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Exploring Patterns of Alteration in Alzheimers Disease Brain Networks: A Combined Structural and Functional Connectomics Analysis

机译:探索阿尔茨海默氏病脑网络变化的模式:结构和功能连接组学的组合分析

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摘要

Alzheimer's disease (AD) is a neurodegenerative disorder characterized by a severe derangement of cognitive functions, primarily memory, in elderly subjects. As far as the functional impairment is concerned, growing evidence supports the “disconnection syndrome” hypothesis. Recent investigations using fMRI have revealed a generalized alteration of resting state networks (RSNs) in patients affected by AD and mild cognitive impairment (MCI). However, it was unclear whether the changes in functional connectivity were accompanied by corresponding structural network changes. In this work, we have developed a novel structural/functional connectomic approach: resting state fMRI was used to identify the functional cortical network nodes and diffusion MRI to reconstruct the fiber tracts to give a weight to internodal subcortical connections. Then, local and global efficiency were determined for different networks, exploring specific alterations of integration and segregation patterns in AD and MCI patients compared to healthy controls (HC). In the default mode network (DMN), that was the most affected, axonal loss, and reduced axonal integrity appeared to compromise both local and global efficiency along posterior-anterior connections. In the basal ganglia network (BGN), disruption of white matter integrity implied that main alterations occurred in local microstructure. In the anterior insular network (AIN), neuronal loss probably subtended a compromised communication with the insular cortex. Cognitive performance, evaluated by neuropsychological examinations, revealed a dependency on integration and segregation of brain networks. These findings are indicative of the fact that cognitive deficits in AD could be associated not only with cortical alterations (revealed by fMRI) but also with subcortical alterations (revealed by diffusion MRI) that extend beyond the areas primarily damaged by neurodegeneration, toward the support of an emerging concept of AD as a “disconnection syndrome.” Since only AD but not MCI patients were characterized by a significant decrease in structural connectivity, integrated structural/functional connectomics could provide a useful tool for assessing disease progression from MCI to AD.
机译:阿尔茨海默氏病(AD)是一种神经退行性疾病,其特征是老年受试者的认知功能(主要是记忆)严重紊乱。就功能障碍而言,越来越多的证据支持“脱臼综合征”假说。最近使用fMRI进行的研究表明,患有AD和轻度认知障碍(MCI)的患者的静止状态网络(RSN)普遍发生改变。但是,尚不清楚功能连接性的变化是否伴随着相应的结构网络变化。在这项工作中,我们开发了一种新颖的结构/功能连接组学方法:静止状态功能磁共振成像用于识别功能皮质网络节点,扩散磁共振成像用于重建纤维束以赋予结间皮下连接的权重。然后,确定不同网络的局部和全局效率,探索与健康对照(HC)相比,AD和MCI患者的整合和分离模式的特定变化。在默认模式网络(DMN)中,受影响最严重的是轴突丢失和轴突完整性降低,这会影响沿前后连接的局部和全局效率。在基底神经节网络(BGN)中,白质完整性的破坏意味着主要的改变发生在局部微结构中。在前岛神经网络(AIN)中,神经元丢失可能是由于与岛皮质的交流受损。通过神经心理学检查评估的认知表现显示出对大脑网络整合和分离的依赖性。这些发现表明,AD的认知缺陷不仅与皮质改变(通过fMRI揭示)有关,而且与皮质下改变(由扩散MRI揭示)有关,其范围超出了主要由神经变性损害的区域,并得到了支持。 AD的新兴概念是“脱线综合症”。由于只有AD而非MCI患者的特征是结构连接性显着降低,因此集成的结构/功能连接组学可以为评估疾病从MCI到AD的进展提供有用的工具。

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