Network NeuroscienceNeurosciencePeer-reviewed journal article
Cognitive abilities are associated with rapid dynamics of electrophysiological connectome states
Suhnyoung JuniD, Stephen M. MaloneiD, Thomas H. AldersoniD, Jeremy HarperiD, Ruskin H. Hunt, Kathleen M. ThomasiD, Sylia WilsoniD, William G. IaconoiD, Sepideh SadaghianiiD
Abstract
Time-varying changes in whole-brain connectivity patterns, or connectome state dynamics, hold significant implications for cognition. However, connectome dynamics at fast (> 1Hz) timescales highly relevant to cognition are poorly understood due to the dominance of inherently slow fMRI in connectome studies. Here, we investigated the behavioral significance of rapid electrophysiological connectome dynamics using source-localized EEG connectomes during resting-state (N=926, 473 females). We focused on dynamic connectome features pertinent to individual differences, specifically those with established heritability: Fractional Occupancy (i.e., the overall duration spent in each recurrent connectome state) in beta and gamma bands, and Transition Probability (i.e., the frequency of state switches) in theta, alpha, beta, and gamma bands. Canonical correlation analysis found a significant relationship between the heritable phenotypes of sub-second connectome dynamics and cognition. Specifically, principal components of Transition Probabilities in alpha (followed by theta and gamma bands) and a cognitive factor representing visuospatial processing (followed by verbal and auditory working memory) most notably contributed to the relationship. We conclude that the specific order in which rapid connectome states are sequenced shapes individuals cognitive abilities and traits. Such sub-second connectome dynamics may inform about behavioral function and dysfunction and serve as endophenotypes for cognitive abilities.
- organism: human
- assay: electronic health records
- research focus: cell-cell communication
- approach: statistical model
- Citations
- 4
- FWCI
- 0.97
- Field percentile
- top 29%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Rapid dynamics of electrophysiological connectome states are heritable
Suhnyoung Jun, Thomas H. Alderson, … Sepideh Sadaghiani·Network NeurosciencePeer-reviewed·Jan 1, 2024
- Dynamic trajectories of connectome state transitions are heritable
Suhnyoung Jun, Thomas H. Alderson, … Sepideh Sadaghiani·NeuroImagePeer-reviewed·Apr 30, 2022
- Concurrent EEG- and fMRI-derived functional connectomes exhibit linked dynamics
Jonathan Wirsich, Anne‐Lise Giraud, Sepideh Sadaghiani·NeuroImagePeer-reviewed·May 29, 2020
- Higher general intelligence is linked to stable, efficient, and typical dynamic functional brain connectivity patterns
Justin Ng, Ju‐Chi Yu, … Colin S. Hawco·bioRxiv·Jul 20, 2023
- Differential Contributions of Static and Time-Varying Functional Connectivity to Human Behavior
Adam Eichenbaum, Ioannis Pappas, … Mark D’Esposito·Network NeurosciencePeer-reviewed·Oct 13, 2020
- Dynamic causal modelling of fluctuating connectivity in resting-state EEG
Frederik Van de Steen, Hannes Almgren, … Daniele Marinazzo·NeuroImagePeer-reviewed·Jan 27, 2019