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A Model of Alzheimer's Disease and Mild Cognitive Impairment based on EEG Coherence

机译:基于EEG连贯性的阿尔茨海默病和轻度认知障碍模型

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EEG coherence was used to model the integrity of neural connectivity in patients with Alzheimer's Disease (AD), Mild Cognitive Impairment (MCI), and age-matched controls. Our model was derived from the EEG data of 16 AD patients, 24 MCI patients and 16 age-matched controls. We computed the coherence of the relevant channel pairs believed to represent fiber pathways. Coherence values were compared across groups of AD patients, MCI patients, and controls, and the Kruskal-Wallis test was used to determine those channel pairs that exhibited significant differences between MCI or AD patients and controls. Because increased and decreased EEG coherence (relative to controls) has been found to be associated with fiber damage, channel pairs showing significant differences in EEG coherence were rated as damaged. The data show that while AD patients have more damaged pathways than MCI patients, the areas of damage are similar for both groups. The significance of this model is its future application (perhaps in conjunction with white matter imaging techniques) to the development of connectivity models of cognitive decline in AD and MCI patients.
机译:EEG连贯性用于模拟患有阿尔茨海默病(AD),轻度认知障碍(MCI)和年龄匹配对照的患者神经连接的完整性。我们的模型来自16名AD患者的脑电图数据,24例MCI患者和16名年龄匹配的对照。我们计算了相信的相干信道对代表纤维途径的相干性。在AD患者,MCI患者和对照组中比较了相干值,并且使用Kruskal-Wallis试验来确定这些渠道对在MCI或AD患者和对照之间表现出显着差异。由于已发现增加和降低的EEG连贯性(相对于对照)与纤维损伤有关,因此归因于EEG连贯性显着差异的通道对被损坏。数据显示,虽然AD患者的途径比MCI患者更受损,但对于这两个群体造成的损伤区域相似。该模型的重要性是其未来的应用(也许与白质成像技术结合)到广告和MCI患者认知下降连通模型的发展。

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