Skip to main content
Log in

Early sleep duration trajectories and children’s cognitive development: a prospective cohort study

  • RESEARCH
  • Published:
European Journal of Pediatrics Aims and scope Submit manuscript

Abstract

We aimed to investigate the association between sleep duration trajectories and cognitive performance in preschool-aged Chinese children. We included 2131 children from the Ma’anshan birth cohort (MABC) study. Sleep duration trajectories from 6 to 48 months of age were determined using the group-based trajectory modeling (GBTM). Children’s intellectual development was assessed using the Wechsler Preschool and Primary Scale of Intelligence. Compared to those with a medium total sleep duration trajectory, children with a short total sleep duration trajectory had poorer cognitive performance on the Visual Spatial Index (VSI) (β = −3.65; 95% CI = −6.77 to −0.53), which was associated with an increased risk of a low full-scale intelligence quotient (FSIQ) (OR = 1.60; 95% CI = 1.02 to 2.51). The short total sleep duration trajectory was associated with a low VSI compared with both the medium total sleep duration trajectory and the long total sleep duration trajectory. Compared to children with normal nighttime sleep duration and normal daytime sleep duration trajectories, children with short nighttime sleep and long daytime sleep duration trajectories, normal nighttime sleep and long daytime sleep duration trajectories, and short nighttime sleep and normal daytime sleep duration trajectories all had lower cognitive performance. The restricted cubic spline (RCS) also showed that children with and appropriate total sleep duration, an adequate nighttime sleep duration, and a moderate daytime sleep duration had higher FSIQ.

Conclusions: The results of this study emphasize that a medium total sleep duration, adequate sleep at nighttime, and appropriate sleep in the daytime appear to be more beneficial for children’s cognitive development.

What is Known:

• Sleep duration in infancy is strongly associated with neurocognitive development.

What is New:

• Medium and long total sleep duration trajectories are beneficial for children’s cognitive performance compared to the short total sleep duration trajectory.

• A medium total sleep duration, adequate sleep at nighttime and appropriate sleep in the daytime appear to be more beneficial for children’s cognitive development.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

Availability of data and materials

The datasets used and/or analyzed in the current study are available upon reasonable request to the corresponding author.

Abbreviations

CSHQ:

Child Sleep Habits Questionnaire

WAIS-RC:

Wechsler Adult Intelligence Scale-Revised by China

DAG:

Directed acyclic graph

VCI:

Verbal comprehension index

VSI:

Visual spatial index

FRI:

Fluid reasoning index;

WMI:

Working memory index

PSI:

Processing speed index

FSIQ:

Full-scale intelligence quotient

GBTM:

Group-based trajectory modeling

MABC:

Ma’anshan birth cohort

BISQ:

Brief Infant Sleep Questionnaire

BIC:

Bayesian information criteria

References

  1. Tononi G, Cirelli C (2014) Sleep and the price of plasticity: from synaptic and cellular homeostasis to memory consolidation and integration. Neuron 81:12–34

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  2. Paruthi S, Brooks LJ, D’Ambrosio C, Hall WA, Kotagal S, Lloyd RM, Malow BA, Maski K, Nichols C, Quan SF, Rosen CL, Troester MM, Wise MS (2016) Recommended amount of sleep for pediatric populations: a consensus statement of the American Academy of Sleep Medicine. Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine 12:785–786

    PubMed  Google Scholar 

  3. Matricciani L, Olds T, Petkov J (2012) In search of lost sleep: secular trends in the sleep time of school-aged children and adolescents. Sleep Med Rev 16:203–211

    Article  PubMed  Google Scholar 

  4. Keyes KM, Maslowsky J, Hamilton A, Schulenberg J (2015) The great sleep recession: changes in sleep duration among US adolescents, 1991–2012. Pediatrics 135:460–468

