The Rich-Club Organization in Rat Functional Brain Network to Balance Between Communication Cost and Efficiency

被引:41
|
作者
Liang, Xia [1 ,2 ]
Hsu, Li-Ming [1 ,3 ]
Lu, Hanbing [1 ]
Sumiyoshi, Akira [1 ,4 ]
He, Yong [5 ]
Yang, Yihong [1 ]
机构
[1] NIDA, Neuroimaging Res Branch, Baltimore, MD 21224 USA
[2] Harbin Inst Technol, Res Ctr Basic Space Sci, Harbin 150001, Heilongjiang, Peoples R China
[3] Natl Yang Ming Univ, Dept Biomed Imaging & Radiol Sci, Taipei 11221, Taiwan
[4] Tohoku Univ, Inst Dev Aging & Canc, Sendai, Miyagi 9808575, Japan
[5] Beijing Normal Univ, IDG McGovern Inst Brain Res, State Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
基金
美国国家卫生研究院; 北京市自然科学基金;
关键词
functional connectome; module; motif; rat brain; rich club; CONNECTIVITY; HUBS; ARCHITECTURE; INTEGRATION; DYNAMICS; DISTANCE; FMRI; SET;
D O I
10.1093/cercor/bhw416
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Network analyses of structural connectivity in the brain have highlighted a set of highly connected hubs that are densely interconnected, forming a "rich-club" substrate in diverse species. Here, we demonstrate the existence of rich-club organization in functional brain networks of rats. Densely interconnected rich-club regions are found to be distributed in multiple brain modules, with the majority located within the putative default mode network. Rich-club members exhibit high wiring cost (as measured by connection distance) and high metabolic running cost (as surrogated by cerebral blood flow), which may have evolved to achieve high network communications to support efficient brain functions. Furthermore, by adopting a forepaw electrical stimulation paradigm, we find that the rich-club organization of the rat functional network remains almost the same as in the resting state, whereas path motif analysis reveals significant differences, suggesting the rat brain reorganizes its topological routes by increasing locally oriented shortcuts but reducing rich-club member-involved paths to conserve metabolic running cost during unimodal stimulation. Together, our results suggest that the neuronal system is organized and dynamically operated in an economic way to balance between cost minimization and topological/functional efficiency.
引用
收藏
页码:924 / 935
页数:12
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