This is a preview of subscription content, access via your institution
Access options
Subscribe to this journal
Receive 13 print issues and online access
$259.00 per year
only $19.92 per issue
Buy this article
- Purchase on SpringerLink
- Instant access to full article PDF
Prices may be subject to local taxes which are calculated during checkout

References
Tessier S, Lambert A, Chicoine M, Scherzer P, Soulières I, Godbout R. Intelligence measures and stage 2 sleep in typically-developing and autistic children. Int J Psychophysiol. 2015;97:58–65.
Baran B, Karahanoğlu FI, Mylonas D, Demanuele C, Vangel M, Stickgold R, et al. Increased Thalamocortical Connectivity in Schizophrenia Correlates With Sleep Spindle Deficits: Evidence for a Common Pathophysiology. Biol Psychiatry: Cogn Neurosci Neuroimag. 2019;4:706–14.
Ngo H-VV, Martinetz T, Born J, Mölle M. Auditory closed-loop stimulation of the sleep slow oscillation enhances memory. Neuron. 2013;78:545–53.
Leong CWY, Leow JWS, Grunstein RR, Naismith SL, Teh JZ, D’Rozario AL, et al. A systematic scoping review of the effects of central nervous system active drugs on sleep spindles and sleep-dependent memory consolidation. Sleep Med Rev. 2022;62:101605.
Ong JL, Golkashani HA, Ghorbani S, Wong KF, Chee NIYN, Willoughby AR, et al. Selecting a sleep tracker from EEG-based, iteratively improved, low-cost multisensor, and actigraphy-only devices. Sleep Health. 2024;10:9–23.
Molina GG, Matthews C, Myers A, Peterson B, Strainis E, Riedner B, et al. Auditory stimulation during deep sleep enhances total slow-wave activity in a young cohort: A feasibility trial. J Sleep Res. 2024;34:e14404.
Funding
This work was supported by Autism Speaks grant #13530, UCLA Center for Autism Research and Treatment (CART), and the National Institutes of Health R37MH085953.
Author information
Authors and Affiliations
Contributions
KPO and CEB wrote the paper.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
O’Hora, K.P., Bearden, C.E. Toward scalable biomarkers: the promise of sleep wearables in neurodevelopmental research. Neuropsychopharmacol. (2025). https://doi.org/10.1038/s41386-025-02185-1
Published:
DOI: https://doi.org/10.1038/s41386-025-02185-1