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Academic and Social Functioning Associated with Attention-Deficit/Hyperactivity Disorder: Latent Class Analyses of Trajectories from Kindergarten to Fifth Grade

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Abstract

Children with attention-deficit/hyperactivity disorder (ADHD) are known to exhibit significantly lower academic and social functioning than other children. Yet the field currently lacks knowledge about specific impairment trajectories experienced by children with ADHD, which may constrain early screening and intervention effectiveness. Data were analyzed from a nationally representative U.S. cohort in the Early Childhood Longitudinal Study, Kindergarten Class of 1998–1999 (ECLS-K) for 590 children (72.7 % male) whose parents reported a formal diagnosis of ADHD. Children’s math, reading, and interpersonal skills were assessed at 5 time points between kindergarten and fifth grade. Growth mixture model analyses indicated 4 latent trajectory classes for reading, 8 classes for math, and 4 classes for interpersonal skills. Membership in reading and math trajectory classes was strongly related; overlaps with interpersonal skills classes were weaker. Trajectory class membership was correlated with demographic characteristics and behavioral functioning. Children with ADHD display substantial heterogeneity in their reading, math, and interpersonal growth trajectories, with some groups of children especially likely to display relatively severe levels of academic and social impairment over time. Early screening and intervention to address impairment, particularly reading difficulties, among kindergarten students with ADHD is warranted.

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References

  • Acosta, M.T., Castellanos, F.X., Bolton, K.L., Balog, J.Z., Eagen, P., Nee, L., … Muenke, M. (2008). Latent class subtyping of attention-deficit/hyperactivity disorder and comorbid conditions. Journal of the American Academy of Child & Adolescent Psychiatry, 47, 797–807.

  • American Academy of Pediatrics. (2011). ADHD: Clinical practice guideline for the diagnosis, evaluation, and treatment of attention-deficit/hyperactivity disorder in children and adolescents. Pediatrics, 128, 1007–1022.

    Article  Google Scholar 

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

  • Angold, A., Costello, E. J., Farmer, E. M., Burns, B. J., & Erkranli, A. (1999). Impaired but undiagnosed. Journal of the American Academy of Child and Adolescent Psychiatry, 38, 129–137.

    Article  PubMed  Google Scholar 

  • Arnold, L.E., Ganocy, S.J., Mount, K., Youngstrom, E.A., Frazier, T., Fristad, M., …. Marsh, L. (2014). Three-year latent class trajectories of attention-deficit/hyperactivity disorder (ADHD) symptoms in a clinical sample not selected for ADHD. Journal of the American Academy of Child & Adolescent Psychiatry, 53, 745760.

  • Barkley, R. A. (Ed.). (2015). Attention-deficit/hyperactivity disorder: A handbook for diagnosis and treatment (4th ed.). New York: Guilford.

    Google Scholar 

  • Barkley, R. A., Fischer, M., Smallish, L., & Fletcher, K. (2006). Young adult outcome of hyperactive children: adaptive functioning in major life activities. Journal of the American Academy of Child and Adolescent Psychiatry, 45, 192–202. doi:10.1097/01.chi.0000189134.97436.e2.

    Article  PubMed  Google Scholar 

  • Biederman, J., Faraone, S. V., Milberger, S., & Doyle, A. (1993). Diagnoses of Attention-Deficit Hyperactivity Disorder from parent reports predict diagnoses based on teacher reports. Journal of the American Academy of Child and Adolescent Psychiatry, 32, 315–317.

    Article  PubMed  Google Scholar 

  • Biederman, J., Faraone, S. V., Monuteaux, M. C., & Grossbard, J. R. (2004). How informative are parent reports of Attention-Deficit/Hyperactivity Disorder symptoms for assessing outcome in clinical trials of long-acting treatments? A pooled analysis of parents’ and teachers’ reports. Pediatrics, 113, 1667–1671.

    Article  PubMed  Google Scholar 

  • Borman, G. D., & Overman, L. T. (2004). Academic resilience in mathematics among poor and minority students. The Elementary School Journal, 104, 177–195.

    Article  Google Scholar 

  • Bussing, R., Mason, D., Leon, C., & Sinha, K. (2003). Agreement between CASA parent reports and provider records of children’s ADHD services. The Journal of Behavioral Health Services & Research, 30, 462–469.

    Article  Google Scholar 

  • Bussing, R., Porter, P., Zima, B. T., Mason, D., Garvan, C., & Reid, R. (2012). Academic outcome trajectories of students with ADHD: does exceptional education status matter? Journal of Emotional and Behavioral Disorders, 20, 131–143.

    Article  Google Scholar 

  • Chapman, J. W. (1988). Learning disabled children’s self-concepts. Review of Educational Research, 58, 347–371.

