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Concurrent and Longitudinal Predictors and Stability of Parent-Reported Sleep Problems in a Population-Based Sample at Mean Ages 8 and 15

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Abstract

Stability and predictors of parent-reported sleep problems in a population-based sample were investigated in 259 children whose parents completed the Pediatric Behavior Scale at mean ages 8 and 15. Reduced sleep (e.g., sleeps less than normal), fragmented sleep (e.g., wakes during the night), and excessive sleep were predicted from Pediatric Behavior Scale inattention, impulsivity, hyperactivity, autism, cognitive disengagement syndrome, oppositional defiant disorder/ODD, conduct problems, depression, anxiety, and somatic complaints scores; polysomnography (overnight sleep lab) data; and demographics. The prevalence of reduced, fragmented, and excessive sleep in childhood was 10%, 14%, and 14%, respectively. Adolescent prevalence rates were 3%, 3%, and 15%. Persistence rates were low (16%, 14%, and 31%), and few children had these sleep problems at both time points (2%, 2%, and 4%). In contrast, studies using parent-reported insomnia symptoms in childhood and self-report in adolescence showed an increase in insomnia and higher persistence over time. In our study, reduced and fragmented sleep in childhood predicted adolescent reduced and fragmented sleep, respectively, whereas excessive sleep in childhood did not predict adolescent excessive sleep. Childhood predictors of adolescent sleep problems were few and explained little of the variance. ODD and inattention were correlates of reduced and fragmented sleep in childhood, and hyperactivity and somatic complaints were correlates in adolescence. Polysomnography and demographics were unrelated to parent-reported sleep problems. Results support complementing parent-report with self-report in adolescence and treating reduced and fragmented sleep, ADHD, and ODD in childhood to possibly alleviate current sleep problems and reduce their likelihood in adolescence.

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References

  • Alfano, C. A., Beidel, D. C., Turner, S. M., & Lewin, D. S. (2006). Preliminary evidence for sleep complaints among children referred for anxiety. Sleep Medicine, 7, 467–473.

    Article  PubMed  Google Scholar 

  • Aronen, E. T., Lampenius, T., Fontell, T., & Simola, P. (2014). Sleep in children with disruptive behavioral disorders. Behavioral Sleep Medicine, 12, 373–388.

    Article  PubMed  Google Scholar 

  • Becker, S. P., Cusick, C. N., Sidol, C. A., & Tamm, I. (2018). The impact of comorbid mental health symptoms and sex on sleep functioning in children with ADHD. European Child and Adolescent Psychiatry, 27, 353–365.

    Article  PubMed  Google Scholar 

  • Becker, S. P., Garner, A. A., & Byars, K. C. (2016). Sluggish cognitive tempo in children referred to a pediatric sleep disorders center: Examining possible overlap with sleep problems and associations and impairment. Journal of Psychiatric Research, 77, 116–124.

    Article  PubMed  PubMed Central  Google Scholar 

  • Bertocci, M. A., Dahl, R. E., Williamson, D. E., Iosif, A., Birmaher, B., Axelson, D., & Ryan, N. D. (2005). Subjective sleep complaints in pediatric depression: A controlled study and comparison with EEG measures of sleep and waking. Journal of the American Academy of Child and Adolescent Psychiatry, 44, 1158–1166.

    Article  PubMed  Google Scholar 

  • Biederman, J., Petty, C. R., Dolan, C., Hughes, S., Mick, E., Monuteaux, M. C., et al. (2008). The long-term longitudinal course of oppositional defiant disorder and conduct disorder in ADHD boys: Findings from a controlled 10-year prospective longitudinal follow-up study. Psychological Medicine, 38, 1027–1036.

    Article  CAS  PubMed  Google Scholar 

  • Bixler, E. O., Vgontzas, A. N., Lin, H.-M., Calhoun, S., Vela-Bueno, A., Fedok, F., et al. (2009). Sleep disordered breathing in children in a general population sample: Prevalence and risk factors. Sleep, 32, 731–736.

