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Small-world Network for Investigating Functional Connectivity in Bipolar Disorder: A Functional Magnetic Images (fMRI) Study

机译:用于研究双极性障碍中功能连通性的小世界网络:功能磁性图像(FMRI)研究

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Small-world network is a highly clustered system but with small mean path length between networks which allow the information transferred with high efficiency. The human brain can be considered as a sparse, complex network modeled by the small-world properties. Once the brain network was disrupted by disease, the small-world properties would be altered to manifest that the information integration was inefficiency and the network was loosely organized. The aim of this study is to investigate the difference of small-world properties of brain functional network derived from resting-state functional magnetic resonance imaging (fMRI) between the healthy subjects and the patients with Bipolar disorder (BD). The functional MRI data was acquired from 5 healthy subjects and 5 patients with Bipolar disorder. All images of each subject were parcellated into 90 cortical and sub-cortical regions which were defined as the nodes of the network. The functional relations between the 90 regions were estimated by the frequency-based mutual information followed by thresholding to construct a set of undirected graphs. Small-world properties, such as the degree and strength of the connectivity, clustering coefficient of connections, mean path length among brain regions, global efficiency and local efficiency, are examined between any pair of functional areas. Our findings indicated that, in comparison with the control subjects, the BD patients presented smaller values of the degree, the strength of the connectivity and the clustering coefficient of connections, whereas larger values of mean path length among brain regions. This suggested the reduced global and local efficiency of the small-world properties for BD patients. In addition, the small-world properties of BD patients were altered significantly in some regions in the frontal lobes and limbic system which were in good agreement with the dysfunction connectivity reported by the previous literatures in the study of bipolar disorder.
机译:小世界网络是一个高度聚类的系统,但网络之间具有小的平均路径长度,允许以高效率传输信息。人类大脑可以被视为由小世界性质建模的稀疏,复杂的网络。一旦大脑网络被疾病中断,小世界的性质将被改变,以表明信息集成效率低下,网络松散地组织。本研究的目的是探讨脑功能网络的小世界性质的差异来自健康受试者和双相障碍(BD)之间的休息状态功能磁共振成像(FMRI)。功能性MRI数据从5名健康受试者和5例双相障碍获得。将每个受试者的所有图像都被锁定为90个皮质和子皮质区域,被定义为网络的节点。通过基于频率的互信息估计90个区域之间的功能关系,然后通过阈值处理来构建一组无向图。在任何一对功能区域之间检查小世界的小世界性质,例如连接的程度,聚类连接系数,脑区域,全球效率和局部效率之间的平均路径长度。我们的研究结果表明,与对照科目相比,BD患者呈现了较小的程度值,连接性和聚类系数的连接系数,而脑区域之间的平均路径长度的值较大。这表明BD患者小世界性质的全球和地方效率降低。此外,BD患者的小世界性质在额叶和肢体系统中的一些区域中显着改变,与先前文献报告的双相情感障碍的功能障碍连通性有关。

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