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Beyond Focal Lesions: Dynamical Network Effects of White Matter Hyperintensities

机译:超越局灶性病变:白质高信号的动态网络效应

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摘要

White matter (WM) tracts shape the brain's dynamical activity and their damage (e.g., white matter hyperintensities, WMH) yields relevant functional alterations, ultimately leading to cognitive symptoms. The mechanisms linking the structural damage caused by WMH to the arising alterations of brain dynamics is currently unknown. To estimate the impact of WMH on brain dynamics, we combine neural‐mass whole‐brain modeling with a virtual‐lesioning (disconnectome) approach informed by empirical data. We account for the heterogeneous effects of WMH either on inter‐regional communication (i.e., edges) or on dynamics (i.e., nodes) and create models of their local versus global, and edge versus nodal effects using a large fMRI dataset comprising 188 non‐demented individuals (120 cognitively normal, 68 with mild cognitive impairment) with varying degrees of WMH. We show that, although WMH mainly determine local damage to specific WM tracts, these lesions yield relevant global dynamical effects by reducing the overall synchronization of the brain through a reduction of global coupling. Alterations of local nodal dynamics through disconnections are less relevant and present only at later stages of WMH damage. Exploratory analyses suggest that education might play a beneficial role in counteracting the reduction in global coupling associated with WMH. This study provides generative models linking the structural damage caused by WMH to alterations in brain dynamics. These models might be used to evaluate the detrimental effects of WMH on brain dynamics in a subject‐specific manner. Furthermore, it validates the use of whole‐brain modeling for hypothesis‐testing of structure–function relationships in diseased states characterized by empirical disconnections.
机译:白质 (WM) 束塑造大脑的动力活动,其损伤(例如,白质高信号,WMH)会产生相关的功能改变,最终导致认知症状。目前尚不清楚将 WMH 引起的结构损伤与大脑动力学发生的变化联系起来的机制。为了估计 WMH 对大脑动力学的影响,我们将神经质量全脑建模与由经验数据告知的虚拟损伤 (disconnectome) 方法相结合。我们考虑了 WMH 对区域间通信(即边缘)或动力学(即节点)的异质性影响,并使用一个大型 fMRI 数据集创建其局部与全局以及边缘与节点效应的模型,该数据集由 188 名非痴呆症个体(120 名认知正常,68 名轻度认知障碍)组成,具有不同程度的 WMH。我们表明,尽管 WMH 主要决定特定 WM 束的局部损伤,但这些病变通过减少整体耦合来降低大脑的整体同步,从而产生相关的整体动力学效应。通过断开连接改变局部淋巴结动力学的相关性较低,并且仅存在于 WMH 损伤的后期阶段。探索性分析表明,教育可能在抵消与 WMH 相关的全球耦合减少方面发挥有益作用。本研究提供了将 WMH 引起的结构损伤与大脑动力学改变联系起来的生成模型。这些模型可用于以特定主题的方式评估 WMH 对大脑动力学的不利影响。此外,它验证了全脑建模在以经验断开为特征的疾病状态下对结构-功能关系进行假设测试的使用。

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