    Article  PubMed  PubMed Central  Google Scholar 

  • Blok, E., de Mol, C. L., van der Ende, J., Hillegers, M. H. J., Althoff, R. R., Shaw, P., & White, T. (2021). Stability and change of psychopathology symptoms throughout childhood and adolescence. Child Psychiatry and Human Development. https://doi.org/10.1007/s10578-021-01212-8

    Article  PubMed  PubMed Central  Google Scholar 

  • Burns, G. L., & Becker, S. P. (2021). Sluggish cognitive tempo and ADHD symptoms in a nationally representative sample of U.S. children: Differentiation using categorical and dimensional approaches. Journal of Clinical Child and Adolescent Psychology, 50, 267–280.

    Article  PubMed  Google Scholar 

  • Calhoun, S. L., Fernandez-Mendoza, J., Vgontzas, A. N., Liao, D., & Bixler, E. O. (2014). Prevalence of insomnia symptoms in a general population sample of young children and preadolescents: Gender effects. Sleep Medicine, 15, 91–95.

    Article  PubMed  Google Scholar 

  • Calhoun, S. L., Fernandez-Mendoza, J., Vgontzas, A. N., Mayes, S. D., Liao, D., & Bixler, E. O. (2017). Behavioral Profiles Associated with objective sleep duration in young children with insomnia symptoms. Journal of Abnormal Child Psychology, 45, 337–344.

    Article  PubMed  PubMed Central  Google Scholar 

  • Campbell, I. G., Burright, C. S., Kraus, A. M., Grimm, K. J., & Feinberg, I. (2017). Daytime sleepiness increases with age in early adolescence: A sleep restriction dose-response study. Sleep, 40, zsx046.

    Article  PubMed  PubMed Central  Google Scholar 

  • Coleman, D. M., Adams, J. B., Anderson, A. L., & Frye, R. E. (2019). Rating of the effectiveness of 26 psychiatric and seizure medications for autism spectrum disorder: Results of a national survey. Journal of Child and Adolescent Psychopharmacology, 29, 1–17.

    Article  Google Scholar 

  • Conrad, A. L., Richman, L., Lindgren, S., & Nopoulos, P. (2010). Biological and environmental predictors of behavioral sequelae in children born preterm. Pediatrics, 125, e83–e89.

    Article  PubMed  Google Scholar 

  • Crowley, S. J., Acebo, C., & Carskadon, M. A. (2007). Sleep, circadian rhythms, and delayed phase in adolescence. Sleep Medicine, 8, 602–612.

    Article  PubMed  Google Scholar 

  • DuBois, D. L., Felner, R. D., Bartels, C. L., & Silverman, M. M. (1995). Stability of self-reported depressive symptoms in a community sample of children and adolescents. Journal of Clinical Child Psychology, 24, 386–396.

    Article  Google Scholar 

  • Fernandez-Mendoza, J., Baker, J. H., Vgontzas, A. N., Gaines, J., Liao, D., & Bixler, E. O. (2017). Insomnia symptoms with objective short sleep duration are associated with systemic inflammation in adolescents. Brain Behavior and Immunity, 61, 110–116.

    Article  PubMed  Google Scholar 

  • Fernandez-Mendoza, J., Bourchtein, E., Calhoun, S. L., Puzino, K., Snyder, C. K., He, F., et al. (2021). Natural history of insomnia symptoms in the transition from childhood to adolescence: Population rates, health disparities, and risk factors. Sleep. https://doi.org/10.1093/sleep/zsaa187

    Article  PubMed  PubMed Central  Google Scholar 

  • Fernandez-Mendoza, J., Calhoun, S. L., Bixler, E. O., Karataraki, M., Liao, D., Vela-Bueno, A., et al. (2011). Sleep misperception and chronic insomnia in the general population: The role of objective sleep duration and psychological profiles. Psychosomatic Medicine, 73, 88–97.

    Article  PubMed  Google Scholar 

  • Fernandez-Mendoza, J., Lenker, K., Calhoun, S. L., Qureshi, M., Ricci, A., Bourchtein, E., et al. (2022). Trajectories of insomnia symptoms from childhood through young adulthood. Pediatrics, 149, e2021053616.

