Abstract
Background
Youth who face adversity are at a disproportionate risk for poor sleep health across the life course. Identifying whether the association between adversity and poor sleep varies based upon age and sex is needed. This study aims to explore sex and age as moderators between social risk and sleep in a sample of U.S. youth.
Methods
This study analyzed data of 32,212 U.S. youth (6–17 years) whose primary caregiver participated in the 2017–2018 National Survey of Children’s Health. A social cumulative risk index (SCRI) score was calculated from 10 parental, family, and community risk indicators. Nighttime sleep duration was the number of hours the child slept during the past week. Weeknight sleep irregularity was operationalized as whether the child sometimes/rarely/never went to bed at the same time. Generalized logistic regression models estimated associations between SCRI and sleep duration/irregularity, with age and sex as moderators.
Results
Age moderated the association between SCRI and short sleep (OR = 1.12, p < 0.001), such that the magnitude of the SCRI-sleep relationship was 12% greater in school-age children. Sex was not a significant moderator. In stratified models by age group, age was positively associated with short sleep in both groups, with a greater magnitude in school-age children. Female school-age children were less likely to have short sleep than males.
Conclusions
Younger children with greater social cumulative risk factors may be more vulnerable to short sleep duration. Further research into the mechanisms underlying the relationships between social risk and sleep health in school-age children is needed.
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Data Availability
This manuscript uses secondary data from the publicly available dataset NSCH. Data and materials to replicate the findings here are available at the following URL: https://www.childhealthdata.org/help/dataset. The analytic code necessary to reproduce the analyses presented in this paper is available from the second author.
References
Buxton OM, Chang AM, Spilsbury JC, Bos T, Emsellem H, Knutson KL. Sleep in the modern family: Protective family routines for child and adolescent sleep. Sleep Health. 2015;1(1):15–27. https://doi.org/10.1016/j.sleh.2014.12.002.
Turnball K, Reid GJ, Morton JB. Behavioral sleep problems and their potential impact on developing executive function in children. Sleep. 2013;36(7):1077–84. https://doi.org/10.5665/sleep.2814.
Hysing M, Sivertsen B, Garthus-Niegel S, Eberhard-Gran M. Pediatric sleep problems and social-emotional problems. A population-based study. Infant Behav Dev. 2016;42:111–8. https://doi.org/10.1016/j.infbeh.2015.12.005.
Chaput J, Gray CE, Poitras VJ, et al. Systematic review of the relationships between sleep duration and health indicators in the early years (0–4 years). BMC Public Health. 2017;17(Suppl 5):91–107. https://doi.org/10.1186/s12889-017-4850-2.
Fernandez-Mendoza J, Calhoun SL, Puzino K, et al. Objective short sleep duration predicts the evolution of poor sleep into insomnia in the transition from childhood to young adulthood: The penn state child cohort. Sleep Med. 2019;64(1):S113. https://doi.org/10.1093/sleep/zsaa150.
Grandner MA, Hale L, Moore M, Patel NP. Mortality associated with short sleep duration: The evidence, the possible mechanisms, and the future. Sleep Med Rev. 2010;14:191–203. https://doi.org/10.1016/j.smrv.2009.07.006.
Schmeer KK, Tarrence J, Browning CR, Calder CA, Ford JL, Boettner B. Family contexts and sleep during adolescence. SSM Popul Health. 2019;7:004–4. https://doi.org/10.1016/j.ssmph.2018.11.004.
Guglielmo D, Gazmararian JA, Chung J, Rogers AE, Hale L. Racial/ethnic sleep disparities in US school-aged children and adolescents: A review of the literature. Sleep Health. 2018;4(1):68–80. https://doi.org/10.1016/j.sleh.2017.09.005.
Troxel WM, Shih RA, Ewing B, Tucker JS, Nugroho A, D’Amico EJ. Examination of neighborhood disadvantage and sleep in a multi-ethnic cohort of adolescents. Health Place. 2017;45:39–45. https://doi.org/10.1016/j.healthplace.2017.03.002.
