Differences in the critical dynamics underlying the human and fruit-fly connectome

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  • dc.contributor.author Ódor, Géza
  • dc.contributor.author Deco, Gustavo
  • dc.contributor.author Kelling, Jeffrey
  • dc.date.accessioned 2023-03-01T07:25:49Z
  • dc.date.available 2023-03-01T07:25:49Z
  • dc.date.issued 2022
  • dc.description.abstract Previous simulation studies on human connectomes suggested that critical dynamics emerge subcritically in the so-called Griffiths phases. Now we investigate this on the largest available brain network, the 21662 node fruit-fly connectome, using the Kuramoto synchronization model. As this graph is less heterogeneous, lacking modular structure and exhibiting high topological dimension, we expect a difference from the previous results. Indeed, the synchronization transition is mean-field-like, and the width of the transition region is larger than in random graphs, but much smaller than as for the KKI-18 human connectome. This demonstrates the effect of modular structure and dimension on the dynamics, providing a basis for better understanding the complex critical dynamics of humans.
  • dc.description.sponsorship We thank Róbert Juhász and Shengfeng Deng for useful comments and discussions. G.Ó. is supported by the National Research, Development and Innovation Office NKFIH under Grant No. K128989 and the Project HPC-EUROPA3 (INFRAIA-2016-1-730897) from the EC Research Innovation Action under the H2020 Programme. We thank access to the Hungarian national supercomputer network NIIF and to BSC Barcelona. G.D. is supported by the project PID2019-105772GB-I00/AEI/10.13039/501100011033 financed by the Ministry of Science, Innovation and Universities (MCIU) and the State Research Agency (AEI)10.
  • dc.format.mimetype application/pdf
  • dc.identifier.citation Ódor G, Deco G, Kelling J. Differences in the critical dynamics underlying the human and fruit-fly connectome. Phys Rev Res. 2022;4(2):023057. DOI: 10.1103/PhysRevResearch.4.023057
  • dc.identifier.doi http://dx.doi.org/10.1103/PhysRevResearch.4.023057
  • dc.identifier.issn 2643-1564
  • dc.identifier.uri http://hdl.handle.net/10230/55977
  • dc.language.iso eng
  • dc.publisher American Physical Society
  • dc.relation.ispartof Physical Review Research. 2022;4(2):023057.
  • dc.relation.projectID info:eu-repo/grantAgreement/EC/H2020/730897
  • dc.relation.projectID info:eu-repo/grantAgreement/ES/2PE/PID2019-105772GB-I00
  • dc.rights Published by the American Physical Society under the terms of the Creative Commons Attribution 4.0 International license. Further distribution of this work must maintain attribution to the author(s) and the published article’s title, journal citation, and DOI.
  • dc.rights.accessRights info:eu-repo/semantics/openAccess
  • dc.rights.uri https://creativecommons.org/licenses/by/4.0/
  • dc.subject.keyword Statistical Physics
  • dc.subject.keyword Biological Physics
  • dc.subject.keyword Networks
  • dc.title Differences in the critical dynamics underlying the human and fruit-fly connectome
  • dc.type info:eu-repo/semantics/article
  • dc.type.version info:eu-repo/semantics/publishedVersion