TY - JOUR
T1 - Association of sleep spindle activity with executive functioning and intellectual ability in children and adolescents
AU - Morales-Ghinaglia, Melany
AU - He, Fan
AU - Calhoun, Susan L.
AU - Rahawi, Anthony H.
AU - Fang, Jidong
AU - Vgontzas, Alexandros N.
AU - Liao, Duanping
AU - Bixler, Edward O.
AU - Younes, Magdy
AU - Ricci, Anna
AU - Fernandez-Mendoza, Julio
N1 - Publisher Copyright:
© The Author(s) 2025. Published by Oxford University Press on behalf of Sleep Research Society. All rights reserved.
PY - 2025/12/1
Y1 - 2025/12/1
N2 - Study Objectives Sleep 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. Methods Eight 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. Results In 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. Conclusion Sleep 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, lowerfrequency spindles may provide a protective mechanism for working memory in adolescents with ADHD.
AB - Study Objectives Sleep 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. Methods Eight 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. Results In 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. Conclusion Sleep 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, lowerfrequency spindles may provide a protective mechanism for working memory in adolescents with ADHD.
UR - https://www.scopus.com/pages/publications/105024580309
UR - https://www.scopus.com/pages/publications/105024580309#tab=citedBy
U2 - 10.1093/sleep/zsaf184
DO - 10.1093/sleep/zsaf184
M3 - Article
C2 - 40621998
AN - SCOPUS:105024580309
SN - 0161-8105
VL - 48
JO - Sleep
JF - Sleep
IS - 12
M1 - zsaf184
ER -