Hale L, Troxel W, Buysse DJ. Sleep health: An opportunity for public health to address health equity. Annu Rev Public Health. 2020;41:81–99. https://doi.org/10.1146/annurev-publhealth-040119-094412.
Burchinal M, Vernon-Feagans L, Cox M, Key Family Life Project Investigators. Cumulative social risk, parenting, and infant development in rural low-income communities. Parent Sci Pract. 2008;8(1):41–69. https://doi.org/10.1080/15295190701830672.
Hawkins SS, Takeuchi DT. Social determinants of inadequate sleep in US children and adolescents. Public Health. 2016;138:119–26. https://doi.org/10.1016/j.puhe.2016.03.036.
Williamson AA, Mindell JA. Cumulative socio-demographic risk factors and sleep outcomes in early childhood. Sleep. 2020;43(3):1–13. https://doi.org/10.1093/sleep/zsz233.
El-Sheikh M, Bagley EJ, Keiley M, Elmore-Staton L, Chen E, Buckhalt IA. Economic adversity and children’s sleep problems: Multiple indicators and moderation effects. Health Psychol. 2013;32(2):849–59. https://doi.org/10.1037/a0030413.
Jarrin DC, McGrath JJ, Quon EC. Objective and subjective socioeconomic gradients exist for sleep in children and adolescents. Health Psychol. 2014;33(3):301–5. https://doi.org/10.1037/a0032924.
Bernier A, Belanger M, Bordeleau S, Carrier J. Mothers, fathers, and toddlers: Parental psychosocial functioning as a context for young children’s sleep. Dev Psychol. 2013;49(7):1375–84. https://doi.org/10.1037/a0030024.
Singh GK, Kenney MK. Rising prevalance and neighborhood, social, and behavioral determinants of sleep problems in US children and adolescents, 2003–2012. Sleep Disorders. 2013;2013:1–15. https://doi.org/10.1155/2013/394320.
Evans GW, Li D, Whipple SS. Cumulative risk and child development. Psychol Bull. 2013;139(6):1342–96. https://doi.org/10.1037/a0031808.
Hash JB, Oxford ML, Fleming CG, Ward TM, Spieker SJ, Lohr MJ. Impact of a home-visiting program on sleep problems among young children experiencing adversity. Child Abuse Negl. 2019;89:143–54. https://doi.org/10.1016/j.chiabu.2018.12.016.
Alkon A, Boyce WT, Neilands TB, Eskenazi B. Children’s autonomic nervous system reactivity moderates the relations between family adversity and sleep problems in latino 5-year olds in the CHAMACOS study. Front Public Health. 2017;5:155. https://doi.org/10.3389/fpubh.2017.00155.
Bagley EJ, El-Sheikh M. Familial risk moderates the association between sleep and zBMI in Children. J Pediatr Psychol. 2013;38(7):775–84. https://doi.org/10.1093/jpepsy/jst031.
April-Sanders A, Duarte CS, Wang S, et al. Childhood adversity and sleep disturbances: Longitudinal results in puerto rican children. Int J Behav Med. 2021;28:107–15. https://doi.org/10.1007/s12529-020-09873-w.
Gillis B, Shimizu M, Philbrook LE, El-Sheikh M. Racial disparities in adolescent sleep duration: Physical activity as a protective factor. Cult Divers Ethn Minor Psychol. 2020;27(1):118–22. https://doi.org/10.1037/cdp0000422.
Miguez MJ, Bueno D, Perez C. Disparities in sleep health among adolescents: The role of sex, age and migration. Sleep Disorders. 2020:1–6. https://doi.org/10.1155/2020/5316364.
Tomfohr-Madsen L, Cameron EE, Dhillon A, et al. Neighborhood socioeconomic status and child sleep duration: A systematic review and meta-analysis. Sleep Health. 2020;6(5):550–62. https://doi.org/10.1016/j.sleh.2020.02.012.
