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External Validation of Bifactor Model of ADHD: Explaining Heterogeneity in Psychiatric Comorbidity, Cognitive Control, and Personality Trait Profiles Within DSM-IV ADHD

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Abstract

The current paper provides external validation of the bifactor model of ADHD by examining associations between ADHD latent factor/profile scores and external validation indices. 548 children (321 boys; 302 with ADHD), 6 to 18 years old, recruited from the community participated in a comprehensive diagnostic procedure. Mothers completed the Child Behavior Checklist, Early Adolescent Temperament Questionnaire, and California Q-Sort. Children completed the Stop and Trail-Making Task. Specific inattention was associated with depression/withdrawal, slower cognitive task performance, introversion, agreeableness, and high reactive control; specific hyperactivity-impulsivity was associated with rule-breaking/aggressive behavior, social problems, errors during set-shifting, extraversion, disagreeableness, and low reactive control. It is concluded that the bifactor model provides better explanation of heterogeneity within ADHD than DSM-IV ADHD symptom counts or subtypes.

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References

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

    Google Scholar 

  • Achenbach, T. M., Dumenci, L., & Rescorla, L. A. (2003). DSM-oriented and empirically based approaches to constructing scales from the same item pools. Journal of Clinical Child and Adolescent Psychology, 32(3), 328–340.

    Article  PubMed  Google Scholar 

  • American Psychiatric Association. (2000). Diagnostic and statistical manual of mental disorders—Fourth ed., text rev. Washington, D.C: American Psychiatric Association.

    Book  Google Scholar 

  • Angold, A., Costello, E. J., & Erkanli, A. (1999). Comorbidity. Journal of Child Psychology & Psychiatry, 40(1), 57–87.

    Article  Google Scholar 

  • Band, G. P. H., van der Molen, M. W., & Logan, G. D. (2003). Horse-race model simulations of the stop-signal procedure. Acta Psychologica, 112, 105–142.

    Article  PubMed  Google Scholar 

  • Barkley, R. A. (2003). Attention-Deficit/Hyperactivity Disorder. In E. J. Mash & R. A. Barkley (Eds.), Child psychopathology (2nd ed., pp. 75–143). New York: The Guilford Press.

    Google Scholar 

  • Barkley, R. A. (2006). Attention-deficit hyperactivity disorder: A handbook for diagnosis and treatment (3rd ed.). New York: Guilford Press.

    Google Scholar 

  • Bergman, L. R., & Magnusson, D. (1997). A person-oriented approach in research on developmental psychopathology. Development and Psychopathology, 9, 291–319.

    Article  PubMed  Google Scholar 

  • Biederman, J., Monuteaux, M. C., Doyle, A. E., Seidman, L. J., Wilens, T. E., Ferrero, F., et al. (2004). Impact of executive function deficits and Attention-Deficit/Hyperactivity Disorder (ADHD) on academic outcomes in children. Journal of Consulting and Clinical Psychology, 72(5), 757–766.

    Article  PubMed  Google Scholar 

  • Cantwell, D. P. (1992). Clinical phenomenology and nosology. Child and Adolescent Psychiatric Clinics of North America, 1(1), 1–11.

    Google Scholar 

  • Capaldi, D. M., & Rothbart, M. K. (1992). Development and validation of an early adolescent temperament measure. Journal of Early Adolescence, 12(2), 153–173.

    Article  Google Scholar 

  • Carr, L., Henderson, J., & Nigg, J. T. (2010). Cognitive control and attentional selection in adolescents with ADHD versus ADD. Journal of Clinical Child and Adolescent Psychology, 39(6), 726–740.

    Article  PubMed  Google Scholar 

  • Caspi, A., Block, J., Block, J. H., Klopp, B., Lynam, D., Moffitt, T. E., et al. (1992). A “common-language” version of the California child Q-Set for personality assessment. Psychological Assessment, 4, 512–523.

    Article  Google Scholar 

  • Doyle, A. E., Faraone, S. V., Seidman, L. J., Willcutt, E. G., Nigg, J. T., Waldman, I. D., et al. (2005). Are endophenotypes based on measured of executive functions useful for molecular genetic studies of ADHD? Journal of Child Psychology & Psychiatry, 46(7), 774–803.

    Article  Google Scholar 

  • DuPaul, G. J., Power, T. J., Anastopolous, A. D., & Reid, R. (1998). ADHD rating scale—IV: Checklists, norms, & clinical interpretation. New York: Guilford Press.

    Google Scholar 

  • Eisenberg, N., Fabes, R. A., Guthrie, I. K., Murphy, B. C., Maszk, P., Holmgren, R., et al. (1996). The relations of regulation and emotionality to problem behavior in elementary school children. Development and Psychopathology, 8, 141–162.

