Discordant attributes of structural and functional brain connectivity in a two-layer multiplex network

被引:40
作者
Lim, Sol [1 ,6 ]
Radicchi, Filippo [2 ]
van den Heuvel, Martijn P. [3 ,4 ]
Sporns, Olaf [1 ,5 ]
机构
[1] Indiana Univ, Dept Psychol & Brain Sci, Bloomington, IN 47405 USA
[2] Indiana Univ, Sch Informat Comp & Engn, Ctr Complex Networks & Syst Res, Bloomington, IN 47405 USA
[3] Vrije Univ Amsterdam, Sect Complex Traits Genet, Ctr Neurogen & Cognit Res, Amsterdam Neurosci,Dept Neurosci,Connectome Lab, NL-1081 HV Amsterdam, Netherlands
[4] UMC Amsterdam, Dept Clin Genet, Amsterdam Neurosci, NL-1081 HV Amsterdam, Netherlands
[5] Indiana Univ, Network Sci Inst, Bloomington, IN 47405 USA
[6] Univ Cambridge, Brain Mapping Unit, Dept Psychiat, Cambridge CB2 3EB, England
基金
美国国家卫生研究院;
关键词
RICH-CLUB ORGANIZATION; HUMAN CEREBRAL-CORTEX; HUMAN CONNECTOME; SPATIAL NEGLECT; PERCOLATION; ROBUSTNESS; SELECTION; REGULARIZATION; SCHIZOPHRENIA; ASSORTATIVITY;
D O I
10.1038/s41598-019-39243-w
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Several studies have suggested that functional connectivity (FC) is constrained by the underlying structural connectivity (SC) and mutually correlated. However, not many studies have focused on differences in the network organization of SC and FC, and on how these differences may inform us about their mutual interaction. To explore this issue, we adopt a multi-layer framework, with SC and FC, constructed using Magnetic Resonance Imaging (MRI) data from the Human Connectome Project, forming a two-layer multiplex network. In particular, we examine node strength assortativity within and between the SC and FC layer. We find that, in general, SC is organized assortatively, indicating brain regions are on average connected to other brain regions with similar node strengths. On the other hand, FC shows disassortative mixing. This discrepancy is apparent also among individual resting-state networks within SC and FC. In addition, these patterns show lateralization, with disassortative mixing within FC subnetworks mainly driven from the left hemisphere. We discuss our findings in the context of robustness to structural failure, and we suggest that discordant and lateralized patterns of associativity in SC and FC may provide clues to understand laterality of some neurological dysfunctions and recovery.
引用
收藏
页数:13
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