    Article  PubMed  PubMed Central  Google Scholar 

  5. Chaput JP, Gray CE, Poitras VJ, Carson V, Gruber R, Olds T, Weiss SK, Connor Gorber S, Kho ME, Sampson M, Belanger K, Eryuzlu S, Callender L, Tremblay MS (2016) Systematic review of the relationships between sleep duration and health indicators in school-aged children and youth. Applied physiology, nutrition, and metabolism = Physiologie appliquee, nutrition et metabolisme 41:S266–282

  6. Owens J (2014) Insufficient sleep in adolescents and young adults: an update on causes and consequences. Pediatrics 134:e921–932

    Article  PubMed  Google Scholar 

  7. Deng HB, Tam T, Zee BC, Chung RY, Su X, Jin L, Chan TC, Chang LY, Yeoh EK, Lao XQ (2017) Short sleep duration increases metabolic impact in healthy adults: a population-based cohort study. Sleep 40(10):zsx130

  8. Smithson L, Baird T, Tamana SK, Lau A, Mariasine J, Chikuma J, Lefebvre DL, Subbarao P, Becker AB, Turvey SE, Sears MR, Beal DS, Pei J, Mandhane PJ (2018) Shorter sleep duration is associated with reduced cognitive development at two years of age. Sleep Med 48:131–139

    Article  PubMed  Google Scholar 

  9. Yang FN, Xie W, Wang Z (2022) Effects of sleep duration on neurocognitive development in early adolescents in the USA: a propensity score matched, longitudinal, observational study. The Lancet Child & adolescent health 6:705–712

    Article  Google Scholar 

  10. Lee KS, Kim JI, Choi YJ, Cho J, Lim YH, Kim BN, Shin CH, Lee YA, Hong YC (2022) Association between sleep duration and intelligence quotient in 6-year-old children. Int J Behav Med 29:57–68

    Article  PubMed  Google Scholar 

  11. Blunden S, Magee C, Attard K, Clarkson L, Caputi P, Skinner T (2018) Sleep schedules and school performance in Indigenous Australian children. Sleep Health 4:135–140

    Article  PubMed  Google Scholar 

  12. Tso W, Rao N, Jiang F, Li AM, Lee SL, Ho FK, Li SL, Ip P (2016) Sleep duration and school readiness of Chinese preschool children. J Pediatr 169:266–271

    Article  PubMed  Google Scholar 

  13. Morales-Muñoz I, Lemola S, Saarenpää-Heikkilä O, Kylliäinen A, Pölkki P, Paunio T, Broome MR, Paavonen EJ (2020) Parent-reported early sleep problems and internalising, externalising and dysregulation symptoms in toddlers. BMJ paediatrics open 4:e000622

    Article  PubMed  PubMed Central  Google Scholar 

  14. Sun W, Li SX, Jiang Y, Xu X, Spruyt K, Zhu Q, Tseng CH, Jiang F (2018) A community-based study of sleep and cognitive development in infants and toddlers. Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine 14:977–984

    PubMed  Google Scholar 

  15. Bernier A, Beauchamp MH, Bouvette-Turcot AA, Carlson SM, Carrier J (2013) Sleep and cognition in preschool years: specific links to executive functioning. Child Dev 84:1542–1553

    Article  PubMed  Google Scholar 

  16. Cooper P, Kohler M, Blunden S (2012) Sleep and academic performance in Indigenous Australian children from a remote community: an exploratory study. J Paediatr Child Health 48:122–127

    Article  PubMed  Google Scholar 

  17. Astill RG, Van der Heijden KB, Van Ijzendoorn MH, Van Someren EJ (2012) Sleep, cognition, and behavioral problems in school-age children: a century of research meta-analyzed. Psychol Bull 138:1109–1138

    Article  PubMed  Google Scholar 

  18. Short MA, Blunden S, Rigney G, Matricciani L, Coussens S, C MR, Galland B (2018) Cognition and objectively measured sleep duration in children: a systematic review and meta-analysis. Sleep Health 4:292–300