    Article  PubMed  Google Scholar 

  • Fernandez-Mendoza, J., Vgontzas, A. N., Calhoun, S. L., Vgontzas, A., Tsaoussoglou, M., Gaines, J., Liao, D., Chrousos, G. P., & Bixler, E. O. (2014). Insomnia symptoms, objective sleep duration and hypothalamic-pituitary-adrenal activity in children. European Journal of Clinical Investigation, 44, 493–500.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Fricke-Oerkermann, L., Pluck, J., Schredl, M., Heinz, K., Mitschke, A., Wiater, A., & Lehmkuhl, G. (2007). Prevalence and course of sleep problems in childhood. Sleep, 30, 1371–1377.

    Article  PubMed  PubMed Central  Google Scholar 

  • Friedman, N. P., Corley, R. P., Hewitt, J. K., & Wright, K. P. (2009). Individual differences in childhood sleep problems predict later cognitive executive control. Sleep, 32, 323–333.

    Article  PubMed  PubMed Central  Google Scholar 

  • Garstang, J., & Wallis, M. (2006). Randomized controlled trial of melatonin for children with autistic spectrum disorders and sleep problems. Child: Care, Health and Development, 32, 585–589.

    Article  CAS  PubMed  Google Scholar 

  • Gregory, A. M., & O’Connor, T. G. (2002). Sleep problems in childhood: A longitudinal study of developmental change and association with behavioral problems. Journal of American Academy of Child and Adolescent Psychiatry, 41, 964–971.

    Article  Google Scholar 

  • Hansen, B. H., Skirbekk, B., Oerbeck, B., Richter, J., & Kristensen, H. (2011). Comparison of sleep problems in children with anxiety and attention deficit/hyperactivity disorders. European Child and Adolescent Psychiatry, 20, 321.

    Article  PubMed  Google Scholar 

  • Hansen, B. H., Skirbekk, B., Oerbeck, B., Wentzel-Larsen, T., & Kristensen, H. (2013). Persistence of sleep problems in children with anxiety and attention deficit hyperactivity disorders. Child Psychiatry and Human Development, 44, 290–304.

    Article  PubMed  Google Scholar 

  • Hysing, M., Sivertsen, B., Stormark, K. M., Elgen, I., & Lundervold, A. J. (2009). Sleep in children with chronic illness and the relation to emotional and behavioral problems – A population-based study. Journal of Pediatric Psychology, 34, 665–670.

    Article  PubMed  Google Scholar 

  • Keshavarzi, Z., Bajoghli, H., Mohanadi, M. R., Salmanian, M., Kirov, R., Gerber, M., S., et al. (2014). In a randomized case-control trial with 10-years olds suffering from ADHD sleep and psychological functioning improved during a 12-week sleep-training program. World Journal of Biological Psychiatry, 15, 609–619.

    Article  Google Scholar 

  • Lahey, B. B., Loeber, R., Burke, J., Rathouz, P. J., & McBurnett, K. (2002). Waxing and waning in concert: Dynamic comorbidity of conduct disorder with other disruptive and emotional problems over 7 years among clinic-referred boys. Journal of Abnormal Psychology, 111, 556–567.

    Article  PubMed  Google Scholar 

  • Lahey, B. B., Schwab-Stone, M., Goodman, S. H., Waldman, I. D., Canino, G., Rathoutz, P. J., et al. (2000). Age and gender differences in oppositional behavior and conduct problems: A cross-sectional household study of middle childhood and adolescence. Journal of Abnormal Child Psychology, 109, 488–503.

    Article  CAS  Google Scholar 

  • Lindgren, S. D., & Koeppl, G. K. (1987). Assessing child behavior problems in a medical setting: Development of the Pediatric Behavior Scale. In R. J. Prinz (Ed.), Advances in Behavioral Assessment of Children and Families (pp. 57–90). JAI.

    Google Scholar 

  • Loeber, R., & Keenan, K. (1994). Interaction between conduct disorder and its comorbid conditions: Effects of age and gender. Clinical Psychology Review, 14, 497–523.

