Evidence map›Paper›PMID 28364428›Full record

ArticleSleep2017

Enhanced Memory Consolidation Via Automatic Sound Stimulation During Non-REM Sleep.

Miika M Leminen, Jussi Virkkala, Emma Saure, Teemu Paajanen, Phyllis C Zee, Giovanni Santostasi, Christer Hublin, Kiti Müller, Tarja Porkka-Heiskanen, Minna Huotilainen and 1 more

Registry-linked trialAbstract read
In one paragraph

Article in Sleep, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07503223 (Sleep Optimization With Acoustic Therapy), which is not on this map. Cited by 81 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
81citing papers in PubMed, 2 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.

NCT07503223 narecruitingnot on this mapstarted 2026, after this paper: background citation

Sleep Optimization With Acoustic Therapy: A Polysomnography-Based Pre-Post Study

TypeinterventionalSponsorNational University of MalaysiaRan2026 to 2028Enrolled40ConditionsIMSOMNIA, Sleep DisturbanceArmsPersonalized Sound Therapy
3 · Its place in the literature

Who cites it

81 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Trial
  4. Acoustic stimulation as a promising technique to enhance slow-wave sleep in Alzheimer's disease: results of a pilot study.Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine · 2023
    Trial
  5. Sleep loss disrupts the neural signature of successful learning.Cerebral cortex (New York, N.Y. : 1991) · 2023
    Trial
  6. Acoustic enhancement of sleep slow oscillations in mild cognitive impairment.Annals of clinical and translational neurology · 2019
    Trial
  7. Trial
  8. Trial
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
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  15. 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
  16. Review
  17. Article
  18. Article
  19. Article
  20. Article

21 more citing papers are in PubMed but not listed here.

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

11 authors.

Miika M LeminenFinnish Institute of Occupational Health, Helsinki, Finland.
Jussi VirkkalaFinnish Institute of Occupational Health, Helsinki, Finland.
Emma SaureFinnish Institute of Occupational Health, Helsinki, Finland.
Teemu PaajanenFinnish Institute of Occupational Health, Helsinki, Finland.
Phyllis C ZeeDepartment of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, IL.
Giovanni SantostasiDepartment of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, IL.
Christer HublinFinnish Institute of Occupational Health, Helsinki, Finland.
Kiti MüllerFinnish Institute of Occupational Health, Helsinki, Finland.
Tarja Porkka-HeiskanenDepartment of Physiology, University of Helsinki, Helsinki, Finland.
Minna HuotilainenFinnish Institute of Occupational Health, Helsinki, Finland.
Tiina PaunioFinnish Institute of Occupational Health, Helsinki, Finland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Slow-wave sleep (SWS) slow waves and sleep spindle activity have been shown to be crucial for memory consolidation. Recently, memory consolidation has been causally facilitated in human participants via auditory stimuli phase-locked to SWS slow waves. Aims: Here, we aimed to develop a new acoustic stimulus protocol to facilitate learning and to validate it using different memory tasks. Most importantly, the stimulation setup was automated to be applicable for ambulatory home use. Methods: Fifteen healthy participants slept 3 nights in the laboratory. Learning was tested with 4 memory tasks (word pairs, serial finger tapping, picture recognition, and face-name association). Additional questionnaires addressed subjective sleep quality and overnight changes in mood. During the stimulus night, auditory stimuli were adjusted and targeted by an unsupervised algorithm to be phase-locked to the negative peak of slow waves in SWS. During the control night no sounds were presented. Results: Results showed that the sound stimulation increased both slow wave (p = .002) and sleep spindle activity (p < .001). When overnight improvement of memory performance was compared between stimulus and control nights, we found a significant effect in word pair task but not in other memory tasks. The stimulation did not affect sleep structure or subjective sleep quality. Conclusions: We showed that the memory effect of the SWS-targeted individually triggered single-sound stimulation is specific to verbal associative memory. Moreover, the ambulatory and automated sound stimulus setup was promising and allows for a broad range of potential follow-up studies in the future.

Indexed as

Acoustic StimulationAdultFemaleHumansLearningMaleMemory ConsolidationSleepSleep, REMSoundSurveys and Questionnairesacoustic stimulationauditory-evoked K-complex.EEGmemoryslow-wave sleep

Identifiers

PMID28364428
PMCPMC5806588

What OpenQuestion holds

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LicenceCC BY-NC
Read underepoch 390

Registered trials

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.