    Article  Google Scholar 

  • Cogo-Moreira, H., Carvalho, C.A.F., Kida, A.d.S.B., de Avila, C.R.B., Salum, G.A., Moriyama, T.S., … Mari, J.d.J. (2013). Latent class analysis of reading, decoding, and writing performance using the Academic Performance Test: Concurrent and discriminating validity. Neuropsychiatric Disease and Treatment, 9, 11751185.

  • Durand, M., Hulme, C., Larking, R., & Snowling, M. (2005). The cognitive foundations of reading and arithmetic skills in 7- to 10-year-olds. Journal of Experimental Child Psychology, 91, 113–136.

    Article  PubMed  Google Scholar 

  • Efron, D., Sciberras, E., Anderson, V., Hazell, P., Ukoumunne, O.C., Jongeling, B., … Nicholson, J.M. (2014). Functional status in children with ADHD at age 6–8: a controlled community study. Pediatrics, 134, e-992–e1000.

  • Elia, J., Arcos-Burgos, M., Bolton, K. L., Ambrosini, P. J., Berrettini, W., & Muenke, M. (2009). ADHD latent class clusters: DSM-IV subtypes and comorbidity. Psychiatry Research, 170, 192–198.

    Article  PubMed  PubMed Central  Google Scholar 

  • Evans, S. W., Owens, J. S., & Bunford, N. (2014). Evidence-based psychosocial treatments for children and adolescents with attention-deficit/hyperactivity disorder. Journal of Clinical Child & Adolescent Psychology, 43, 527–551.

    Article  Google Scholar 

  • Frazier, T. W., Youngstrom, E. A., Glutting, J. J., & Watkins, M. W. (2007). ADHD and achievement: meta-analysis of the child, adolescent, and adult literatures and a concomitant study with college students. Journal of Learning Disabilities, 40, 49–65. doi:10.1177/00222194070400010401.

    Article  PubMed  Google Scholar 

  • Gresham, F., & Elliott, S. (1990). Social skills rating system. Circle Pines: American Guidance Services.

    Google Scholar 

  • Grimm, K. J. (2008). Longitudinal associations between reading and mathematics achievement. Developmental Neuropsychology, 33, 410–426.

    Article  PubMed  Google Scholar 

  • Hecht, S. A., Torgesen, J. K., Wagner, R. K., & Rashotte, C. A. (2001). The relations between phonological processing abilities and emerging individual differences in mathematical computation skills: a longitudinal study from second to fifth grades. Journal of Experimental Child Psychology, 79, 192–227.

    Article  PubMed  Google Scholar 

  • Hodgens, J. B., Cole, J., & Boldizar, J. (2000). Peer-based differences among boys with ADHD. Journal of Clinical Child Psychology, 29, 443–452. doi:10.1207/S15374424JCCP2903_15.

    Article  PubMed  Google Scholar 

  • Hoza, B. (2007). Peer functioning in children with ADHD. Ambulatory Pediatrics, 7(1 Supplement), 101–106.

    Article  PubMed  PubMed Central  Google Scholar 

  • Jordan, N. C., Kaplan, D., & Hanich, L. B. (2002). Achievement growth in children with learning difficulties in mathematics: findings of a two-year longitudinal study. Journal of Educational Psychology, 94, 586–597.

    Article  Google Scholar 

  • Kent, K. M., Pelham, W. E., Jr., Molina, B. S., Sibley, M. H., Waschbusch, D. A., Yu, J., … Karch, K.M. (2011). The academic experience of male high school students with ADHD. Journal of Abnormal Child Psychology, 39, 451–462. doi: 10.1007/s10802-010-9472-4.

  • Larsson, H., Dilshad, R., Lichtenstein, P., & Barker, E. D. (2011). Developmental trajectories of DSM-IV symptoms of attention-deficit/hyperactivity disorder: genetic effects, family risk and associated psychopathology. Journal of Child Psychology and Psychiatry, 52, 954–963.

    Article  PubMed  Google Scholar 

  • Lin, Y., Morgan, P. L., Hillemeier, M., Cook, M., Maczuga, S., & Farkas, G. (2013). Reading, mathematics, and behavioral difficulties interrelate: evidence from a cross-lagged panel design and population-based sample of US upper elementary students. Behavioral Disorders, 38, 212–227.

    PubMed  PubMed Central  Google Scholar 

  • Ma, X. (2001). Stability of school academic performance across subject areas. Journal of Educational Measurement, 38, 1–18.

    Article  Google Scholar 

  • Mandeville, G. K., & Anderson, L. W. (1987). The stability of school effectiveness indices across grade levels and subject areas. Journal of Educational Measurement, 24, 203–216.

    Article  Google Scholar 

  • Massetti, G. M., Lahey, B. B., Pelham, W. E., Loney, J., Ehrhardt, A., Lee, S. S., & Kipp, H. (2008). Academic achievement over 8 years among children who met modified criteria for attention-deficit/hyperactivity disorder at 4–6 years of age. Journal of Abnormal Child Psychology, 36, 399–410.

