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Behavioral Strength and Difficulty Profiles among Children with Neurodisability

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Abstract

Background: Given the significant behavioral heterogeneity characterizing children with neurodevelopmental disorders and disabilities (NDD/D), the current study examined whether cluster analysis could classify a diverse sample into more homogeneous subgroups. Aims: We first utilized cluster analysis to identify subgroups of children demonstrating similar behavior profiles. Second, we investigated the distribution of children’s primary diagnoses represented within each cluster. Finally, we compared the clinical utility of clusters versus diagnoses for indices of child and family health. Methods: Caregivers provided data for 222 children with NDD/D (M = 8.22 years), completing measures of child behavior and child and family health. Results: A 4-cluster solution was revealed: Social Difficulties, Cross-domain Difficulties, Hyperactive-inattentive, and Low difficulties, and a range of conditions was found within each. For all indices of child and family health, clusters explained greater variance than did diagnoses. Conclusions: The current study provides new insight into the heterogeneous nature of behavior among children with NDD/D. Considering a child’s unique constellation of strengths and difficulties may serve as a clinically meaningful supplement to diagnosis that more fully elucidates functional profile.

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References

  • Achenbach, T. M. (1991). Manual for the child behavior checklist/4–18 and 1991 profile. VT: Department of Psychiatry, University of Vermont Burlington.

    Google Scholar 

  • Aman, M. G., Singh, N. N., Stewart, A., & Field, C. J. (1985). Aberrant behavior checklist: A behavior rating scale for the assessment of treatment effects. American Journal of Mental Deficiency, 89, 485–491.

    PubMed  Google Scholar 

  • American Psychiatric Association (APA). (2013). Diagnostic and statistical manual of mental disorders (5th ed.). Washington, DC: Author.

    Book  Google Scholar 

  • Baeza-Velasco, C., Michelon, C., Rattaz, C., & Baghdadli, A. (2014). Are aberrant behavioral patterns associated with the adaptive behavior trajectories of teenagers with autism spectrum disorders? Research in Autism Spectrum Disorders, 8, 304–311.

    Article  Google Scholar 

  • Baker, B. L., Blacher, J., Crnic, K. A., & Edelbrock, C. (2002). Behavior problems and parenting stress in families of three-year-old children with and without developmental delays. American Journal on Mental Retardation, 107, 433–444.

    Article  PubMed  Google Scholar 

  • Blacher, J., & McIntyre, L. L. (2006). Syndrome specificity and behavioural disorders in young adults with intellectual disability: Cultural differences in family impact. Journal of Intellectual Disability Research, 50, 184–198.

    Article  PubMed  Google Scholar 

  • Brereton, A. V., Tonge, B. J., & Einfeld, S. L. (2006). Psychopathology in children and adolescents with autism compared to young people with intellectual disability. Journal of Autism and Developmental Disorders, 36, 863–870.

    Article  PubMed  Google Scholar 

  • Brossard-Racine, M., Hall, N., Majnemer, A., Shevell, M. I., Law, M., Poulin, C., & Rosenbaum, P. (2012). Behavioural problems in school age children with cerebral palsy. European Journal of Paediatric Neurology, 16, 35–41.

    Article  PubMed  Google Scholar 

  • Brown, E. C., Aman, M. G., & Lecavalier, L. (2004). Empirical classification of behavioral and psychiatric problems in children and adolescents with mental retardation. American Journal on Mental Retardation, 109, 445–455.

    Article  PubMed  Google Scholar 

  • Cahill, B. M., & Glidden, L. M. (1996). Influence of child diagnosis on family and parental functioning: Down syndrome versus other disabilities. American Journal on Mental Retardation, 101, 149–160.

    PubMed  Google Scholar 

  • Curry, J. F., & Thompson Jr., R. J. (1982). Patterns of behavioral disturbance in developmentally disabled children: A replicated cluster analysis. Journal of Pediatric Psychology, 7, 61–73.

