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精神分裂症中非线性大脑活动的小世界特性

Small-world properties of nonlinear brain activity in schizophrenia.

作者信息

Rubinov Mikail, Knock Stuart A, Stam Cornelis J, Micheloyannis Sifis, Harris Anthony W F, Williams Leanne M, Breakspear Michael

机构信息

Black Dog Institute and School of Psychiatry, University of New South Wales, Sydney, Australia.

出版信息

Hum Brain Mapp. 2009 Feb;30(2):403-16. doi: 10.1002/hbm.20517.

Abstract

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.

摘要

分布的皮质区域之间相互作用的紊乱可能是精神分裂症相关认知和感知功能障碍的基础。在本文中,将皮质相互作用的非线性测量与网络拓扑结构的图论指标相结合,以研究这种精神分裂症的“脱节假说”。这是通过分析先前从40名近期首次发作精神分裂症的年轻受试者和40名健康匹配对照者获取的静息状态头皮脑电图数据的时空结构来实现的。在每个受试者中,将一种绘制皮质区域之间非线性相互作用拓扑图的方法应用于这些数据的广泛分布阵列。将得到的非线性相关矩阵转换为加权图。这些图的路径长度(一种大规模网络整合的测量指标)、聚类系数(一种“小团体性”的测量指标)和枢纽结构被用作潜在脑网络活动的指标。两组的图都表现出高水平的局部聚类以及相对较短的路径长度——这些特征与“小世界”拓扑结构一致——同时还存在强大的中央枢纽。与健康组相比,精神分裂症组的图显示出较低的聚类和较短的路径长度。虽然仍然是“小世界”,但这些效应与潜在网络架构中的细微随机化一致——可能与连接不同簇的更多链接有关。这种随机化可能是精神分裂症特征性认知障碍 的基础。

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本文引用的文献

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Graph theoretical analysis of complex networks in the brain.大脑中复杂网络的图论分析。
Nonlinear Biomed Phys. 2007 Jul 5;1(1):3. doi: 10.1186/1753-4631-1-3.
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Adaptive reconfiguration of fractal small-world human brain functional networks.分形小世界人类大脑功能网络的自适应重构
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Proc Natl Acad Sci U S A. 2006 Sep 12;103(37):13848-53. doi: 10.1073/pnas.0601417103. Epub 2006 Aug 31.
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Small-world networks and disturbed functional connectivity in schizophrenia.精神分裂症中的小世界网络与功能连接紊乱
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