Evidence map›Paper›PMID 41593748›Full record

ArticleSleep2026

Optimizing auditory stimulation timing in NREM sleep using brain-heart rhythms: continuous phase analysis and multidimensional phase-locking.

Sepehr Sardooeinasab, Massimiliano de Zambotti, Fiona C Baker, Mohamad Forouzanfar

Abstract read
In one paragraph

Article in Sleep, 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

4 authors.

Sepehr SardooeinasabDepartment of Electrical Engineering, École de Technologie Supérieure, 1100 Notre-Dame St W, Montreal, QC H3C 1K3, Canada.ORCID 0009-0002-1767-7264
Massimiliano de ZambottiCenter for Health Sciences, SRI International, 333 Ravenswood Ave, Menlo Park, CA 94025, United States.ORCID 0000-0002-0057-5977
Fiona C BakerCenter for Health Sciences, SRI International, 333 Ravenswood Ave, Menlo Park, CA 94025, United States.ORCID 0000-0001-9602-6165
Mohamad ForouzanfarCenter for Health Sciences, SRI International, 333 Ravenswood Ave, Menlo Park, CA 94025, United States.ORCID 0000-0001-8849-0144

Funding

National Consortium on Alcohol and NeuroDevelopment in Adolescence AA021696Natural Sciences and Engineering Research Council of Canada RGPIN-2021-03924
6 · The paper itself

Abstract

STUDY

objectivesAuditory stimulation during non-rapid eye movement sleep effectively enhances slow oscillations and slow-wave activity (SWA) when precisely timed to certain phases of the slow oscillation. However, timing precision remains a core challenge. Recent evidence suggests that heart rate components may provide effective complementary timing cues. This study examined which heart rate phases are associated with stronger stimulation responses using continuous phase analysis and evaluated a multidimensional phase-comparison approach that integrates heart rate and EEG slow oscillation phases.

methodsPolysomnography recordings from 133 adolescents were analyzed. Auditory tones were delivered randomly every 15-30 s during non-rapid eye movement (NREM) sleep. Instantaneous phases of EEG slow oscillation (~0.8 Hz) and heart rate components in the low-frequency (0.04-0.15 Hz) and high-frequency (0.15-0.4 Hz) bands were extracted for continuous phase analysis. Tone-evoked slow oscillation amplitude and slow-wave activity were further compared across three phase-locking strategies: unimodal (slow oscillation-only or heart rate-component-only) and combined (EEG-heart rate).

resultsResponses were largest when tones occurred near the heart rate-low-frequency up-peak and heart rate-heart rate down-peak. Phase analyses showed that tones occurring at the optimal heart rate component phases were accompanied by increases in slow oscillation amplitude by up to ~22 μV and SWA by 12 per cent, indicating that peripheral signals can serve as strong, independent timing cues. Slow oscillation-only phase-locking also produced notable effects (~18 μV slow oscillation amplitude, 19% SWA increase). Combining slow oscillation and heart rate phases yielded the greatest effects, with increases of ~38 μV in slow oscillation amplitude and 32 per cent in SWA.

conclusionsOscillatory phases derived from heart rhythms provide effective timing information that may be useful for closed-loop auditory stimulation and reflect brain-heart coupling during sleep. A multidimensional phase-based approach that integrates EEG slow oscillations with instantaneous heart rate phases may support more precise control and stronger enhancement of deep sleep than unimodal approaches, suggesting a new framework for closed- loop neuromodulation.

Indexed as

Acoustic StimulationBrainHeart RateSleep, Slow-WaveAdolescentElectroencephalographyFemaleHumansMalePolysomnographyTime Factorsacoustic stimulationbrain–heart couplingelectroencephalogramheart rateslow oscillationsslow-wave activity

Identifiers

PMID41593748
PMCPMC13163164

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.