    Article  PubMed  Google Scholar 

  • Daniels, A. M., Rosenberg, R. E., Anderson, C., Law, J. K., Marvin, A. R., & Law, P. A. (2012). Verification of parent-report of child autism spectrum disorder diagnosis to a web-based autism registry. Journal of Autism and Developmental Disorders, 42, 257–265.

    Article  PubMed  Google Scholar 

  • Dieleman, L. M., De Pauw, S. S. W., Soenens, B., Van Hove, G., & Prinzie, P. (2018). Behavioral problems and psychosocial strengths: Unique factors contributing to the behavioral profile of youth with down syndrome. American Journal on Intellectual and Developmental Disabilities, 123, 212–227.

    Article  PubMed  Google Scholar 

  • Eisenhower, A. S., Baker, B. L., & Blacher, J. (2005). Preschool children with intellectual disability: Syndrome specificity, behaviour problems, and maternal well-being. Journal of Intellectual Disability Research, 49, 657–671.

    Article  PubMed  Google Scholar 

  • Elander, J., & Rutter, M. (1996). Use and development of the Rutter parents’ and teachers’ scales. International Journal of Methods in Psychiatric Research, 6, 63–78.

    Article  Google Scholar 

  • Emerson, E. (2005). Use of the strengths and difficulties questionnaire to assess the mental health needs of children and adolescents with intellectual disabilities. Journal of Intellectual and Developmental Disability, 30, 14–23.

    Article  Google Scholar 

  • Estes, A., Olson, E., Sullivan, K., Greenson, J., Winter, J., Dawson, G., & Munson, J. (2013). Parenting-related stress and psychological distress in mothers of toddlers with autism spectrum disorders. Brain & Development, 35, 133–138.

    Article  Google Scholar 

  • Faraone, S. V., Biederman, J., & Milberger, S. (1995). How reliable are maternal reports of their children’s psychopathology? One-year recall of psychiatric diagnoses of ADHD children. Journal of the American Academy of Child & Adolescent Psychiatry, 34, 1001–1008.

    Article  Google Scholar 

  • Field, A. (2000). Cluster analysis. Retrieved from http://www.discoveringstatistics.com/docs/cluster.pdf

  • Fournier, C. J., Davis, M. J., Patnaik, A., Elliott, T. R., Dyer, J. A., Jasek, E. E., & Phillips, C. D. (2010). Modeling caregivers' perceptions of children's need for formal care: Physical function, intellectual disability, and behavior. Disability and Health Journal, 3, 213–221.

    Article  PubMed  Google Scholar 

  • Gardiner, E., & Iarocci, G. (2015). Family quality of life and ASD: The role of child adaptive functioning and behaviour problems. Autism Research, 8, 199–213.

    Article  Google Scholar 

  • Gardiner, E., Miller, A., & Lach, L. (2018). Family impact of childhood neurodevelopmental disability: Considering adaptive and maladaptive behaviour. Journal of Intellectual Disability Research, 62, 888–899.

    Article  PubMed  Google Scholar 

  • Gardiner, E., Miller, A., & Lach, L. (2020). Topography of behavior problems among children with neurodevelopmental conditions: Profile differences and overlaps. Child: Care, Health and Development, 46, 149–153.

    Google Scholar 

  • Glascoe, F. P., & Dworkin, P. H. (1995). The role of parents in the detection of developmental and behavioral problems. Pediatrics, 95, 829–836.

    PubMed  Google Scholar 

  • Goodman, R. (1997). The strengths and difficulties questionnaire: A research note. Journal of Child Psychology and Psychiatry, 38, 581–586.

    Article  PubMed  Google Scholar 

  • Goodman, R. (2001). Psychometric properties of the strengths and difficulties questionnaire. Journal of the American Academy of Child and Adolescent Psychiatry, 40, 1337–1345.

    Article  PubMed  Google Scholar 

  • Goodman, R. (2005). The Strengths and Difficulties Questionnaire. Retrieved from www.sdqinfo.org

  • Goodman, R., & Scott, S. (1999). Comparing the strengths and difficulties questionnaire and the child behavior checklist: Is small beautiful? Journal of Abnormal Child Psychology, 27, 17–24.

