ArticleNeuroImage2022
Arousal impacts distributed hubs modulating the integration of brain functional connectivity.
Article in NeuroImage, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.
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Who cites it
26 citing papers in PubMed, 40 citations in OpenAlex.
- Medial parietal alpha-frequency transcranial alternating current stimulation for chronic insomnia: a randomized sham-controlled trial.Psychological medicine · 2025Trial
- Arousal-driven critical roaming reproduces human functional connectivity dynamics.PLoS biology · 2026Article
- Cortical synchrony is reduced in Alzheimer's disease and relates to arousal state.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Article
- A Framework for Advancing Mechanistic Neurobehavioral Biomarkers in Psychiatry.Biological psychiatry · 2026Review
- Three parsimonious spatiotemporal patterns in cerebellum reveal individual traits in function and behavior.Nature communications · 2026Article
- Linking human brain functional connectivity to underlying neurotransmission.bioRxiv : the preprint server for biology · 2026Article
- Untamed: Unconstrained Tensor Decomposition and Graph Node Embedding for Cortical Parcellation.Human brain mapping · 2026Article
- Emotional arousal enhances narrative memories through functional integration of large-scale brain networks.Nature human behaviour · 2026Article
- Sleep loss induces cholesterol-associated myelin dysfunction.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- Dynamic brain mechanisms supporting salient memories under cortisol.Science advances · 2025Article
- Switching Patterns of Cortical-Subcortical Interaction in the Human Brain.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025Article
- Altered network efficiency in isolated REM sleep behavior disorder: A multicentric study.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025Article
- Neuromodulatory influences on propagation of traveling waves along the unimodal-transmodal gradient.Cerebral cortex (New York, N.Y. : 1991) · 2025Article
- Autonomic physiological coupling of the global fMRI signal.Nature neuroscience · 2025Article
- Variations of autonomic arousal mediate the reportability of mind blanking occurrences.Scientific reports · 2025Article
- Tell me why: A scoping review on the fundamental building blocks of fMRI-based network analysis.NeuroImage. Clinical · 2025Article
- Human brain state dynamics are highly reproducible and associated with neural and behavioral features.PLoS biology · 2024Article
- Brain-wide functional connectivity artifactually inflates throughout functional magnetic resonance imaging scans.Nature human behaviour · 2024Article
- Widespread Autonomic Physiological Coupling Across the Brain-Body Axis.bioRxiv : the preprint server for biology · 2024Article
- NREM sleep brain networks modulate cognitive recovery from sleep deprivation.bioRxiv : the preprint server for biology · 2024Article
Corrections and comments
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Authors and funding
8 authors at 1 institution in 1 country.
Funding
Abstract
Even when subjects are at rest, it is thought that brain activity is organized into distinct brain states during which reproducible patterns are observable. Yet, it is unclear how to define or distinguish different brain states. A potential source of brain state variation is arousal, which may play a role in modulating functional interactions between brain regions. Here, we use simultaneous resting state functional magnetic resonance imaging (fMRI) and pupillometry to study the impact of arousal levels indexed by pupil area on the integration of large-scale brain networks. We employ a novel sparse dictionary learning-based method to identify hub regions participating in between-network integration stratified by arousal, by measuring k-hubness, the number (k) of functionally overlapping networks in each brain region. We show evidence of a brain-wide decrease in between-network integration and inter-subject variability at low relative to high arousal, with differences emerging across regions of the frontoparietal, default mode, motor, limbic, and cerebellum networks. State-dependent changes in k-hubness relate to the actual patterns of network integration within these hubs, suggesting a brain state transition from high to low arousal characterized by global synchronization and reduced network overlaps. We demonstrate that arousal is not limited to specific brain areas known to be directly associated with arousal regulation, but instead has a brain-wide impact that involves high-level between-network communications. Lastly, we show a systematic change in pairwise fMRI signal correlation structures in the arousal state-stratified data, and demonstrate that the choice of global signal regression could result in different conclusions in conventional graph theoretical analysis and in the analysis of k-hubness when studying arousal modulations. Together, our results suggest the presence of global and local effects of pupil-linked arousal modulations on resting state brain functional connectivity.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.