Literature DB >> 31353222

Spectral peculiarity and criticality of a human connectome.

N Pospelov1, S Nechaev2, K Anokhin3, O Valba4, V Avetisov5, A Gorsky6.   

Abstract

We have performed the comparative spectral analysis of structural connectomes for various organisms using open-access data. Our results indicate new peculiar features of connectomes of higher organisms. We found that the spectral density of adjacency matrices of human connectome has maximal deviation from the one of randomized network, compared to other organisms. Considering the network evolution induced by the preference of 3-cycles formation, we discovered that for macaque and human connectomes the evolution with the conservation of local clusterization is crucial, while for primitive organisms the conservation of averaged clusterization is sufficient. Investigating for the first time the level spacing distribution of the spectrum of human connectome Laplacian matrix, we explicitly demonstrate that the spectral statistics corresponds to the critical regime, which is hybrid of Wigner-Dyson and Poisson distributions. This observation provides strong support for debated statement of the brain criticality.
Copyright © 2019 Elsevier B.V. All rights reserved.

Entities:  

Keywords:  Connectome; Criticality; Level spacing; Spectral density

Mesh:

Year:  2019        PMID: 31353222     DOI: 10.1016/j.plrev.2019.07.003

Source DB:  PubMed          Journal:  Phys Life Rev        ISSN: 1571-0645            Impact factor:   11.025


  1 in total

1.  DotMotif: an open-source tool for connectome subgraph isomorphism search and graph queries.

Authors:  Jordan K Matelsky; Elizabeth P Reilly; Erik C Johnson; Jennifer Stiso; Danielle S Bassett; Brock A Wester; William Gray-Roncal
Journal:  Sci Rep       Date:  2021-06-22       Impact factor: 4.996

  1 in total

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