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Updated: Aug 26, 2025

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Complexity changes in functional state dynamics suggest focal connectivity reductions.

David Sutherland Blair1, Carles Soriano-Mas2,3,4, Joana Cabral5

  • 1Facultad de Comunicación, Universitat Pompeu Fabra, Barcelona, Spain.

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|October 10, 2022
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Summary
This summary is machine-generated.

Obsessive-compulsive disorder (OCD) is linked to increased brain activity complexity. A new method reveals higher global and regional complexity in OCD patients, suggesting cognitive disorder and altered cortical connectivity.

Keywords:
Hopf bifurcationLEiDAShannon entropyeigendecompositionindependent component analysisnetwork-based statisticobsessive-compulsive disorderwhole-brain model

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Area of Science:

  • Computational Neuroscience
  • Neuroimaging
  • Psychiatric Research

Background:

  • Neuroscience research has expanded significantly, with complexity research gaining prominence.
  • Previous studies suggest psychiatric disorders alter brain activity complexity, but often overlook distributed cognition.
  • This limitation can lead to inaccurate interpretations of global and regional entropy estimates.

Purpose of the Study:

  • To introduce a novel method for estimating brain activity complexity that accounts for distributed cognition.
  • To apply this method to analyze brain activity in individuals with obsessive-compulsive disorder (OCD).

Main Methods:

  • Developed a new complexity estimation method by projecting dynamic functional connectivity into a low-dimensional space.
  • Estimated dimension-specific entropy within this space for rapid global signal complexity assessment.
  • Utilized a Hopf oscillator-based model to estimate subject-level effective connectivity.

Main Results:

  • Obsessive-compulsive disorder patients exhibited significantly increased global and dimension-specific brain activity complexity compared to healthy controls.
  • Analysis suggested that OCD patients may experience greater cognitive disorder.
  • Effective connectivity analysis indicated abnormally high connectivity across a broad cortical network in OCD patients.

Conclusions:

  • The novel method is robust and sensitive for detecting group-level complexity alterations in brain activity.
  • Findings suggest that OCD is associated with increased brain activity complexity and altered cortical connectivity.
  • The proposed method offers a more accurate approach to assessing brain complexity in psychiatric disorders.