    Article  Google Scholar 

  • Eisenberg, N., Qhou, Q., Losoya, S. H., Fabes, R. A., Shepard, S. A., Murphy, B. C., et al. (2003). The relations of parenting, effortful control, and ego control to children’s emotional expressivity. Child Development, 74(3), 875–895.

    Article  PubMed  Google Scholar 

  • Frick, P. J., Cornell, A. H., Bodin, S. D., Dane, H. E., Barry, C. T., & Loney, B. R. (2003). Callous-unemotional traits and developmental pathways to severe conduct problems. Developmental Psychology, 39(2), 246–260.

    Article  PubMed  Google Scholar 

  • Goth-Owens, T. L., Martinez-Torteya, C., Martel, M. M., & Nigg, J. T. (2010). Processing speed weakness in children and adolescents with non-hyperactive but inattentive ADHD (ADD). Child Neuropsychology, 16, 577–591.

    Article  PubMed  Google Scholar 

  • Jensen, P. S., Martin, D., & Cantwell, D. P. (1997). Comorbidity in ADHD: implications for research, practice, and DSM-V. Journal of the American Academy of Child & Adolescent Psychiatry, 36(8), 1065–1079.

    Article  Google Scholar 

  • John, O. P., Caspi, A., Robins, R. W., Moffitt, T. E., & Stouthamer-Loeber, M. (1994). The little-five: exploring the nomological network of the five-factor model of personality in adolescent boys. Child Development, 65, 160–178.

    Article  PubMed  Google Scholar 

  • Kline, R. B. (2005). Principles and practice of structural equation modeling (2nd ed.). Guilford Press: New York.

    Google Scholar 

  • Klingberg, T., Fernell, E., Olesen, P. J., Johnson, M., Guustafsson, P., Dahlstrom, K., et al. (2005). Computerized training of working memory in children with ADHD—A randomized, controlled trial. Journal of the American Academy of Child & Adolescent Psychiatry, 44(2), 177–186.

    Article  Google Scholar 

  • Krueger, R. F., Hicks, P. M., Patrick, C. J., Carlson, S. R., Iacono, W. G., & McGue, M. (2002). Etiologic connections among substance dependence, antisocial behavior, and personality: modeling the externalizing spectrum. Journal of Abnormal Psychology, 111(3), 411–424.

    Article  PubMed  Google Scholar 

  • Lahey, B. B., & Willcutt, E. G. (2010). Predictive validity of a continuous alternative to nominal subtypes of attention-deficit hyperactivity disorder for DSM-V. Journal of Clinical Child & Adolescent Psychiatry, 39(6), 761–775.

    Article  Google Scholar 

  • Lahey, B. B., Applegate, B., McBurnett, K., Biederman, J., et al. (1994). DSM-IV field trials for attention deficit hyperactivity disorder in children and adolescents. American Journal of Psychiatry, 151(11), 1673–1685.

    PubMed  Google Scholar 

  • Lahey, B. B., Pelham, W. E., Loney, J., Lee, S. S., & Willcutt, E. (2005). Instability of the DSM-IV subtypes of ADHD from preschool through elementary school. Archives of General Psychiatry, 62(8), 896–902.

    Article  PubMed  Google Scholar 

  • Logan, G. D. (1994). A users guide to the stop signal paradigm. In D. Dagenbach & T. H. Carr (Eds.), Inhibitory processes in attention, memory, and language (pp. 189–239). San Diego: Academic.

    Google Scholar 

  • Martel, M. M., & Nigg, J. T. (2006). Child ADHD and personality/temperament traits of reactive and effortful control, resiliency, and emotionality. Journal of Child Psychology and Psychiatry, 47(11), 1175–1183.

    Article  PubMed  Google Scholar 

  • Martel, M. M., Gremillion, M., Roberts, B., von Eye, A., & Nigg, J. T. (2010a). The structure of childhood disruptive behaviors. Psychological Assessment, 22(4), 816–826.

    Article  Google Scholar 

  • Martel, M. M., von Eye, A., & Nigg, J. T. (2010b). Revisiting the latent structure of ADHD: is there a “g” factor? Journal of Child Psychology & Psychiatry, 51(8), 905–914.

    Article  Google Scholar 

  • McBurnett, K., Pfiffner, L. J., & Frick, P. J. (2001). Symptom properties as a function of ADHD type: an argument for continued study of sluggish cognitive tempo. Journal of Abnormal Child Psychology, 29(3), 207–213.

    Article  PubMed  Google Scholar 

  • Milich, R., Balentine, A. C., & Lynam, D. R. (2001). ADHD combined type and ADHD predominantly inattentive type are distinct and unrelated disorders. Clinical Psychology: Science and Practice, 8(4), 463–488.

    Article  Google Scholar 

  • Muthén, L.K. & Muthén, B.O. (1998–2008). Mplus User’s Guide, Fourth Edition. Los Angeles, CA: Muthen & Muthen.

