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富裕俱乐部组织支持多样化的功能网络配置。

Rich club organization supports a diverse set of functional network configurations.

机构信息

Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, 6200 MD Maastricht, The Netherlands.

Center for Brain and Cognition, Computational Neuroscience Group, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Roc Boronat 138, Barcelona 08018, Spain; Institució Catalana de la Recerca i Estudis Avançats (ICREA), Universitat Pompeu Fabra, Passeig Lluís Companys 23, Barcelona 08010, Spain.

出版信息

Neuroimage. 2014 Aug 1;96:174-82. doi: 10.1016/j.neuroimage.2014.03.066. Epub 2014 Mar 31.

Abstract

Brain function relies on the flexible integration of a diverse set of segregated cortical modules, with the structural connectivity of the brain being a fundamentally important factor in shaping the brain's functional dynamics. Following up on macroscopic studies showing the existence of centrally connected nodes in the mammalian brain, combined with the notion that these putative brain hubs may form a dense interconnected 'rich club' collective, we hypothesized that brain connectivity might involve a rich club type of architecture to promote a repertoire of different and flexibly accessible brain functions. With the rich club suggested to play an important role in global brain communication, examining the effects of a rich club organization on the functional repertoire of physical systems in general, and the brain in particular, is of keen interest. Here we elucidate these effects using a spin glass model of neural networks for simulating stable configurations of cortical activity. Using simulations, we show that the presence of a rich club increases the set of attractors and hence the diversity of the functional repertoire over and above the effects produced by scale free type topology alone. Within the networks' overall functional repertoire rich nodes are shown to be important for enabling a high level of dynamic integrations of low-degree nodes to form functional networks. This suggests that the rich club serves as an important backbone for numerous co-activation patterns among peripheral nodes of the network. In addition, applying the spin glass model to empirical anatomical data of the human brain, we show that the positive effects on the functional repertoire attributed to the rich club phenomenon can be observed for the brain as well. We conclude that a rich club organization in network architectures may be crucial for the facilitation and integration of a diverse number of segregated functions.

摘要

大脑功能依赖于多样化的皮质模块的灵活整合,大脑的结构连接是塑造大脑功能动态的一个基本重要因素。在对哺乳动物大脑中存在中枢连接节点的宏观研究进行跟进的同时,结合这些假定的大脑中枢可能形成一个密集的相互连接的“丰富俱乐部”集体的概念,我们假设大脑连接可能涉及一种丰富俱乐部类型的架构,以促进一系列不同的和灵活可访问的大脑功能。由于丰富俱乐部被认为在大脑的全局通讯中发挥着重要作用,因此研究丰富俱乐部组织对物理系统(一般而言)和大脑(特别是)功能库的影响是非常有趣的。在这里,我们使用神经网络的自旋玻璃模型来模拟皮质活动的稳定配置,阐明了这些影响。通过模拟,我们表明,丰富俱乐部的存在增加了吸引子的集合,从而增加了功能库的多样性,超过了单纯的无标度拓扑结构所产生的影响。在网络的整体功能库中,丰富的节点对于使低度数节点的高水平动态整合形成功能网络非常重要。这表明丰富俱乐部充当了网络外围节点之间大量共同激活模式的重要骨干。此外,我们将自旋玻璃模型应用于人类大脑的实证解剖学数据,表明丰富俱乐部现象对功能库的积极影响也可以在大脑中观察到。我们得出结论,网络架构中的丰富俱乐部组织可能对于促进和整合多样化的隔离功能至关重要。

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