4.2 Article

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

期刊

PHYSICAL REVIEW RESEARCH
卷 4, 期 2, 页码 -

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AMER PHYSICAL SOC
DOI: 10.1103/PhysRevResearch.4.023057

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资金

  1. National Research, Development and Innovation Office NKFIH [K128989]
  2. Project HPC-EUROPA3 from the EC Research Innovation Action under the H2020 Programme [INFRAIA-2016-1-730897]
  3. Ministry of Science, Innovation and Universities (MCIU) [PID2019-105772GB-I00/AEI/10.13039/501100011033]
  4. State Research Agency [(AEI)10]

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This study investigates the critical dynamics of the fruit-fly connectome using the Kuramoto synchronization model and compares it with previous findings on the human connectome. The results show that the fruit-fly connectome exhibits different dynamics due to its lower heterogeneity, lack of modular structure, and higher topological dimension compared to the human connectome.
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.

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