    Article  Google Scholar 

  • Mamun, A. A., O’Callaghan, F., Scott, J., Heussler, H., O’Callaghan, M., Najman, J., et al. (2012). Continuity and discontinuity of trouble sleeping behaviors from early childhood to young adulthood in a large Australian community-based-birth cohort. Sleep Medicine, 13, 1301–1306.

    Article  PubMed  Google Scholar 

  • Mattison, R. E., & Mayes, S. D. (2012). Relationship between learning disability, executive function, and psychopathology in children with ADHD. Journal of Attention Disorders, 16, 138–146.

    Article  PubMed  Google Scholar 

  • Maughan, B., Rowe, R., Messer, J., Goodman, R., & Meltzer, H. (2004). Conduct disorder and oppositional defiant disorder in a national sample: Developmental epidemiology. Journal of Child Psychology and Psychiatry, 45, 609–621.

    Article  PubMed  Google Scholar 

  • Mayes, S. D., & Calhoun, S. L. (2009). Variables related to sleep problems in children with autism. Research in Autism Spectrum Disorders, 3, 931–941.

    Article  Google Scholar 

  • Mayes, S. D., Calhoun, S. L., Bixler, E. O., & Vgontzas, A. N. (2008). Nonsignificance of sleep relative to IQ and neuropsychological test scores in predicting academic achievement. Journal of Developmental and Behavioral Pediatrics, 29, 206–212.

    Article  PubMed  PubMed Central  Google Scholar 

  • Mayes, S. D., Calhoun, S. L., Bixler, E. O., & Vgontzas, A. N. (2009a). Sleep problems in children with autism, ADHD, anxiety, depression, acquired brain injury, and typical development. Sleep Medicine Clinics, 4, 19–25.

    Article  Google Scholar 

  • Mayes, S. D., Calhoun, S. L., Bixler, E. O., Vgontzas, A. N., Mahr, F., Hillwig-Garcia, J., Elamir, B., Edhere-Ekezie, L., & Parvin, M. (2009b). ADHD subtypes and comorbid anxiety, depression, and oppositional-defiant disorder: Differences in sleep problems. Journal of Pediatric Psychology, 34, 328–337.

    Article  PubMed  Google Scholar 

  • Mayes, S. D., Gordon, M., Calhoun, S. L., & Bixler, E. O. (2014). Long-term temporal stability of measured inattention and impulsivity in typical and referred children. Journal of Attention Disorders, 18, 23–30.

    Article  PubMed  Google Scholar 

  • Mayes, S. D., Calhoun, S. L., & Waschbusch, D. A. (2021a). Relationship between sluggish cognitive tempo and sleep, psychological, somatic, and cognitive problems and impairment in children with autism and children with ADHD. Clinical Child Psychology and Psychiatry, 26, 518–530.

    Article  PubMed  Google Scholar 

  • Mayes, S. D., Waschbusch, D. A., Fernandez-Mendoza, J., & Calhoun, S. L. (2021b). Relationship between sluggish cognitive tempo and sleep, psychological, somatic, and cognitive problems in elementary school children. Journal of Pediatric Neuropsychology. https://doi.org/10.1007/s40817-021-00109-7

    Article  Google Scholar 

  • Mayes, S. D., Puzino, K., DiGiovanni, C., & Calhoun, S. L. (2021c). Cross-sectional age analysis of sleep problems in 2- to 17-year-olds with ADHD-combined, ADHD-inattentive, or autism. Journal of Clinical Psychology in Medical Settings. https://doi.org/10.1007/s10880-021-09799-9

    Article  PubMed  Google Scholar 

  • Mayes, S. D., Waschbusch, D. A., Fernandez-Mendoza, J., & Calhoun, S. L. (2023). Cognitive disengagement syndrome (CDS) (formerly sluggish cognitive tempo), autism, and insomnia symptoms in childhood predict CDS in adolescence: A longitudinal population-based study. Child Psychiatry and Human Development. https://doi.org/10.1007/s10578-023-01565-2

    Article  PubMed  Google Scholar 

  • Mayes, S. D., Waschbusch, D. A., Mattison, R. E., Kallus, R., Baweja, R., Fernandez-Mendoza, J., & Calhoun, S. L. (2022). Stability of sluggish cognitive tempo compared to externalizing and internalizing parent symptom ratings from age 9 to 8-years follow-up in a population-based sample. Journal of Psychopathology and Behavioral Assessment. https://doi.org/10.1007/s10862-022-09977-5

    Article  Google Scholar 

  • Meltzer, L. J., & Mindell, J. A. (2008). Behavioral sleep disorders in children and adolescents. Sleep Medicine Clinics, 3, 269–279.