    Article  PubMed  Google Scholar 

  • Griffith, G. M., Hastings, R. P., Nash, S., & Hill, C. (2010). Using matched groups to explore child behavior problems and maternal well-being in children with down syndrome and autism. Journal of Autism and Developmental Disorders, 40, 610–619.

    Article  PubMed  Google Scholar 

  • Hair, J. F., & Black, W. C. (2000). Cluster analysis. In L. G. Grimm & P. R. Yarnold (Eds.), Reading and understanding more multivariate statistics. Washington, DC: American Psychological Association.

    Google Scholar 

  • Hall, S. S., Barnett, R. P., & Hustyi, K. M. (2016). Problem behavior in adolescent boys with fragile X syndrome: Relative prevalence, frequency and severity. Journal of Intellectual Disability Research, 60, 1189–1199.

    Article  PubMed  Google Scholar 

  • He, J. P., Burstein, M., Schmitz, A., & Merikangas, K. R. (2013). The strengths and difficulties questionnaire (SDQ): The factor structure and scale validation in U.S. adolescents. Journal of Abnormal Child Psychology, 41, 583–595.

    Article  PubMed  Google Scholar 

  • HealthActCHQ. (2006). CHQ: Child Health Questionnaire. Retrieved from https://www.healthactchq.com/survey/chq

  • Herring, S., Gray, K., Taffe, J., Tonge, B., Sweeney, D., & Einfeld, S. (2006). Behaviour and emotional problems in toddlers with pervasive developmental disorders and developmental delay: Associations with parental mental health and family functioning. Journal of Intellectual Disability Research, 50, 874–882.

    Article  PubMed  Google Scholar 

  • Hill, A. P., Zuckerman, K. E., Hagen, A. D., Kriz, D. J., Duvall, S. W., van Santen, J., Nigg, J., Fair, D., & Fombonne, E. (2014). Aggressive behavior problems in children with autism spectrum disorders: Prevalence and correlates in a large clinical sample. Research in Autism Spectrum Disorders, 8, 1121–1133.

    Article  PubMed  PubMed Central  Google Scholar 

  • Jauhari, P., Bhargava, R., Bhave, A., Kumar, C., & Kumar, R. (2012). Comorbidities associated with intellectual disability among pediatric outpatients seen at a teaching hospital in northern India. Journal of Policy and Practice in Intellectual Disabilities, 9, 10–16.

    Article  Google Scholar 

  • Kamphaus, R. W., Petoskey, M. D., Cody, A. H., Rowe, E. W., & Huberty, C. J. (1999). A typology of parent rated child behavior for a national U.S. sample. Journal of Child Psychology and Psychiatry, 40, 607–616.

    Article  PubMed  Google Scholar 

  • Kavale, K. A., & Forness, S. R. (1996). Social skill deficits and learning disabilities: A meta-analysis. Journal of Learning Disabilities, 29, 226–237.

    Article  PubMed  Google Scholar 

  • Klopper, F., Testa, R., Pantelis, C., & Skafidas, E. (2017). A cluster analysis exploration of autism spectrum disorder subgroups in children without intellectual disability. Research in Autism Spectrum Disorders, 36, 66–78.

    Article  Google Scholar 

  • Lecavalier, L. (2006). Behavioral and emotional problems in young people with pervasive developmental disorders: Relative prevalence, effects of subject characteristics, and empirical classification. Journal of Autism and Developmental Disorders, 36, 1101–1114.

    Article  PubMed  Google Scholar 

  • Little, L. M., Dean, E., Tomchek, S. D., & Dunn, W. (2017). Classifying sensory profiles of children in the general population. Child: Care, Health and Development, 43, 81–88.

    Google Scholar 

  • Lollar, D. J., Hartzell, M. S., & Evans, M. A. (2012). Functional difficulties and health conditions among children with special health needs. Pediatrics, 129, e714–e722.