    Article  PubMed  Google Scholar 

  19. Iglowstein I, Jenni OG, Molinari L, Largo RH (2003) Sleep duration from infancy to adolescence: reference values and generational trends. Pediatrics 111:302–307

    Article  PubMed  Google Scholar 

  20. Nagin DS, Jones BL, Passos VL, Tremblay RE (2018) Group-based multi-trajectory modeling. Stat Methods Med Res 27:2015–2023

    Article  PubMed  Google Scholar 

  21. Sadeh A (2004) A brief screening questionnaire for infant sleep problems: validation and findings for an Internet sample. Pediatrics 113:e570–577

    Article  PubMed  Google Scholar 

  22. Mindell JA, Gould RA, Tikotzy L, Leichman ES, Walters RM (2019) Norm-referenced scoring system for the brief infant sleep questionnaire–revised (BISQ-R). Sleep Med 63:106–114

    Article  PubMed  Google Scholar 

  23. Owens JA, Spirito A, McGuinn M (2000) The Children’s Sleep Habits Questionnaire (CSHQ): psychometric properties of a survey instrument for school-aged children. Sleep 23:1043–1051

    Article  CAS  PubMed  Google Scholar 

  24. Goodlin-Jones BL, Sitnick SL, Tang K, Liu J, Anders TF (2008) The Children’s Sleep Habits Questionnaire in toddlers and preschool children. J Dev Behav Pediatr : JDBP 29:82–88

    Article  PubMed  Google Scholar 

  25. Wechsler D (2012) Wechsler preschool and primary scale of intelligence—fourth edition. The Psychological Corporation San Antonio, TX

    Google Scholar 

  26. Zhu YD, Wu XY, Yan SQ, Huang K, Tong J, Gao H, Xie Y, Tao SM, Ding P, Zhu P, Tao FB (2020) Domain- and trimester-specific effect of prenatal phthalate exposure on preschooler cognitive development in the Ma’anshan Birth Cohort (MABC) study. Environ Int 142:105882

    Article  CAS  PubMed  Google Scholar 

  27. Zhang HC (2009) The revision of WISC-IV Chinese version. Psychol Sci 32(5):1177–1179

  28. Mattsson M, Maher GM, Boland F, Fitzgerald AP, Murray DM, Biesma R (2019) Group-based trajectory modelling for BMI trajectories in childhood: a systematic review. Obesity reviews : an official journal of the International Association for the Study of Obesity 20:998–1015

    Article  PubMed  Google Scholar 

  29. Nagin DS (2014) Group-based trajectory modeling: an overview. Ann Nutr Metab 65:205–210

    Article  CAS  PubMed  Google Scholar 

  30. Kim SY (2014) Determining the number of latent classes in single- and multi-phase growth mixture models. Struct Equ Modeling 21:263–279

    Article  PubMed  PubMed Central  Google Scholar 

  31. Guerlich K, Avraam D, Cadman T, Calas L, Charles MA, Elhakeem A, Fernández-Barrés S, Guxens M, Heude B, Ibarluzea J, Inskip H, Julvez J, Lawlor DA, Murcia M, Salika T, Sunyer J, Tafflet M, Koletzko B, Grote V, Plancoulaine S (2023) Sleep duration in preschool age and later behavioral and cognitive outcomes: an individual participant data meta-analysis in five European cohorts. Eur Child Adolesc Psychiatry 1–11

  32. Tennant PWG, Murray EJ, Arnold KF, Berrie L, Fox MP, Gadd SC, Harrison WJ, Keeble C, Ranker LR, Textor J, Tomova GD, Gilthorpe MS, Ellison GTH (2021) Use of directed acyclic graphs (DAGs) to identify confounders in applied health research: review and recommendations. Int J Epidemiol 50:620–632

