超越局灶性病变:白质高信号的动态网络效应

IF 3.5 2区 医学 Q1 NEUROIMAGING
Riccardo Leone, Steven Geysen, Gustavo Deco, Xenia Kobeleva, Alzheimer's Disease Neuroimaging Initiative
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引用次数: 0

摘要

白质束(WM)塑造大脑的动态活动,其损伤(如白质高强度,WMH)产生相关的功能改变,最终导致认知症状。目前尚不清楚WMH引起的结构损伤与脑动力学改变之间的联系机制。为了估计WMH对脑动力学的影响,我们将神经质量全脑建模与基于经验数据的虚拟损伤(断开连接组)方法结合起来。我们考虑了WMH对区域间交流(即边缘)或动态(即节点)的异质性影响,并使用包含188名患有不同程度WMH的非痴呆个体(120名认知正常,68名轻度认知障碍)的大型fMRI数据集创建了局部与全局、边缘与节点效应的模型。我们发现,虽然WMH主要决定特定WM束的局部损伤,但这些病变通过减少全局耦合来减少大脑的整体同步,从而产生相关的全局动力学效应。通过断连引起的局部节点动力学改变不太相关,仅在WMH损伤的后期出现。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引起的结构损伤与脑动力学改变联系起来的生成模型。这些模型可用于评估WMH对脑动力学的有害影响。此外,它验证了在以经验脱节为特征的疾病状态中使用全脑模型进行结构-功能关系的假设测试。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Beyond Focal Lesions: Dynamical Network Effects of White Matter Hyperintensities

Beyond Focal Lesions: Dynamical Network Effects of White Matter Hyperintensities

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.

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来源期刊
Human Brain Mapping
Human Brain Mapping 医学-核医学
CiteScore
8.30
自引率
6.20%
发文量
401
审稿时长
3-6 weeks
期刊介绍: Human Brain Mapping publishes peer-reviewed basic, clinical, technical, and theoretical research in the interdisciplinary and rapidly expanding field of human brain mapping. The journal features research derived from non-invasive brain imaging modalities used to explore the spatial and temporal organization of the neural systems supporting human behavior. Imaging modalities of interest include positron emission tomography, event-related potentials, electro-and magnetoencephalography, magnetic resonance imaging, and single-photon emission tomography. Brain mapping research in both normal and clinical populations is encouraged. Article formats include Research Articles, Review Articles, Clinical Case Studies, and Technique, as well as Technological Developments, Theoretical Articles, and Synthetic Reviews. Technical advances, such as novel brain imaging methods, analyses for detecting or localizing neural activity, synergistic uses of multiple imaging modalities, and strategies for the design of behavioral paradigms and neural-systems modeling are of particular interest. The journal endorses the propagation of methodological standards and encourages database development in the field of human brain mapping.
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