无法恢复网络动态和/或引起网络中的继发性病理变化。

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