Modeling the outcome of structural disconnection on resting-state functional connectivity

被引:136
作者
Cabral, Joana [1 ,2 ]
Hugues, Etienne [1 ]
Kringelbach, Morten L. [2 ,3 ]
Deco, Gustavo [1 ,4 ]
机构
[1] Univ Pompeu Fabra, Theoret & Computat Neurosci Grp, Ctr Brain & Cognit, Barcelona 08018, Spain
[2] Univ Oxford, Dept Psychiat, Oxford, England
[3] Aarhus Univ, CFIN, Aarhus, Denmark
[4] Inst Catala Recerca & Estudis Avancats, Barcelona, Spain
关键词
Computational model; Structural connectivity; Disconnection; Functional network; Graph-theory; Small-world; Schizophrenia; SMALL-WORLD; SYNAPTIC PLASTICITY; NETWORK STRUCTURE; CEREBRAL-CORTEX; BRAIN NETWORKS; SCHIZOPHRENIA; FMRI; DYSCONNECTION; ORGANIZATION; INTEGRATION;
D O I
10.1016/j.neuroimage.2012.06.007
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
A growing body of experimental evidence suggests that functional connectivity at rest is shaped by the underlying anatomical structure. Furthermore, the organizational properties of resting-state functional networks are thought to serve as the basis for an optimal cognitive integration. A disconnection at the structural level, as occurring in some brain diseases, would then lead to functional and presumably cognitive impairments. In this work, we propose a computational model to investigate the role of a structural disconnection (encompassing putative local/global and axonal/synaptic mechanisms) on the organizational properties of emergent functional networks. The brain's spontaneous neural activity and the corresponding hemodynamic response were simulated using a large-scale network model, consisting of local neural populations coupled through white matter fibers. For a certain coupling strength, simulations reproduced healthy resting-state functional connectivity with graph properties in the range of the ones reported experimentally. When the structural connectivity is decreased, either globally or locally, the resultant simulated functional connectivity exhibited a network reorganization characterized by an increase in hierarchy, efficiency and robustness, a decrease in small-worldness and clustering and a narrower degree distribution, in the same way as recently reported for schizophrenia patients. Theoretical results indicate that most disconnection-related neuropathologies should induce the same qualitative changes in resting-state brain activity. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:1342 / 1353
页数:12
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