Evidence map›Paper›PMID 41060323›Full record

SynthesiseLife2025

Bayesian meta-analysis reveals the mechanistic role of slow oscillation-spindle coupling in sleep-dependent memory consolidation.

Thea Ng, Eunsol Noh, Rebecca M C Spencer

Abstract readMeta-Analysis
In one paragraph

Synthesis in eLife, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed, 1 pooled it
–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

12 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
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  7. Article
  8. Auditory-evoked changes in slow oscillations and spindles correlate with memory consolidation in children with epilepsy and controls.Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology · 2026
    Article
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

3 authors.

Thea NgNeuroscience & Behavior Program, Mount Holyoke College, South Hadley, United States.ORCID https://orcid.org/0009-0008-9521-9254
Eunsol NohNeuroscience & Behavior Program, University of Massachusetts, Amherst, United States.
Rebecca M C SpencerNeuroscience & Behavior Program, University of Massachusetts, Amherst, United States.ORCID https://orcid.org/0000-0002-8674-2384

Funding

What is sleep's role in Alzheimer's disease? Insight from healthy agingR01AG040133 · NIA · UNIVERSITY OF MASSACHUSETTS AMHERST · PI SPENCER, REBECCA M C · 2012 to 2022
$4.2M
NIA NIH HHS R01 AG040133NIH HHS R01 AG040133
6 · The paper itself

Abstract

The active system consolidation theory suggests that information transfer between the hippocampus and cortex during sleep underlies memory consolidation in humans. Neural oscillations during sleep, including the temporal coupling between slow oscillations (SO) and sleep spindles (SP), may play a mechanistic role in memory consolidation. However, differences in analytical approaches and the presence of physiological and behavioral moderators have led to inconsistent conclusions. This meta-analysis, comprising 23 studies and 297 effect sizes, focused on four standard phase-amplitude coupling measures including coupling phase, strength, percentage, and SP amplitude, and their relationship with memory retention. We developed a standardized approach to incorporate non-normal circular-linear correlations. We found strong evidence supporting that precise and strong SO-fast SP coupling in the frontal lobe predicts memory consolidation. The strength of this association is mediated by memory type, aging, and spatiotemporal features, including SP frequency and cortical topography. In conclusion, SO-fast SP coupling should be considered as a general physiological mechanism for memory consolidation.

Indexed as

Memory ConsolidationSleepBayes TheoremElectroencephalographyHippocampusHumanshumanmemory consolidationmeta-analysisneurosciencephase-amplitude couplingsleepsleep spindlesslow oscillations

Identifiers

PMID41060323
PMCPMC12507438

What OpenQuestion holds

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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.