Title
Rich club organization supports a diverse set of functional network configurations.
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.
Year
DOI
Venue
2014
10.1016/j.neuroimage.2014.03.066
NeuroImage
Keywords
Field
DocType
Rich club,Functional repertoire,Connectivity,Spin glass model,Connectome
Default mode network,Neuroscience,Communication,Connectome,Repertoire,Network architecture,Functional networks,Psychology,Cognitive psychology,Human brain,Club
Journal
Volume
ISSN
Citations 
96
1053-8119
18
PageRank 
References 
Authors
0.79
6
5
Name
Order
Citations
PageRank
Mario Senden1534.35
Gustavo Deco21004156.20
Marcel A. de Reus31307.58
rainer goebel447640.13
Martijn P. van den Heuvel516010.43