Lewien C, Genuneit J, Meigen C, Kiess W, Poulain T. Sleep-related difficulties in healthy children and adolescents. BMC Pediatr. 2021;21(1):82. https://doi.org/10.1186/s12887-021-02529-y.
Lin LN, Chang LY, Hurng BS, Wu CC, Yen LL, Chang HY. Sex differences in sleep patterns and changes in 7th to 12th graders: A longitudinal follow-up study in Taiwan. Sleep. 2018;41(3):1–10. https://doi.org/10.1093/sleep/zsx211.
Jiang X, Hardy LL, Baur LA, Ding D, Wang L, Shi H. Sleep duration, schedule and quality among urban chinese children and adolescents: Associations with routine after-school activities. PLoS One. 2015;10(1):e0115326. https://doi.org/10.1371/journal.pone.0115326.
Eaton DK, McKnight-Eily LR, Lowry R, Perry GS, Presley-Cantrell L, Croft JB. Prevalences of insufficient, borderline, and optimal hours of sleep among high school students - United States, 2007. J Adolesc Health. 2010;46(4):399–401. https://doi.org/10.1016/j.jadohealth.2009.10.011.
Gariepy G, Danna S, Gobina I, et al. How are adolescents sleeping? Adolescent sleep patterns and sociodemographic differences in 24 european and north american countries. J Adolesc Health. 2020;66:S81–8. https://doi.org/10.1016/j.jadohealth.2020.03.013.
Amaral O, Pereira C, Veiga N, Coutinho E, Chaves C, Nelas P. Gender and age differences in sleep habits: A cross-sectional study in adolescents. Aten Primaria. 2016;48(1):178–82.
Paruthi S, Brooks LJ, D’Ambrosio C, et al. Recommended amount of sleep for pediatric populations: A consensus statement of the american academy of sleep medicine. J Clin Sleep Med. 2016;12(6):785–6. https://doi.org/10.5664/jcsm.5866.
James S, Chang AM, Buxton OM, Hale L. Disparities in adolescent sleep health by sex and ethnoracial group. SSM Popul Health. 2020;11(100581):100581. https://doi.org/10.1016/j.ssmph.2020.100581.
Becker SP, Sidol CA, Van Dyk TR, Epstein JN, Beebe DW. Intraindividual variability of sleep/wake patterns in relation to child and adolescent functioning: A systematic review. Sleep Med Rev. 2017;34:94–121. https://doi.org/10.1016/j.smrv.2016.07.004.
Crowley SJ, Acebo C, Carskadon MA. Sleep, circadian rhythms, and delayed phase in adolescence. Sleep Med. 2007;8(6):602–12. https://doi.org/10.1016/j.sleep.2006.12.002.
Crowley SJ, Carskadon MA. Modifications to weekend recovery sleep delay circadian phase in older adolescents. Chronobiol Int. 2010;27(7):1469–92. https://doi.org/10.3109/07420528.2010.503293.
Kortesoja L, Vainikainen MP, Hotulainen R, et al. Bidirectional Relationship of Sleep with Emotional and Behavioral Difficulties: A Five-year Follow-up of Finnish Adolescents. J Youth Adolesc. 2020;49(6):1277–91. https://doi.org/10.1007/s10964-020-01203-3.
Lehto JE, Aho O, Eklund M, et al. Circadian preferences and sleep in 15- to 20-year old Finnish students. Sleep Sci. 2016;9(2):78–83. https://doi.org/10.1016/j.slsci.2016.06.003.
Harbard E, Allen NB, Trinder J, Bei B. What’s keeping teenagers up? Prebedtime behaviors and actigraphy-assessed sleep over school and vacation. J Adolesc Health. 2016;58(4):426–32. https://doi.org/10.1016/j.jadohealth.2015.12.011.
Feinberg I, Campbell IG. Sleep EEG changes during adolescence: An index of a fundamental brain reorganization. Brain Cogn. 2010;72(1):56–65. https://doi.org/10.1016/j.bandc.2009.09.008.
