Evidence map›Paper›PMID 40624137›Full record

ArticleCommunications biology2025

Spatiotemporal dynamics of sleep spindles form spiral waves that predict overnight memory consolidation and age-related memory decline.

Yiben Xu, Alexander McInnes, Chien-Hui Kao, Angela D'Rozario, Jianfeng Feng, Pulin Gong

Abstract read
In one paragraph

Article in Communications biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Wave turbulence and cortical dynamics.Frontiers in computational neuroscience · 2026
    Article
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

6 authors.

Yiben XuSchool of Physics, University of Sydney, Sydney, NSW, Australia.ORCID http://orcid.org/0009-0008-8017-4495
Alexander McInnesSchool of Physics, University of Sydney, Sydney, NSW, Australia.ORCID http://orcid.org/0000-0002-0450-819X
Chien-Hui KaoCIRUS, Centre for Sleep and Chronobiology, Woolcock Institute of Medical Research, Macquarie University, Sydney, NSW, Australia.
Angela D'RozarioCIRUS, Centre for Sleep and Chronobiology, Woolcock Institute of Medical Research, Macquarie University, Sydney, NSW, Australia.
Jianfeng FengInstitute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China.ORCID http://orcid.org/0000-0001-5987-2258
Pulin GongSchool of Physics, University of Sydney, Sydney, NSW, Australia. pulin.gong@sydney.edu.au.ORCID http://orcid.org/0000-0002-1960-3245

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

A growing body of evidence has demonstrated that sleep spindles occurring during stage 2 non-rapid-eye-movement (N2) sleep often organize into travelling waves, but the spatiotemporal dynamics of these waves and their functional significance remain unclear. Using high-density electroencephalogram recordings in humans, we demonstrate that N2 sleep spindles frequently form travelling spiral waves, primarily concentrated in the frontoparietal cortices and symmetrically distributed across hemispheres. These spiral waves display rich spatiotemporal dynamics, rotating around phase singularity centers while propagating across the cortex. We find that the propagation trajectories of these spiral waves exhibit two distinct types of behaviour: while some spirals undergo long-range propagation, traversing considerable distances across the cortex, others remain confined to local regions. We illustrate remarkable consistency in the distribution of these trajectories, which repeat across N2 epochs in hours-long recording sessions and remain consistent over a three-month period. Crucially, the consistency of these trajectories can reliably predict subjects' overnight memory retention performance in a word-pair association task, with greater consistency predicting better performance. Additionally, we find a progressive decrease in trajectory consistency with age, proposing these spiral waves as a potential biomarker for aging. Together, our findings indicate that spiral waves are a defining spatiotemporal feature of N2 sleep and play a crucial role in memory consolidation, offering a promising avenue for further research into sleep-dependent memory processing.

Indexed as

AgingMemory ConsolidationMemory DisordersSleepSleep StagesAdultAgedElectroencephalographyFemaleHumansMaleMiddle AgedYoung Adult

Identifiers

PMID40624137
PMCPMC12234817

What OpenQuestion holds

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Registered trials

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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.