    Article  PubMed  Google Scholar 

  • McKinney, J. D., & Speece, D. L. (1986). Academic consequences and longitudinal stability of behavioral subtypes of learning disabled children. Journal of Educational Psychology, 78, 365–372.

    Article  Google Scholar 

  • Miller, A., Shen, J., & Mâsse, L. C. (2016). Child functional characteristics explain child and family outcomes better than diagnosis: Population-based study of children with autism or other neurodevelopmental disorders/disabilities. Health Reports, 27, 9–18.

    PubMed  Google Scholar 

  • Miller, A., Gardiner, E., & Harding, L. (2018). Behavioral and emotional concerns reported by parents of children attending a neurodevelopmental diagnostic Centre. Child: Care, Health and Development, 44, 711–720.

    Google Scholar 

  • Miller, A., Gardiner, E., & Rosenbaum, P. (forthcoming). A non-categorical approach to childhood neurodisability: Concepts, evidence and implications for clinical practice organization of services, teaching, and research. In D. Eisenstat, D. Goldowitz, T. Oberlander, & J. Yager (Eds.), Neurodevelopmental pediatrics: Genetic and environmental influences. New York: Springer.

  • Moreno-De-Luca, A., Myers, S. M., Challman, T. D., Moreno-De-Luca, D., Evans, D. W., & Ledbetter, D. H. (2013). Developmental brain dysfunction: Revival and expansion of old concepts based on new genetic evidence. Lancet Neurology, 12, 406–414.

    Article  PubMed  PubMed Central  Google Scholar 

  • Morris, C., Janssens, A., Tomlinson, R., Williams, J., & Logan, S. (2013). Towards a definition of neurodisability: A Delphi study. Developmental Medicine & Child Neurology, 55, 1103–1108.

    Article  Google Scholar 

  • Norušis, M. J. (2011). PASW statistics 18 statistical procedures companion. Pearson.

  • Painter, J., Ingham, B., Trevithick, L., Hastings, R. P., & Roy, A. (2018). Identifying needs-based groupings among people accessing intellectual disability services. American Journal on Intellectual and Developmental Disabilities, 123, 426–442.

    Article  PubMed  Google Scholar 

  • Patnaik, A., Elliott, T. R., Moudouni, D. M., Fournier, C. J., Naiser, E., Miller, T. R., et al. (2011). Severity of children's intellectual disabilities and medicaid personal care services. Rehabilitation Psychology, 56, 383–390.

    Article  PubMed  Google Scholar 

  • Raat, H., Botterweck, A. M., Landgraf, J. M., Hoogeveen, W. C., & Essink-Bot, M. (2005). Reliability and validity of the short form of the child health questionnaire for parents (CHQ-PF28) in large random school based and general population samples. Journal of Epidemiology & Community Health, 59, 75–82.

    Article  Google Scholar 

  • Ritzema, A. M., Lach, L. M., Rosenbaum, P., & Nicholas, D. (2016). About my child: Measuring 'complexity' in neurodisability. Evidence of reliability and validity. Child: Care, Health and Development, 42, 402–409.

    Google Scholar 

  • Rosenbaum, P., Mesterman, R., Law, M., Jaffer, S., Russell, D., Gorter, J. W., et al. (2008). About My Child, 26-Item Version. CanChild Centre for Childhood Disability Research. ON: Hamilton.

    Google Scholar 

  • Russell, G., Rodgers, L. R., & Ford, T. (2013). The strengths and difficulties questionnaire as a predictor of parent-reported diagnosis of autism spectrum disorder and attention deficit hyperactivity disorder. PLoS One, 8, e80247.

    Article  PubMed  PubMed Central  Google Scholar 

  • Seo, H., Shogren, K. A., Wehmeyer, M. L., Little, T. D., & Palmer, S. B. (2017). The impact of medical/behavioral support needs on the supports needed by adolescents with intellectual disability to participate in community life. American Journal on Intellectual and Developmental Disabilities, 122, 173–191.