  • Nigg, J. T. (2006). What causes ADHD? Understanding what goes wrong and why. New York: The Guilford Press.

    Google Scholar 

  • Nigg, J. T., John, O. P., Blaskey, L. G., Huang-Pollock, C. L., Willcutt, E. G., Hinshaw, S. P., et al. (2002). Big five dimensions and ADHD symptoms: links between personality traits and clinical symptoms. Journal of Personality and Social Psychology, 83(2), 451–469.

    Article  PubMed  Google Scholar 

  • Nylund, K. L., Asparouhov, T., & Muthen, B. O. (2007). Deciding on the number of classes in latent class analysis and growth mixture modeling: a monte carlo simulation study. Structural Equation Modeling, 14(4), 535–569.

    Article  Google Scholar 

  • Parker, J. D. A., Majeski, S. A., & Collin, V. T. (2004). ADHD symptoms and personality: relationships with the five-factor model. Personality and Individual Differences, 36, 977–987.

    Article  Google Scholar 

  • Puig-Antich, J., & Ryan, N. (1986). Kiddie schedule for affective disorders and schizophrenia. Pittsburgh, PA: Western Psychiatric Institute.

    Google Scholar 

  • Reitan, R. M., & Wolfson, D. (1985). Category test and trailmaking test as measures of frontal lobe functions. Clinical Neuropsychologist, 9, 50–56.

    Article  Google Scholar 

  • Rueda, M. R., Rothbart, M. K., McCandliss, B. D., Saccomanno, L., & Posner, M. I. (2005). Training, maturation, and genetic influences on the development of executive attention. PNAS, 102(41), 14931–14936.

    Article  PubMed  Google Scholar 

  • Russell, V.A., Oades, R.D., Tannock, R., Killeen, P.R., Auerbach, J.G., Johansen, E.B., et al. (2006). Response variability in Attention-Defict/Hyperactivity Disorder: A neuronal and glial energetics hypothesis. Behavioral and Brain Functions, (2), 30.

  • Shaffer, D., Fisher, P., Lucas, C., Dulcan, M. K., & Schwab-Stone, M. (2000). NIMH diagnostic interview schedule for children, version IV (NIMH DISC-IV): description, differences from previous versions and reliability of some common diagnoses. Journal of American Academy of Child and Adolescent Psychiatry, 39, 28–38.

    Article  Google Scholar 

  • Sherman, D. K., Iancono, W. G., & McGue, M. K. (1997). Attention-deficit hyperactivity disorder dimensions: a twin study of inattention and impulsivity-hyperactivity. Journal of the American Academy of Child & Adolescent Psychiatry, 36(6), 745–753.

    Article  Google Scholar 

  • Sonuga-Barke, E. J. S. (2005). Causal models of Attention-Deficit/Hyperactivity Disorder: from common simple deficits to multiple developmental pathways. Biological Psychiatry, 57, 1231–1238.

    Article  PubMed  Google Scholar 

  • Spreen, O., & Strauss, E. (1991). A compendium of neuropsychological test: Administration, norms, and scoring. New York: Oxford University Press.

    Google Scholar 

  • Toplak, M. E., Pitch, A., Flora, D. B., Iwenofu, L., Ghelani, K., Jain, U., et al. (2009). The unity and diversity of inattention and hyperactivity-impulsivity in ADHD: evidence for a general factor with separable dimensions. Journal of Abnormal Child Psychology, 37, 1137–1150.

    Article  PubMed  Google Scholar 

  • von Eye, A., & Bergman, L. R. (2003). Research strategies in developmental psychopathology: dimensional identity and the person-oriented approach. Development and Psychopathology, 15, 553–580.

    Google Scholar 

  • Willcutt, E. G., Doyle, A. E., Nigg, J. T., Faraone, S. V., & Pennington, B. F. (2005). Validity of the executive function theory of Attention-Deficit/Hyperactivity Disorder: a meta-analytic review. Biological Psychiatry, 57(11), 1336–1346.

    Article  PubMed  Google Scholar 

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Acknowledgments

This research was supported by NIH National Institute of Mental Health Grant R01-MH63146 and MH59105 to Joel Nigg and MH70542 to Karen Friderici and Joel Nigg. We are indebted to the families and staff who made this study possible.

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Correspondence to Michelle M. Martel.

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Martel, M.M., Roberts, B., Gremillion, M. et al. External Validation of Bifactor Model of ADHD: Explaining Heterogeneity in Psychiatric Comorbidity, Cognitive Control, and Personality Trait Profiles Within DSM-IV ADHD. J Abnorm Child Psychol 39, 1111–1123 (2011). https://doi.org/10.1007/s10802-011-9538-y

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  • DOI: https://doi.org/10.1007/s10802-011-9538-y

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