Evidence map›Paper›PMID 41439192›Full record

ArticleSleep advances : a journal of the Sleep Research Society2025

Differential expression of spatiotemporal sleep spindle clusters in aging.

Liisa Raud, Martijn J P Smits, Markus H Sneve, Hedda T Ness, Line Folvik, Björn Rasch, Anders M Fjell

Abstract read
In one paragraph

Article in Sleep advances : a journal of the Sleep Research Society, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

7 authors.

Liisa RaudDepartment of Psychology, Center for Lifespan Changes in Brain and Cognition, University of Oslo, Oslo 0373, Norway.ORCID https://orcid.org/0000-0003-2355-4308
Martijn J P SmitsDepartment of Psychology, Center for Lifespan Changes in Brain and Cognition, University of Oslo, Oslo 0373, Norway.
Markus H SneveDepartment of Psychology, Center for Lifespan Changes in Brain and Cognition, University of Oslo, Oslo 0373, Norway.ORCID https://orcid.org/0000-0001-7644-7915
Hedda T NessDepartment of Psychology, Center for Lifespan Changes in Brain and Cognition, University of Oslo, Oslo 0373, Norway.ORCID https://orcid.org/0000-0002-4312-5482
Line FolvikDepartment of Psychology, Center for Lifespan Changes in Brain and Cognition, University of Oslo, Oslo 0373, Norway.
Björn RaschDepartment of Psychology, Division of Cognitive Biopsychology and Methods, University of Fribourg, Fribourg 1700, Switzerland.ORCID https://orcid.org/0000-0001-7607-3415
Anders M FjellDepartment of Psychology, Center for Lifespan Changes in Brain and Cognition, University of Oslo, Oslo 0373, Norway.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Study Objectives: Sleep spindles are potential biomarkers for memory decline in aging. However, significant within-person variability in spindle attributes complicates their utility in predicting cognitive deterioration. This study aimed to uncover distinct spindle types and their relevance to memory decline using exploratory, data-driven clustering. Methods: Polysomnography was collected from younger ( Results: Resulting clusters were hierarchically defined by the sleep stage, slow oscillation concurrence, and hemisphere. Stage N3 spindles (15%; predominantly coinciding with slow oscillations) formed a distinct group, followed by N2 spindles coinciding with slow oscillations (27%). Remaining N2 spindles were categorized into unilateral (41%) and bilateral clusters (17%). In older adults, there was a lower proportion of N2 bilateral spindles and a higher proportion of N2 spindles concurrent with slow oscillations. Lower proportion of N2 bilateral spindles was associated with better composite memory performance in younger adults, whereas higher spindle power, regardless of cluster belonging, was associated with reduced memory benefit from sleep compared with wakefulness. Conclusions: Our results indicate differing expression of spatiotemporal spindle clusters in older age, as well as intertwined dynamics between spindle propagation, slow oscillation concurrence, and frequency shifts in aging. In addition, spindle heterogeneity aligned with global sleep stage dynamics. These results emphasize the interconnectedness of spindle activity with overall sleep patterns, underscoring the importance of spatiotemporal context within and across sleep stages.

Indexed as

agingmemory consolidationsleep spindles

Identifiers

PMID41439192
PMCPMC12721383

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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.