Small-World Properties of Nonlinear Brain Activity in Schizophrenia

被引:355
作者
Rubinov, Mikail [1 ,2 ]
Knock, Stuart A.
Stam, Cornelis J. [3 ]
Micheloyannis, Sifis [4 ]
Harris, Anthony W. F. [5 ,6 ,7 ]
Williams, Leanne M. [5 ,6 ,7 ]
Breakspear, Michael
机构
[1] Univ New S Wales, Sch Psychiat, Black Dog Inst, Randwick, NSW 2031, Australia
[2] Schizophrenia Res Inst, Sydney, NSW, Australia
[3] Vrije Univ Amsterdam, Med Ctr, Amsterdam, Netherlands
[4] Univ Crete, Div Med, Clin Neurophysiol Res Lab, Iraklion, Crete, Greece
[5] Univ Sydney, Western Clin Sch, Discipline Psychol Med, Sydney, NSW 2006, Australia
[6] Univ Sydney, Westmead Hosp, Brain Dynam Ctr, Westmead Millennium Inst, Sydney, NSW 2006, Australia
[7] Univ Sydney, Westmead Hosp, Western Clin Sch, Sydney, NSW 2006, Australia
基金
澳大利亚研究理事会;
关键词
schizophrenia; connectivity; EEG; nonlinear dynamics; graph theory; small-world network; DISTURBED FUNCTIONAL CONNECTIVITY; DYNAMICAL INTERDEPENDENCE; COGNITIVE DYSMETRIA; GAMMA ACTIVITY; NETWORKS; SYNCHRONY; EEG; ORGANIZATION; ARCHITECTURE; BIFURCATION;
D O I
10.1002/hbm.20517
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
A disturbance in the interactions between distributed cortical regions may underlie the cognitive and perceptual dysfunction associated with schizophrenia. In this article, nonlinear measures of cortical interactions and graph-theoretical metrics of network topography are combined to investigate this schizophrenia "disconnection hypothesis." This is achieved by analyzing the spatiotemporal structure of resting state scalp EEG data previously acquired from 40 young Subjects with a recent first episode of schizophrenia and 40 healthy matched controls. In each subject, a method of mapping the topography of nonlinear interactions between cortical regions was applied to a widely distributed array of these data. The resulting nonlinear correlation matrices were converted to weighted graphs. The path length (a measure of large-scale network integration), clustering coefficient (a measure of "cliquishness"), and hub structure of these graphs were used as metrics of the underlying brain network activity. The graphs of both groups exhibited high levels of local clustering combined with comparatively short path lengths-features consistent with a "small-world" topology-as well as the presence of strong, central hubs. The graphs in the schizophrenia group displayed lower clustering and shorter path lengths in comparison to the healthy group. Whilst still "small-world," these effects are consistent with a subtle randomization in the underlying network architecture-likely associated with a greater number of links connecting disparate clusters. This randomization may underlie the cognitive disturbances characteristic of schizophrenia. Hum Brain Mapp 30:403-416, 2009. (C) 2007 Wiley-Liss, Inc.
引用
收藏
页码:403 / 416
页数:14
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