Evidence map›Paper›PMID 40621998›Full record

ArticleSleep2025

Association of sleep spindle activity with executive functioning and intellectual ability in children and adolescents.

Melany Morales-Ghinaglia, Fan He, Susan L Calhoun, Anthony H Rahawi, Jidong Fang, Alexandros N Vgontzas, Duanping Liao, Edward O Bixler, Magdy Younes, Anna Ricci and 1 more

Abstract read
In one paragraph

Article in Sleep, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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.

Melany Morales-GhinagliaSleep Research and Treatment Center, Department of Psychiatry and Behavioral Health, Penn State College of Medicine, Hershey, PA, United States.
Fan HeDepartment of Public Health Sciences, Penn State College of Medicine, Hershey, PA, United States.ORCID 0000-0002-4145-9999
Susan L CalhounSleep Research and Treatment Center, Department of Psychiatry and Behavioral Health, Penn State College of Medicine, Hershey, PA, United States.
Anthony H RahawiSleep Research and Treatment Center, Department of Psychiatry and Behavioral Health, Penn State College of Medicine, Hershey, PA, United States.ORCID 0000-0003-4372-7691
Jidong FangSleep Research and Treatment Center, Department of Psychiatry and Behavioral Health, Penn State College of Medicine, Hershey, PA, United States.
Alexandros N VgontzasSleep Research and Treatment Center, Department of Psychiatry and Behavioral Health, Penn State College of Medicine, Hershey, PA, United States.ORCID 0000-0002-8323-7526
Duanping LiaoDepartment of Public Health Sciences, Penn State College of Medicine, Hershey, PA, United States.
Edward O BixlerSleep Research and Treatment Center, Department of Psychiatry and Behavioral Health, Penn State College of Medicine, Hershey, PA, United States.
Magdy YounesSleep Disorders Centre, University of Manitoba, Winnipeg, MB, Canada.
Anna RicciDepartment of Neurological Sciences, Larner College of Medicine, University of Vermont, Burlington, VT, United States.
Julio Fernandez-MendozaSleep Research and Treatment Center, Department of Psychiatry and Behavioral Health, Penn State College of Medicine, Hershey, PA, United States.ORCID 0000-0001-9584-6161

Funding

Penn State Clinical and Translational Science InstituteUL1TR002014 · NCATS · PENNSYLVANIA STATE UNIV HERSHEY MED CTR · PI KRASCHNEWSKI, JENNIFER L. · 2016 to 2025
$33.7M
The Penn State Child Sleep Cohort: Cardiometabolic and Neurocognitive Risk in Young AdulthoodR01HL136587 · NHLBI · PENNSYLVANIA STATE UNIV HERSHEY MED CTR · PI FERNANDEZ-MENDOZA, JULIO · 2018 to 2022
$3.7M
Developmental Trajectories of Sleep EEG Biomarkers and Risk of Psychopathology Through Young AdulthoodR01MH136472 · NIMH · PENNSYLVANIA STATE UNIV HERSHEY MED CTR · PI JIDONG FANG, Julio Fernandez-Mendoza · 2024 to 2026
$2.3M
Sleep Cortical Dynamics and Neurobehavioral Risk in Children and Adolescents: A Longitudinal StudyR01MH118308 · NIMH · PENNSYLVANIA STATE UNIV HERSHEY MED CTR · PI FERNANDEZ-MENDOZA, JULIO · 2019 to 2021
$1.2M
NCATS NIH HHSNHLBI NIH HHSNIH HHS R01HL136587NIH HHS R01MH118308NIH HHS R01MH136472NIH HHS UL1TR002014NIMH NIH HHS
6 · The paper itself

Abstract

STUDY

objectivesSleep spindles have been studied as an underlying mechanism of cognition. Prior research primarily relied on experimental studies of selective samples of healthy youth. We tested the relationship between spindle activity and cognition in youth from the general population.

methodsEight hundred and ninety-two sleep electroencephalographies (EEGs) from 9-hour polysomnography were leveraged from 456 typically developing children (median 8 years), and 258 typically developing adolescents (median 16 years) and youth with unmedicated psychiatric/behavioral disorders (89 children; 89 adolescents). Multivariable-adjusted linear regression models examined associations between sleep spindle density (SSD; number/minute) and peak spindle frequency (PSF; 10-16 Hz range) during N2 with Wechsler indices of processing speed, working memory, verbal intelligence, and nonverbal intelligence. We first analyzed typically developing and unmedicated psychiatric/behavioral youth, followed by an analysis of the 47 unmedicated attention deficit/hyperactivity disorder (ADHD) subgroup.

resultsIn typically developing children, higher SSD and PSF were associated with better working memory and verbal intelligence. In adolescents, higher SSD was associated with better working memory and nonverbal intelligence, while slower PSF was associated with better nonverbal intelligence. Longitudinally, higher childhood SSD was associated with better adolescent nonverbal intelligence among typically developing youth. In youth with unmedicated psychiatric/behavioral disorders, spindle-cognition associations were lost, except in ADHD, where higher childhood SSD and slower adolescent PSF supported working memory.

conclusionSleep spindles may serve as a biomarker for neural and cognitive maturation, with developmental differences reflecting key brain maturational changes from childhood to adolescence. While altered in unmedicated psychiatric/behavioral disorders, lower-frequency spindles may provide a protective mechanism for working memory in adolescents with ADHD. Statement of Significance Sleep spindles occur as bursts of activity in the sigma-frequency range during non-rapid eye movement sleep. Due to their thalamocortical origin, spindles have been linked to cognitive functioning. We examined spindle activity in typically developing youth and unmedicated youth with psychiatric/behavioral disorders. In typically developing children, higher spindle density was associated with better verbal intelligence and, as they transitioned to adolescence, with better nonverbal intelligence. In unmedicated children with attention deficit/hyperactivity disorder (ADHD), lower-frequency spindles were associated with better working memory in adolescence. Sleep spindles promote neural plasticity for cognitive growth, with reduced impact in later developmental stages reflecting matured neural pathways. In youth with ADHD, sleep spindles may serve a protective role in mitigating cognitive deficits over time.

Indexed as

Executive FunctionIntelligenceSleepAdolescentAttention Deficit Disorder with HyperactivityChildElectroencephalographyFemaleHumansMaleMemory, Short-TermPolysomnographycognitiondevelopmentintelligencesleep spindlesworking memory

Identifiers

PMID40621998
PMCPMC12696363

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.