The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations

Yonatan Sanz Perl, Gorka Zamora-Lopez, Ernest Montbrió, Martí Monge-Asensio, Jakub Vohryzek, Sol Fittipaldi, Cecilia González Campo, Sebastián Moguilner, Agustín Ibañez, Enzo Tagliazucchi, B. T.Thomas Yeo, Morten L. Kringelbach, Gustavo Deco

Research output: Contribution to journalArticlepeer-review

5 Scopus citations


Large variability exists across brain regions in health and disease, considering their cellular and molecular composition, connectivity, and function. Large-scale whole-brain models comprising coupled brain regions provide insights into the underlying dynamics that shape complex patterns of spontaneous brain activity. In particular, biophysically grounded meanfield whole-brain models in the asynchronous regime were used to demonstrate the dynamical consequences of including regional variability. Nevertheless, the role of heterogeneities when brain dynamics are supported by synchronous oscillating state, which is a ubiquitous phenomenon in brain, remains poorly understood. Here, we implemented two models capable of presenting oscillatory behavior with different levels of abstraction: a phenomenological Stuart-Landau model and an exact mean-field model. The fit of these models informed by structural- to functional-weighted MRI signal (T1w/T2w) allowed us to explore the implication of the inclusion of heterogeneities for modeling resting-state fMRI recordings from healthy participants.We found that disease-specific regional functional heterogeneity imposed dynamical consequences within the oscillatory regime in fMRI recordings from neurodegeneration with specific impacts on brain atrophy/structure (Alzheimer’s patients). Overall, we found that models with oscillations perform better when structural and functional regional heterogeneities are considered, showing that phenomenological and biophysical models behave similarly at the brink of the Hopf bifurcation.

Original languageEnglish
Pages (from-to)632-660
Number of pages29
JournalNetwork Neuroscience
Issue number2
StatePublished - 30 Jun 2023
Externally publishedYes


  • Exact mean-field model
  • Hopf bifurcation
  • Neuroimaging
  • Regional heterogeneity
  • Whole-brain model


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