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
相关论文
共 72 条
[1]   A resilient, low-frequency, small-world human brain functional network with highly connected association cortical hubs [J].
Achard, S ;
Salvador, R ;
Whitcher, B ;
Suckling, J ;
Bullmore, ET .
JOURNAL OF NEUROSCIENCE, 2006, 26 (01) :63-72
[2]   Modeling the Impact of Lesions in the Human Brain [J].
Alstott, Jeffrey ;
Breakspear, Michael ;
Hagmann, Patric ;
Cammoun, Leila ;
Sporns, Olaf .
PLOS COMPUTATIONAL BIOLOGY, 2009, 5 (06)
[3]  
[Anonymous], 1906, GRUNDRISSE PSYCHIAT
[4]   Hierarchical organization of human cortical networks in health and schizophrenia [J].
Bassett, Danielle S. ;
Bullmore, Edward T. ;
Verchinski, Beth A. ;
Mattay, Venkata S. ;
Weinberger, Daniel R. ;
Meyer-Lindenberg, Andreas .
JOURNAL OF NEUROSCIENCE, 2008, 28 (37) :9239-9248
[5]   Altered resting state complexity in schizophrenia [J].
Bassett, Danielle S. ;
Nelson, Brent G. ;
Mueller, Bryon A. ;
Camchong, Jazmin ;
Lim, Kelvin O. .
NEUROIMAGE, 2012, 59 (03) :2196-2207
[6]   Conserved and variable architecture of human white matter connectivity [J].
Bassett, Danielle S. ;
Brown, Jesse A. ;
Deshpande, Vibhas ;
Carlson, Jean M. ;
Grafton, Scott T. .
NEUROIMAGE, 2011, 54 (02) :1262-1279
[7]   Small-world brain networks [J].
Bassett, Danielle Smith ;
Bullmore, Edward T. .
NEUROSCIENTIST, 2006, 12 (06) :512-523
[8]   FUNCTIONAL CONNECTIVITY IN THE MOTOR CORTEX OF RESTING HUMAN BRAIN USING ECHO-PLANAR MRI [J].
BISWAL, B ;
YETKIN, FZ ;
HAUGHTON, VM ;
HYDE, JS .
MAGNETIC RESONANCE IN MEDICINE, 1995, 34 (04) :537-541
[9]   Complex networks: Structure and dynamics [J].
Boccaletti, S. ;
Latora, V. ;
Moreno, Y. ;
Chavez, M. ;
Hwang, D. -U. .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2006, 424 (4-5) :175-308
[10]   Complex brain networks: graph theoretical analysis of structural and functional systems [J].
Bullmore, Edward T. ;
Sporns, Olaf .
NATURE REVIEWS NEUROSCIENCE, 2009, 10 (03) :186-198