    Article  PubMed  Google Scholar 

  33. Toutenburg H (1990) Rubin, D.B.: Multiple imputation for nonresponse in surveys. Stat Pap 31:180–180

    Article  Google Scholar 

  34. Cai S, Tham EKH, Xu HY, Fu X, Goh RSM, Gluckman PD, Chong YS, Yap F, Shek LP, Hoe Teoh O, Gooley JJ, Yam-Thiam Goh D, Meaney MJ, Schneider N, Rifkin-Graboi A, Broekman BFP (2023) Trajectories of reported sleep duration associate with early childhood cognitive development. Sleep 46(2):zsac264

  35. Touchette E, Petit D, Séguin JR, Boivin M, Tremblay RE, Montplaisir JY (2007) Associations between sleep duration patterns and behavioral/cognitive functioning at school entry. Sleep 30:1213–1219

    Article  PubMed  PubMed Central  Google Scholar 

  36. Cao S, Liu J, Li Y, Xu S, Xia W (2022) Associations of sleep duration with neurocognitive development in the first 2 years of life. J Sleep Res 31:e13554

    Article  PubMed  Google Scholar 

  37. Zhou WJ, Wang LG, Li Y, Gao WB, Sun XY (2013) [Impact of sleep duration on cognitive functions among preschoolers]. Beijing da xue xue bao Yi xue ban = Journal of Peking University Health Sciences 45:933–937

  38. Kramer Fiala Machado A, Wendt A, Baptista Menezes AM, Barros FC, Gonçalves H, Wehrmeister FC (2021) Associations between sleep duration trajectories from adolescence to early adulthood and working memory, schooling and income: a prospective birth cohort study from Brazil. Sleep Med 86:40–47

    Article  PubMed  Google Scholar 

  39. Ling J, Sun W, Chan NY, Zhang J, Lam SP, Li AM, Chan JWY, Kyle SD, Li SX (2020) Effects of insomnia symptoms and objective short sleep duration on memory performance in youths. J Sleep Res 29:e13049

    Article  PubMed  Google Scholar 

  40. Vriend JL, Davidson FD, Corkum PV, Rusak B, Chambers CT, McLaughlin EN (2013) Manipulating sleep duration alters emotional functioning and cognitive performance in children. J Pediatr Psychol 38:1058–1069

    Article  PubMed  Google Scholar 

  41. Nieto M, Motos B, Navarro B, Jimeno MV, Fernández-Aguilar L, Ros L, Ricarte JJ, Latorre JM (2022) Relation between nighttime sleep duration and executive functioning in a nonclinical sample of preschool children. Scand J Psychol 63:191–198

    Article  PubMed  Google Scholar 

  42. Shi W, Zhai Y, Li W, Shen C, Shi X (2015) [Analysis on sleep duration of 6–12 years old school children in school-day in 8 provinces, China]. Zhonghua liu xing bing xue za zhi = Zhonghua liuxingbingxue zazhi 36:450–454

  43. Hirshkowitz M, Whiton K, Albert SM, Alessi C, Bruni O, DonCarlos L, Hazen N, Herman J, Katz ES, Kheirandish-Gozal L, Neubauer DN, O’Donnell AE, Ohayon M, Peever J, Rawding R, Sachdeva RC, Setters B, Vitiello MV, Ware JC, Adams Hillard PJ (2015) National Sleep Foundation’s sleep time duration recommendations: methodology and results summary. Sleep Health 1:40–43

    Article  PubMed  Google Scholar 

  44. Mason GM, Lokhandwala S, Riggins T, Spencer RMC (2021) Sleep and human cognitive development. Sleep Med Rev 57:101472

    Article  PubMed  PubMed Central  Google Scholar 

  45. Giedd JN, Rapoport JL (2010) Structural MRI of pediatric brain development: what have we learned and where are we going? Neuron 67:728–734

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  46. Sadeh A (2007) Consequences of sleep loss or sleep disruption in children. Sleep Med Clin 2:513–520

