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Metastable neural dynamics underlies cognitive performance across multiple behavioural paradigms.

Thomas H Alderson1,2, Arun L W Bokde3, J A Scott Kelso1,4

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Human Brain Mapping
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Summary

Brain network metastability, particularly in cognitive control networks, is linked to fluid intelligence and problem-solving. Spontaneous brain activity patterns, rather than task-induced changes, best predict cognitive performance.

Keywords:
cognitioncoordination dynamicsdeep learningfMRImetastabilitymetastable neural dynamicsneurocognitive networksresting state

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Area of Science:

  • Neuroscience
  • Cognitive Science
  • Computational Neuroscience

Background:

  • Resting state networks (RSNs) are linked to cognitive abilities, but their coordinated function remains unclear.
  • Metastability in RSN coordination dynamics may integrate local brain areas into large-scale networks.
  • This integration is hypothesized to confer behavioral advantages.

Purpose of the Study:

  • To investigate the role of brain network metastability in cognitive function.
  • To compare network metastability at rest versus during cognitive tasks.
  • To determine if spontaneous or task-induced metastability better predicts cognitive ability.

Main Methods:

  • Analysis of functional magnetic resonance imaging (fMRI) data from 566 healthy individuals.
  • Estimation of metastability using a phase-locking collective variable for large-scale RSNs.
  • Comparison of metastability during rest and various cognitive tasks.

Main Results:

  • Task-based reasoning showed high metastability in cognitive control networks and low metastability in sensory areas.
  • Metastability between RSNs increased during tasks, but cognitive ability correlated more strongly with spontaneous activity.
  • High metastability in intrinsic connectivity of cognitive control networks predicted fluid intelligence and novel problem-solving.

Conclusions:

  • Spontaneous metastability in large-scale cortical networks is crucially linked to cognitive abilities.
  • Pre-configured resting brain architectures facilitate superior cognitive performance.
  • Metastability dynamics offer insights into the neural basis of cognition.