Calamaro CJ, Mason TB, Ratcliffe SJ. Adolescents living the 24/7 lifestyle: Effects of caffeine and technology on sleep duration and daytime functioning. Pediatrics. 2009;123(6):e1005–10. https://doi.org/10.1542/peds.2008-3641.
Chang L-Y, Wu C-C, Yen L-L, Chang H-Y. The effects of family dysfunction trajectories during childhood and early adolescence on sleep quality during late adolescence: Resilience as a mediator. Soc Sci Med. 2019;222:162–70. https://doi.org/10.1016/j.socscimed.2019.01.010.
Hoopes EK, Berube FR, D'Agata MN, et al. Sleep duration regularity, but not sleep duration, is associated with microvascular function in college students. Sleep. 2021;44(2). https://doi.org/10.1093/sleep/zsaa175.
Williamson AA, Milaniak I, Watson B, et al. Early childhood sleep intervention in urban primary care: Caregiver and clinician perspectives. J Pediatr Psychol. 2020;45(8):933–45. https://doi.org/10.1093/jpepsy/jsaa024.
Chaput JP, Janssen I. Sleep duration estimates of Canadian children and adolescents. J Sleep Res. 2016;25(5):541–8. https://doi.org/10.1111/jsr.12410.
Larson K, Russ SA, Crall JJ, Halfon N. Influences on multiple social risks on children’s health. Pediatrics. 2008;121(2):337–44. https://doi.org/10.1542/peds.2007-0447.
Yang AJ, Gromoske AN, Olson MA, Chaffin JG. Single and cumulative relations of social risk factors with children’s dental health and care-utilization within regions of the united states. Matern Child Health J. 2016;20(3):495–506. https://doi.org/10.1007/s10995-015-1847-2.
US Census Bureau. 2018 national survey of children’s health methodology report. 2019. https://www2.census.gov/programs-surveys/nsch/technical-documentation/methodology/2018-NSCH-Methodology-Report.pdf. Accessed Dec 23 2021.
Wheaton AG, Claussen AH. Short sleep duration among infants, children, and adolescents aged 4 months-17 years - united states, 2016–2018. MMWR Morb. Mortal. Wkly. Rep. 2021;70(38):1315–21. https://doi.org/10.15585/mmwr.mm7038a1.
Wang J, Zhang X, Simons SR, Sun J, Shao D, Cao F. Exploring the bi-directional relationship between sleep and resilience in adolescence. Sleep Med. 2020;73:63–9. https://doi.org/10.1016/j.sleep.2020.04.018.
Child and Adolescent Health Measurement Initiative. 2018 national survey of children’s health (NSCH) data query. Data resource center for child and adolescent health supported by the U.S. department of health and human services, health resources and services administration (HRSA), maternal and child health bureau (MCHB). 2018. www.childhealthdata.org. Accessed 2 Aug 2022.
Schlarb A, Gulewitsch M, Weltzer V, Ellert U, Enck P. Sleep duration and sleep problems in a representative sample of german children and adolescents. Health (N. Y.). 2015;07:1397–408. https://doi.org/10.4236/health.2015.711154.
Lee S-M, Kim J-H. Differences of adaptation to school and self-resilience before and after sleep education for adolescent. J Exerc Rehabil. 2016;12(3):176–81. https://doi.org/10.12965/jer.1632588.294.
Funding
Dr. Patterson's work was partially supported by the Centers of Biomedical Research Excellence (COBRE) in cardiovascular health (P20GM113125).
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This study was deemed exempt by University of Delaware and Delaware State University Institutional Review Boards. This decision was made in accordance with the ethical stands of the institutional research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.
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Covington, L.B., Ji, X., Laurenceau, JP. et al. Exploration of Sex and Age as Moderators Between Social Cumulative Risk and Sleep in a Representative Sample of Children and Adolescents Living in the United States. Int.J. Behav. Med. (2023). https://doi.org/10.1007/s12529-023-10175-0
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DOI: https://doi.org/10.1007/s12529-023-10175-0