    Article  Google Scholar 

  47. Peigneux P, Laureys S, Fuchs S, Collette F, Perrin F, Reggers J, Phillips C, Degueldre C, Del Fiore G, Aerts J, Luxen A, Maquet P (2004) Are spatial memories strengthened in the human hippocampus during slow wave sleep? Neuron 44:535–545

    Article  CAS  PubMed  Google Scholar 

  48. Rasch B, Born J (2007) Maintaining memories by reactivation. Curr Opin Neurobiol 17:698–703

    Article  CAS  PubMed  Google Scholar 

  49. Taki Y, Hashizume H, Thyreau B, Sassa Y, Takeuchi H, Wu K, Kotozaki Y, Nouchi R, Asano M, Asano K, Fukuda H, Kawashima R (2012) Sleep duration during weekdays affects hippocampal gray matter volume in healthy children. Neuroimage 60:471–475

    Article  PubMed  Google Scholar 

  50. Everson CA, Henchen CJ, Szabo A, Hogg N (2014) Cell injury and repair resulting from sleep loss and sleep recovery in laboratory rats. Sleep 37:1929–1940

    Article  PubMed  PubMed Central  Google Scholar 

  51. Hairston IS, Little MT, Scanlon MD, Barakat MT, Palmer TD, Sapolsky RM, Heller HC (2005) Sleep restriction suppresses neurogenesis induced by hippocampus-dependent learning. J Neurophysiol 94:4224–4233

    Article  PubMed  Google Scholar 

  52. Gopalakrishnan A, Ji LL, Cirelli C (2004) Sleep deprivation and cellular responses to oxidative stress. Sleep 27:27–35

    Article  PubMed  Google Scholar 

  53. Biggs SN, Meltzer LJ, Tapia IE, Traylor J, Nixon GM, Horne RS, Doyle LW, Asztalos E, Mindell JA, Marcus CL (2016) Sleep/wake patterns and parental perceptions of sleep in children born preterm. Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine 12:711–717

    PubMed  Google Scholar 

  54. Plancoulaine S, Reynaud E, Forhan A, Lioret S, Heude B, Charles MA (2018) Night sleep duration trajectories and associated factors among preschool children from the EDEN cohort. Sleep Med 48:194–201

    Article  PubMed  Google Scholar 

Download references

Acknowledgements

We are grateful for all mother-child pairs in MABC, and all staff who have contributed their valuable time and efforts to the cohort follow-up.

Funding

The research was supported by the National Natural Science Foundation of China (82273639); the National Key Research and Development Program (2022YFC27022901), Regional Innovation and Development Joint Fund of the National Natural Science Foundation of China (U22A20361), and Research Fund of Anhui Institute of translational medicine (ZHYX2020A001).

Author information

Authors and Affiliations

Authors

Contributions

FBT, HK, and SQY were responsible for the conception and design of the cohort. JXZ, YZT, LLZ, JT, GPG, SQY, FBT, and HK were responsible for the follow-up of the cohort. JXZ and YZT were responsible for the acquisition and analysis of data. All authors took part in drafting the manuscript and approved the final version.

Corresponding author

Correspondence to Kun Huang.

Ethics declarations

Ethical approval

The study was approved by the ethics committees of Anhui medical university (No. 20131195). We confirm that all methods in this study were performed in accordance with the relevant guidelines and regulations.

Consent to participate

All participants have signed an informed consent form.

Consent to publish

This is not applicable.

Conflict of interest

The authors declare no competing interests.

Additional information

Communicated by Gregorio Milani

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOCX 901 KB)

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zhou, J., Zhu, L., Teng, Y. et al. Early sleep duration trajectories and children’s cognitive development: a prospective cohort study. Eur J Pediatr 182, 5353–5365 (2023). https://doi.org/10.1007/s00431-023-05195-7

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00431-023-05195-7

Keywords

Navigation