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Untangling Brain-Wide Dynamics in Consciousness by Cross-Embedding.

Satohiro Tajima1,2, Toru Yanagawa1, Naotaka Fujii1

  • 1RIKEN Brain Science Institute, Hirosawa, Wako, Saitama, Japan.

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A new method analyzes complex brain dynamics and interactions, revealing a hierarchy of brain areas linked to consciousness. This approach enhances understanding of neural systems and cognitive functions.

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Area of Science:

  • Neuroscience
  • Complex Systems Science

Background:

  • Complex neural dynamics are vital for cognition, but nonlinear interactions challenge traditional analysis.
  • Understanding brain-wide interactions is key to emergent cognitive functions.

Purpose of the Study:

  • Introduce a model-free method for characterizing local dynamics, directed interactions, and their complexity generation.
  • Apply this method to large-scale electrophysiological recordings to analyze brain states.

Main Methods:

  • Utilized embedding theorems in nonlinear state-space reconstruction.
  • Developed a cross-embedding method for simultaneous characterization of complexity and interactions.
  • Analyzed electrophysiological recordings from awake and anesthetized monkeys.

Main Results:

  • The cross-embedding method identified structured interactions missed by correlation-based analyses.
  • Revealed a consciousness-related hierarchy of cortical areas.
  • Demonstrated increased dynamical complexity with cross-area information flow.

Conclusions:

  • The cross-embedding method effectively deciphers large-scale neuronal systems.
  • Sensory-frontoparietal interactions significantly contribute to complex brain dynamics during consciousness.