    Article  PubMed  Google Scholar 

  • Shank, L. K., Kaufman, J., Leffard, S., & Warschausky, S. (2010). Inspection time and attention-deficity/hyperactivity disorder symptoms in children with cerebral palsy. Rehabilitation Psychology, 55, 188–193.

    Article  PubMed  PubMed Central  Google Scholar 

  • Simonoff, E., Pickles, A., Charman, T., Chandler, S., Loucas, T., & Baird, G. (2008). Psychiatric disorders in children with autism spectrum disorders: Prevalence, comorbidity, and associated factors in a population-derived sample. Journal of the American Academy of Child & Adolescent Psychiatry, 47, 921–929.

    Article  Google Scholar 

  • Sines, J. O., Pauker, J. D., Sines, L. K., & Owen, D. R. (1969). Identification of clinically relevant dimensions of children’s behavior. Journal of Consulting and Clinical Psychology, 33, 728–734.

    Article  Google Scholar 

  • Speece, D. L., McKinney, J. D., & Appelbaum, M. I. (1985). Classification and validation of behavioral subtypes of learning-disabled children. Journal of Educational Psychology, 77, 67–77.

    Article  Google Scholar 

  • Surén, P., Bakken, I. J., Aase, H., Chin, R., Gunnes, N., Lie, K. K., et al. (2012). Autism spectrum disorder, ADHD, epilepsy, and cerebral palsy in Norwegian children. Pediatrics, 130, e152–e158.

    Article  PubMed  PubMed Central  Google Scholar 

  • Tanabe, T., Kashiwagi, M., Shimakawa, S., Fukui, M., Kadobayashi, K., Azumakawa, K., Tamai, H., & Wakamiya, E. (2013). Behavioral assessment of Japanese children with epilepsy using SDQ (strengths and difficulties questionnaire). Brain & Development, 35, 81–86.

    Article  Google Scholar 

  • Totsika, V., Hastings, R. P., Emerson, E., Berridge, D. M., & Lancaster, G. A. (2011a). Behavior problems at 5 years of age and maternal mental health in autism and intellectual disability. Journal of Abnormal Child Psychology, 39, 1137–1147.

    Article  PubMed  Google Scholar 

  • Totsika, V., Hastings, R. P., Emerson, E., Lancaster, G. A., & Berridge, D. M. (2011b). A population-based investigation of behavioural and emotional problems and maternal mental health: Associations with autism spectrum disorder and intellectual disability. Journal of Child Psychology and Psychiatry, 52, 91–99.

    Article  PubMed  Google Scholar 

  • Viecili, M. A., & Weiss, J. A. (2015). Reliability and validity of the pediatric quality of life inventory with individuals with intellectual and developmental disabilities. American Journal on Intellectual and Developmental Disabilities, 120, 289–301.

    Article  PubMed  Google Scholar 

  • Ward, J. H. (1963). Hierarchical groupings to optimize an objective function. Journal of American Statistical Association, 58, 236–244.

    Article  Google Scholar 

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Acknowledgments

The authors would like to thank Dr. Peter Rosenbaum for his contribution to the diagnostic coding of children in the study dataset and Dr. Rollin Brant for statistical consultation.

Funding

Dr. E. Gardiner was funded by a BC Children’s Hospital / Kids Brain Health Network Postdoctoral Fellowship. Drs. E. Gardiner and A. Miller receive support from the Sunny Hill Foundation for Children. The larger study, from which our data originated, was supported by a Canadian Institutes of Health Research Emerging Team Grant (PI: Dr. L. Lach).

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Correspondence to Emily Gardiner.

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All procedures performed in the study involving human participants were in accordance with the ethical standards of the institutional committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards. The current study is based on a secondary analysis of de-identified data, and received independent ethics approval from the associated University hospital’s Research Ethics Board.

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Informed consent was obtained from all individual participants included in the original study.

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Gardiner, E., Miller, A.R. & Lach, L.M. Behavioral Strength and Difficulty Profiles among Children with Neurodisability. J Dev Phys Disabil 33, 163–179 (2021). https://doi.org/10.1007/s10882-020-09742-0

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