    Article  Google Scholar 

  • Nichols, S., Mahoney, E. M., Sirois, P. A., Bordeaux, J. D., Stehbens, J. A., Loveland, K. A., et al. (2000). HIV-associated changes in adaptive, emotional, and behavioral functioning in children and adolescents with hemophilia: Results from the Hemophilia Growth and Development Study. Journal of Pediatric Psychology, 25, 545–556.

    Article  CAS  PubMed  Google Scholar 

  • Owens, J. A., Spirito, A., McGuinn, M., & Nobile, C. (2000). Sleep habits and sleep disturbance in elementary school-aged children. Developmental and Behavioral Pediatrics, 21, 27–34.

    Article  CAS  Google Scholar 

  • Paine, S., & Gradisar, M. (2011). A randomized controlled trial of cognitive-behaviour therapy for behavioural insomnia of childhood in school-aged children. Behavior Research and Therapy, 49, 379–388.

    Article  Google Scholar 

  • Pesonen, A.-K., Martikainen, S., Heinonen, K., Wehkalampi, K., Lahti, J., Kajantie, E., et al. (2014). Continuity and change in poor sleep from childhood to early adolescence. Sleep, 37, 289–297.

    Article  PubMed  PubMed Central  Google Scholar 

  • Rondon, A. T., Hilton, D. C., Jarrett, M. A., & Ollendick, T. H. (2020). Sleep, internalizing problems, and social withdrawal: Unique associations in clinic-referred youth with elevated sluggish cognitive tempo symptoms. Journal of Attention Disorders, 24, 524–534.

    Article  PubMed  Google Scholar 

  • Rossignol, D. A., & Frye, R. E. (2011). Melatonin in autism spectrum disorder: A systematic review and meta-analysis. Developmental Medicine and Child Neurology, 53, 783–792.

    Article  PubMed  Google Scholar 

  • Sadeh, A., Raviv, A., & Gruber, R. (2000). Sleep patterns and sleep disruptions in school-age children. Developmental Psychology, 36, 291–301.

    Article  CAS  PubMed  Google Scholar 

  • Shanahan, L., Copeland, W. E., Angold, A., Bondy, C. L., & Costello, E. J. (2014). Sleep problems predict and are predicted by generalized anxiety/depression and oppositional defiant disorder. Journal of the American Academy of Child and Adolescent Psychiatry, 53, 550–558.

    Article  PubMed  PubMed Central  Google Scholar 

  • Silva, G. E., Goodwin, J. L., Sherrill, D. L., Arnold, J. L., Bootzin, R. R., Smith, T., et al. (2007). Relationship between reported and measured sleep times: The sleep heart health study. Journal of Clinical Sleep Medicine, 3, 622–630.

    Article  PubMed  PubMed Central  Google Scholar 

  • Sivertsen, B., Harvey, A. G., Pallesen, S., & Hysing, M. (2017). Trajectories of sleep problems from childhood to adolescence: A population-based longitudinal study from Norway. Journal of Sleep Research, 26, 55–63.

    Article  PubMed  Google Scholar 

  • Sivertsen, B., Hysing, M., Elgen, I., Stormark, K. M., & Lundervold, A. J. (2009). Chronicity of sleep problems in children with chronic illness: A longitudinal population-based study. Child and Adolescent Psychiatry and Mental Health, 3, 22.

    Article  PubMed  PubMed Central  Google Scholar 

  • Sivertsen, B., Posserud, M., Gillberg, C., Lundervold, A. J., & Hysing, M. (2012). Sleep problems in children with autism spectrum problems: A longitudinal population-based study. Autism, 16, 139–150.

