Metastable neural dynamics in Alzheimer's disease are disrupted by lesions to the structural connectome

被引:27
|
作者
Alderson, Thomas H. [1 ]
Bokde, Arun L. W. [3 ,4 ]
Kelso, J. A. Scott [1 ,2 ]
Maguire, Liam [1 ]
Coyle, Damien [1 ]
机构
[1] Ulster Univ, Intelligent Syst Res Ctr, Coleraine, Londonderry, North Ireland
[2] Florida Atlantic Univ, Ctr Complex Syst & Brain Sci, Boca Raton, FL 33431 USA
[3] Trinity Coll Dublin, Sch Med, Trinity Coll, Inst Neurosci, Dublin, Ireland
[4] Trinity Coll Dublin, Sch Med, Cognit Syst Grp, Dublin, Ireland
基金
爱尔兰科学基金会; 加拿大健康研究院; 美国国家卫生研究院;
关键词
Alzheimer's disease; Metastability; Structural connectome; Whole-brain modelling; Kuramoto; DTI; FRONTOPARIETAL CONTROL NETWORK; STATE FUNCTIONAL CONNECTIVITY; RICH-CLUB ORGANIZATION; DEFAULT-MODE; GEOMETRICALLY ACCURATE; PHASE SYNCHRONY; BRAIN NETWORKS; CONTROL-SYSTEM; MOUSE MODEL; ROBUST;
D O I
10.1016/j.neuroimage.2018.08.033
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Current theory suggests brain regions interact to reconcile the competing demands of integration and segregation by leveraging metastable dynamics. An emerging consensus recognises the importance of metastability in healthy neural dynamics where the transition between network states over time is dependent upon the structural connectivity between brain regions. In Alzheimer's disease (AD) - the most common form of dementia - these couplings are progressively weakened, metastability of neural dynamics are reduced and cognitive ability is impaired. Accordingly, we use a joint empirical and computational approach to reveal how behaviourally relevant changes in neural metastability are contingent on the structural integrity of the anatomical connectome. We estimate the metastability of fMRI BOLD signal in subjects from across the AD spectrum and in healthy controls and demonstrate the dissociable effects of structural disconnection on synchrony versus metastability. In addition, we reveal the critical role of metastability in general cognition by demonstrating the link between an individuals cognitive performance and their metastable neural dynamic. Finally, using whole-brain computer modelling, we demonstrate how a healthy neural dynamic is conditioned upon the topological integrity of the structural connectome. Overall, the results of our joint computational and empirical analysis suggest an important causal relationship between metastable neural dynamics, cognition, and the structural efficiency of the anatomical connectome.
引用
收藏
页码:438 / 455
页数:18
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