    Article  PubMed  Google Scholar 

  • McKeown, R. E., Holbrook, J. R., Danielson, M. L., Cuffe, S. R., Wolraich, M. L., & Visser, S. N. (2015). The impact of case definition on attention-deficit/hyperactivity disorder prevalence estimates in community-based samples of school-aged children. Journal of the American Academy of Child and Adolescent Psychiatry, 54, 53–61.

    Article  PubMed  Google Scholar 

  • Molina, B.S.G., Hinshaw, S.P., Swanson, J.M., Arnold, L.E., Vitiello, B., Jensen, P.S., …. MTA Cooperative Group (2009). MTA at 8 years: prospective follow-up of children treated for combined-type ADHD in a multisite study. Journal of the American Academy of Child and Adolescent Psychiatry, 48, 484–500.

  • Morgan, P. L., Farkas, G., Tufis, P. S., & Sperling, R. S. (2008). Are reading and behavioral problems risk factors for each other? Journal of Learning Disabilities, 41, 417–436.

    Article  PubMed  PubMed Central  Google Scholar 

  • Morgan, P. L., Farkas, G., & Wu, Q. (2009). Five-year growth trajectories of kindergarten children with learning difficulties in mathematics. Journal of Learning Disabilities, 42, 306–321.

    Article  PubMed  Google Scholar 

  • Morgan, P. L., Farkas, G., & Maczuga, S. (2012). Do poor readers feel angry, sad, and unpopular? Scientific Studies of Reading, 16, 360–381.

    Article  PubMed  Google Scholar 

  • Nagin, D. S. (2005). Group-based modeling of development. Cambridge: Harvard University Press.

    Book  Google Scholar 

  • Neuman, R.J., Todd, R.D., Heath, A.C., Reich, W., Hudziak, J.J., Bucholz, K.K., … Reich, T. (1999). Evaluation of ADHD typology in three contrasting samples: a latent class approach. Journal of the American Academy of Child & Adolescent Psychiatry, 38, 2533.

  • Ostrander, R., Herman, K., Sikorski, J., Mascendaro, P., & Lambert, S. (2008). Patterns of psychopathology in children with ADHD: a latent profile analysis. Journal of Clinical Child & Adolescent Psychology, 37, 833–847.

    Article  Google Scholar 

  • Stanovich, K. E. (1988). The right and wrong places to look for the cognitive locus of reading disability. Annals of Dyslexia, 38, 154–177.

    Article  PubMed  Google Scholar 

  • Stormont, M. (2001). Social outcomes of children with AD/HD: contributing factors and implications for practice. Psychology in the Schools, 38, 521–531. doi:10.1002/pits.1040.

    Article  Google Scholar 

  • Tourangeau, K., Nord, C., Le, T., Sorongon, A., & Najarian, M. (2009). Early Childhood Longitudinal Study, Kindergarten Class of 1998–99 (ECLS-K): Combined user’s manual for the ECLS-K eighth-grade and K-8 full sample data files and electronic codebooks (NCES 2009-004). Washington: US Department of Education.

    Google Scholar 

  • U.S. Department of Education, National Center for Education Statistics (2002). Early Childhood Longitudinal Study-Kindergarten Class of 1998–99 (ECLS-K), psychometric report for kindergarten through first grade (NCES 2002–05). Washington, DC: Author.

  • Visser, S.N., Danielson, M.L., Bitsko, R.H., Holbrook, J.R., Kogan, M.D., Ghandour, R.M., … Blumberg, S.J. (2014). Trends in the parent-report of health care provider-diagnosed and medicated attention-deficit/hyperactivity disorder: United States, 2003–2011. Journal of the American Academy of Child and Adolescent Psychiatry, 53, 3446.

  • Volk, H. E., Todorov, A. A., Hay, D. A., & Todd, R. D. (2009). Simple identification of complex ADHD subtypes using current symptom counts. Journal of the American Academy of Child and Adolescent Psychiatry, 48, 441–450.

    Article  PubMed  Google Scholar 

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Acknowledgments

Assistance was provided by the Population Research Institute at Penn State University, which is supported by an infrastructure grant by the Eunice Kennedy Shriver National Institute of Child Health and Human Development (R24-HD041025).

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Correspondence to George J. DuPaul.

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DuPaul, G.J., Morgan, P.L., Farkas, G. et al. Academic and Social Functioning Associated with Attention-Deficit/Hyperactivity Disorder: Latent Class Analyses of Trajectories from Kindergarten to Fifth Grade. J Abnorm Child Psychol 44, 1425–1438 (2016). https://doi.org/10.1007/s10802-016-0126-z

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