The modulation of neural gain facilitates a transition between functional segregation and integration in the brain

被引:95
|
作者
Shine, James M. [1 ,2 ]
Aburn, Matthew J. [3 ]
Breakspear, Michael [3 ,4 ]
Poldrack, Russell A. [1 ]
机构
[1] Stanford Univ, Dept Psychol, Stanford, CA 94305 USA
[2] Univ Sydney, Cent Clin Sch, Sydney, NSW, Australia
[3] QIMR Berghofer Med Res Inst, Brisbane, Qld, Australia
[4] Metro North Mental Hlth Serv, Brisbane, Qld, Australia
来源
ELIFE | 2018年 / 7卷
基金
英国医学研究理事会;
关键词
LOCUS-COERULEUS; DYNAMICS; CONNECTIVITY; NETWORKS; MODELS; STATES; NOREPINEPHRINE; COMMUNICATION; CRITICALITY; RESPONSES;
D O I
10.7554/eLife.31130
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Cognitive function relies on a dynamic, context-sensitive balance between functional integration and segregation in the brain. Previous work has proposed that this balance is mediated by global fluctuations in neural gain by projections from ascending neuromodulatory nuclei. To test this hypothesis in silico, we studied the effects of neural gain on network dynamics in a model of large-scale neuronal dynamics. We found that increases in neural gain directed the network through an abrupt dynamical transition, leading to an integrated network topology that was maximal in frontoparietal 'rich club' regions. This gain-mediated transition was also associated with increased topological complexity, as well as increased variability in time-resolved topological structure, further highlighting the potential computational benefits of the gain-mediated network transition. These results support the hypothesis that neural gain modulation has the computational capacity to mediate the balance between integration and segregation in the brain.
引用
收藏
页数:16
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