Evidence map›Paper›PMID 42331757›Full record

SynthesisJournal of sleep research2026

A Systematic Review and Meta-Analysis of Biological Sex Differences in Sleep Spindles and Slow Wave Activity in Adults With and Without Insomnia.

Nyissa A Walsh, Emma-Maria Phillips, Arsenio Páez, Nathan E Cross, Thien Thanh Dang-Vu, Aurore A Perrault

Abstract readSystematic ReviewMeta-Analysis
In one paragraph

Synthesis in Journal of sleep research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

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

6 authors.

Nyissa A WalshSleep, Cognition, & Neuroimaging Lab, Department of Health, Kinesiology & Applied Physiology & Centre for Studies in Behavioral Neurobiology, Concordia University, Montreal, Quebec, Canada.ORCID https://orcid.org/0000-0002-4344-2410
Emma-Maria PhillipsSleep, Cognition, & Neuroimaging Lab, Department of Health, Kinesiology & Applied Physiology & Centre for Studies in Behavioral Neurobiology, Concordia University, Montreal, Quebec, Canada.
Arsenio PáezSleep, Cognition, & Neuroimaging Lab, Department of Health, Kinesiology & Applied Physiology & Centre for Studies in Behavioral Neurobiology, Concordia University, Montreal, Quebec, Canada.ORCID https://orcid.org/0000-0002-7984-514X
Nathan E CrossSleep, Cognition, & Neuroimaging Lab, Department of Health, Kinesiology & Applied Physiology & Centre for Studies in Behavioral Neurobiology, Concordia University, Montreal, Quebec, Canada.
Thien Thanh Dang-VuSleep, Cognition, & Neuroimaging Lab, Department of Health, Kinesiology & Applied Physiology & Centre for Studies in Behavioral Neurobiology, Concordia University, Montreal, Quebec, Canada.
Aurore A PerraultSleep, Cognition, & Neuroimaging Lab, Department of Health, Kinesiology & Applied Physiology & Centre for Studies in Behavioral Neurobiology, Concordia University, Montreal, Quebec, Canada.ORCID https://orcid.org/0000-0003-2839-610X

Funding

Social Sciences and Humanities Research Council of Canada 767-2023-2413
6 · The paper itself

Abstract

Mounting evidence shows sex-based differences in sleep experiences and outcomes, including the prevalence of insomnia disorder. However, the impact of biological sex on brain oscillations during sleep remains poorly understood, especially in the context of insomnia disorder. This is a notable gap, given that neurophysiological aspects of sleep are associated with brain health and overall sleep quality. We systematically reviewed and meta-analysed data from studies reporting spindle and slow wave activity in adults with and without insomnia disorder. We conducted systematic searches in PubMed, Embase, Scopus, and PsycInfo. Risk of bias was evaluated using the Newcastle Ottawa and the PEDro scales. Forty-three studies met our inclusion criteria, with thirteen studies of normal sleepers (N = 668) reporting sufficient data for random-effects meta-analyses. Compared with males, female normal sleepers had higher spindle density, sigma and delta power. Most studies recruited individuals with primary insomnia, and data pooling for insomnia and mixed groups was not possible due to insufficient statistical reporting. Moreover, group-by-sex interactions were limited, inconsistent, and varied across studies and sample characteristics. Further research is needed to explore sex-specific differences in sleep microarchitecture and their role in normal sleep and the manifestation of insomnia disorder.

Indexed as

Brain WavesSex CharacteristicsSleepSleep Initiation and Maintenance DisordersAdultElectroencephalographyFemaleHumansMaleEEGinsomnia disordersexsigmasleepslow oscillationslow wave activityspindlesystematic review

Identifiers

PMID42331757
PMCPMC13619051

What Socratic 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 Socratic graph.