Evidence map›Paper›PMID 33822908›Full record

ArticleCerebral cortex (New York, N.Y. : 1991)2021

Brain Activity Fluctuations Propagate as Waves Traversing the Cortical Hierarchy.

Yameng Gu, Lucas E Sainburg, Sizhe Kuang, Feng Han, Jack W Williams, Yikang Liu, Nanyin Zhang, Xiang Zhang, David A Leopold, Xiao Liu

Abstract read
In one paragraph

Article in Cerebral cortex (New York, N.Y. : 1991), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 68 papers.

0numbers the graph read from it
0cells of the map it votes in
68citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

68 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Categorization is 'baked' into the brain.Nature reviews. Neuroscience · 2026
    Review
  6. Article
  7. Article
  8. Cognition emerges from phase dynamics of intrinsic coordination.bioRxiv : the preprint server for biology · 2026
    Article
  9. Article
  10. Sleep deprivation exhibits an age-dependent effect on infraslow global brain activity.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  11. Article
  12. Article
  13. Article
  14. Article
  15. Review
  16. Review
  17. Article
  18. Article
  19. Article
  20. Early menopause is associated with reduced global brain activity.bioRxiv : the preprint server for biology · 2025
    Article

8 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Yameng GuDepartment of Biomedical Engineering, The Pennsylvania State University, University Park, PA, 16802, USA.ORCID 0000-0002-5330-8637
Lucas E SainburgDepartment of Biomedical Engineering, The Pennsylvania State University, University Park, PA, 16802, USA.
Sizhe KuangDepartment of Biomedical Engineering, The Pennsylvania State University, University Park, PA, 16802, USA.
Feng HanDepartment of Biomedical Engineering, The Pennsylvania State University, University Park, PA, 16802, USA.
Jack W WilliamsDepartment of Biomedical Engineering, The Pennsylvania State University, University Park, PA, 16802, USA.
Yikang LiuDepartment of Biomedical Engineering, The Pennsylvania State University, University Park, PA, 16802, USA.
Nanyin ZhangDepartment of Biomedical Engineering, The Pennsylvania State University, University Park, PA, 16802, USA.ORCID 0000-0002-5824-9058
Xiang ZhangCollege of Information Sciences and Technology, The Pennsylvania State University, University Park, PA, 16802, USA.
David A LeopoldNeurophysiology Imaging Facility, National Institute of Mental Health, National Institute of Neurological Disorders and Stroke, and National Eye Institute, National Institutes of Health, Bethesda, MD, 20892, USA.
Xiao LiuDepartment of Biomedical Engineering, The Pennsylvania State University, University Park, PA, 16802, USA.ORCID 0000-0002-8459-3135

Funding

Neurophysiology Imaging Facility Core: Functional and Structural MRIZICMH002899 · NIMH · NATIONAL INSTITUTE OF MENTAL HEALTH · PI LEOPOLD, DAVID A · 2009 to 2025
$29.1M
The Neural Underpinnings of Functional MRI NetworksZIAMH002896 · NIMH · NATIONAL INSTITUTE OF MENTAL HEALTH · PI LEOPOLD, DAVID A · 2009 to 2025
$13.6M
The role of brain arousal in resting-state functional MRIR01NS113889 · NINDS · PENNSYLVANIA STATE UNIVERSITY, THE · PI LIU, XIAO · 2020 to 2024
$1.8M
Multimodal study of infra-slow propagating brain activityRF1MH123247 · NIMH · PENNSYLVANIA STATE UNIVERSITY, THE · PI LIU, XIAO · 2020 to 2020
$1.2M
Neural Basis of Resting-State Functional ConnectivityR00NS092996 · NINDS · PENNSYLVANIA STATE UNIVERSITY, THE · PI LIU, XIAO · 2017 to 2019
$732k
NIMH NIH HHS RF1 MH123247NINDS NIH HHS R00 NS092996NINDS NIH HHS R01 NS113889
6 · The paper itself

Abstract

The brain exhibits highly organized patterns of spontaneous activity as measured by resting-state functional magnetic resonance imaging (fMRI) fluctuations that are being widely used to assess the brain's functional connectivity. Some evidence suggests that spatiotemporally coherent waves are a core feature of spontaneous activity that shapes functional connectivity, although this has been difficult to establish using fMRI given the temporal constraints of the hemodynamic signal. Here, we investigated the structure of spontaneous waves in human fMRI and monkey electrocorticography. In both species, we found clear, repeatable, and directionally constrained activity waves coursed along a spatial axis approximately representing cortical hierarchical organization. These cortical propagations were closely associated with activity changes in distinct subcortical structures, particularly those related to arousal regulation, and modulated across different states of vigilance. The findings demonstrate a neural origin of spatiotemporal fMRI wave propagation at rest and link it to the principal gradient of resting-state fMRI connectivity.

Indexed as

AdultAnimalsArousalBrainBrain MappingCerebral CortexCerebrovascular CirculationElectroencephalographyFemaleHumansMacaca mulattaMagnetic Resonance ImagingMaleMultimodal ImagingNerve NetSpecies Specificitycortical hierarchyglobal signalinfra-slow propagating activitymultimodal neuroimaging

Identifiers

PMID33822908
PMCPMC8485153

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.