    Article  PubMed  Google Scholar 

  • Stein, M. A., Mendelsohn, J., Obermeyer, W. H., Amromin, J., & Benca, R. (2001). Sleep and behavior problems in school-age children. Pediatrics, 107(4), e60.

    Article  CAS  PubMed  Google Scholar 

  • Steinsbekk, S., & Wichstrom, L. (2015). Stability of sleep disorders from preschool to first grade and their bidirectional relationship with psychiatric symptoms. Journal of Developmental and Behavioral Pediatrics, 36, 243–251.

    Article  PubMed  Google Scholar 

  • Wang, B., Eastwood, P. R., Becker, A., Isensee, C., Wong, J., Huang, R.-C., et al. (2019). Concurrent developmental course of sleep problems and emotional/behavioral problems in childhood and adolescence as reflected by the dysregulation profile. Sleep, 42, 1–12.

    Article  Google Scholar 

  • Wang, B., Isensee, C., Becker, A., Wong, J., Eastwood, P. R., Huang, R.-C., et al. (2016). Developmental trajectories of sleep problems from childhood to adolescence both predict and are predicted by emotional and behavioral problems. Frontiers in Psychology, 7, 1874.

    Article  PubMed  PubMed Central  Google Scholar 

  • Waxmonsky, J., Mayes, S. D., Calhoun, S. L., Fernandez-Mendoza, J., Waschbusch, D. A., & Bixler, E. O. (2017). The association between disruptive mood dysregulation disorder symptoms and sleep problems in children with and without ADHD. Sleep Medicine, 37, 180–186.

    Article  PubMed  PubMed Central  Google Scholar 

  • Weiss, M. D., Wasdell, M. B., Bomben, M. M., Rea, K. J., & Freeman, R. D. (2006). Sleep hygiene and melatonin treatment for children and adolescents with ADHD and initial insomnia. Journal of the American Academy of Child and Adolescent Psychiatry, 45, 512–519.

    Article  PubMed  Google Scholar 

  • Williamson, A. A., & Mindell, J. A. (2020). Cumulative socio-demographic risk factors and sleep outcomes in early childhood. Sleep, 40. https://doi.org/10.1093/sleep/zsz233

  • Wolraich, M. L., Lindgren, S. D., Stumbo, P. J., Stegink, L. D., Appelbaum, M. I., & Kiritsy, M. C. (1994). Effects of diets high in sucrose or aspartame on the behavior and cognitive performance of children. New England Journal of Medicine, 330, 301–307.

    Article  CAS  PubMed  Google Scholar 

  • Wong, M. M., Brower, K. J., Nigg, J. T., & Zucker, R. A. (2010). Childhood sleep problems, response inhibition, and alcohol and drug outcomes in adolescence and young adulthood. Alcoholism: Clinical and Experimental Research, 34, 1033–1044.

    Article  PubMed  Google Scholar 

  • Zhang, J., Lam, S. P., Li, S. X., Martin, A., Lai, K. Y. C., & Wing, Y.-K. (2011). Longitudinal course and outcome of chronic insomnia in Hong Kong Chinese children: A 5-year follow-up study of a community-based cohort. Sleep, 34, 1395–1402.

    Article  PubMed  PubMed Central  Google Scholar 

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NHLBI Division of Intramural Research, R01 HL063772, National Center for Research Resources, M01 RR10732, C06 RR016499.

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Correspondence to Susan D. Mayes.

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Susan D. Mayes, Julio Fernandez-Mendoza, Daniel A. Waschbusch and Susan L. Calhoun declare that they have no conflict of interest.

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Mayes, S.D., Fernandez-Mendoza, J., Waschbusch, D.A. et al. Concurrent and Longitudinal Predictors and Stability of Parent-Reported Sleep Problems in a Population-Based Sample at Mean Ages 8 and 15. J Psychopathol Behav Assess 46, 103–115 (2024). https://doi.org/10.1007/s10862-023-10111-2

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