Abstract
Until the advent of the DSM-5, the diagnostic systems excluded diagnosis of Attention-Deficit/Hyperactivity Disorder (AD/HD) and Autism in the same child. However, much debate exists surrounding the validity of this exclusion, with a number of studies identifying individuals who meet the diagnostic criteria for both disorders. The aim of this study was to investigate Electroencephalogram (EEG) coherence differences between two groups of children with AD/HD, where one group exhibited a high level of autistic features (AD/HD+), and the other was low on autistic features (AD/HD-). EEG coherence is a measure of structural or functional connectivity between different cortical regions of the brain. 180 age and sex matched participants, between the ages of 8 and 13 years, were allocated to the AD/HD+ group, an AD/HD- group, or a control group. EEGs were recorded using an eyes-closed resting condition and Fourier transformed to provide coherence estimates in the delta, theta, alpha, and beta bands. The AD/HD- group had significantly elevated theta and beta coherences at short-medium inter-electrode distances intrahemispherically, and across all regions interhemispherically, in comparison to control subjects. Frontal and central/parietal/occipital delta interhemispheric coherences were also reduced. Conversely, in comparison to the AD/HD- group, children in the AD/HD+ group had significantly lower beta coherence at long-inter-electrode distances intrahemispherically, and across all regions interhemispherically. The current results suggest the existence of two independent disorders, distinguishable by their differing beta coherences.
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References
American Psychiatric Association. (1994). Diagnostic and statistical manual of mental disorders (4th ed.). Washington DC: American Psychiatric Association.
American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders (5th ed.). Washington DC: American Psychiatric Association.
Barkley, R. A. (1997). Behavioral inhibition, sustained attention, and executive functions: Constructing a unifying theory of ADHD. Psychological Bulletin, 121, 65–94.
Barry, R., Clarke, A., Hajos, M., Dupuy, F., McCarthy, R., & Selikowitz, M. (2011). EEG coherence and symptom profiles of children with attention deficit/hyperactivity disorder. Clinical Neurophysiology, 122, 1327–1332.
Barry, R., Clarke, A., McCarthy, R., & Selikowitz, M. (2002). EEG coherence in attention-deficit/hyperactivity disorder: A comparative study of two DSM-IV types. Clinical Neurophysiology, 113, 579–585.
Barry, R., Clarke, A., McCarthy, R., & Selikowitz, M. (2006). Age and gender effects in EEG coherence: III. Girls with attention deficit/hyperactivity disorder. Clinical Neurophysiology, 117, 243–251.
Barry, R., Clarke, A., McCarthy, R., & Selikowitz, M. (2007). EEG coherence in children with attention deficit/hyperactivity disorder and comorbid opposition defiant disorder. Clinical Neurophysiology, 118, 356–362.
Barry, R., Clarke, A., McCarthy, R., Selikowitz, M., Johnstone, S., Hsu, C., Bond, D., & Wallace, M.& Magee, C. (2005). Age and gender effects in EEG coherence: II. Boys with attention deficit/hyperactivity disorder. C Clinical Neurophysiology, 116, 977–984.
Barry, R., Clarke, A., McCarthy, R., & Selikowitz, M. (2009). EEG coherence in children with attention deficit/hyperactivity disorder and comorbid reading disabilities. International Journal of Psychophysiology, 71, 205–210.
Brereton, A., Tonge, B., Mackinnon, A., & Einfeld, S. (2002). Screening young people for autism with the developmental behavior checklist. Journal of the American Academy of Child and Adolescent Psychiatry, 41, 1369–1375.
Chabot, R. J., Orgill, A. A., Crawford, G., Harris, M. J., & Serfontein, G. (1999). Behavioral and electrophysiologic predictors of treatment response to stimulants in children with attention disorders. Journal of Child Neurology, 14, 343–351.
Clark, T., Feehan, C., Tinline, C., & Vostanis, P. (1999). Autistic symptoms in children with attention deficit-hyperactivity disorder. European Child & Adolescent Psychiatry, 8, 50–55.
Clarke, A. R., Barry, R. J., Irving, A. M., McCarthy, R., & Selikowitz, M. (2011). Children with attention-deficit/hyperactivity disorder and autistic features: EEG evidence for comorbid disorders. Psychiatry Research, 185(1–2), 225–231.
Clarke, A., Barry, R., McCarthy, R., & Selikowitz, M. (2002). EEG analysis of children with attention-deficit/hyperactivity disorder and comorbid Reading disabilities. Journal of Learning Disabilities, 35, 276–285.
Clarke, A. R., Barry, R. J., McCarthy, R., Selikowitz, M., Johnstone, S. J., Abbott, I., Croft, R. J., Magee, C. A., Hsu, C. I., & Lawrence, C. A. (2005). Effects of methylphenidate on EEG coherence in attention-deficit/hyperactivity disorder. International Journal of Psychophysiology, 58, 4–11.
Clarke, A. R., Barry, R. J., McCarthy, R., Selikowitz, M., Johnstone, S. J., Hsu, C. I., Magee, C. A., Lawrence, C. A., & Croft, R. J. (2007). Coherence in children with attention-deficit/hyperactivity disorder and excess beta activity in their EEG. Clinical Neurophysiology, 118, 1472–1479.
Clarke, A., Barry, R., Dupuy, F., McCarthy, R., Selikowitz, M., & Heaven, P. (2009). Childhood EEG coherence as a predictor of adult attention-deficit/hyperactivity disorder. Acta Neuropsychologica, 7, 182–192.
Clarke, A., Barry, R., McCarthy, R., Selikowitz, M., Magee, C., Johnstone, S., & Croft, R. (2006). The EEG in low IQ children with attention deficit hyperactivity disorder. Clinical Neurophysiology, 117, 1708–1714.
Coben, R., Clarke, A. R., Hudspeth, W., & Barry, R. J. (2008). EEG power and coherence in autistic spectrum disorder. Clinical Neurophysiology, 119, 1002–1009.
Dupuy, F. E., Clarke, A. R., Barry, R. J., McCarthy, R., & Selikowitz, M. (2008). EEG coherence in girls with attention-deficit/hyperactivity disorder: Stimulant effects in good responders. International Journal of Psychophysiology, 70, 151–157.
Dupuy, F. E., Clarke, A. R., Barry, R. J., McCarthy, R., & Selikowitz, M. (2010). EEG coherence in children with attention-deficit/hyperactivity disorder: Differences between good and poor responders to methylphenidate. Psychiatry Research, 180, 114–119.
Ehlers, S., & Gillberg, C. (1993). The epidemiology of Asperger syndrome: A total population study. Journal of Child Psychology and Psychiatry, 34, 1327–1350.
Einfeld, S., & Tonge, B. (1992). Manual for the developmental behavior checklist. (primary Carer version: DBC-P). Sydney/Melbourne: University of New South Wales/Monash University.
Einfeld, S. L., & Tonge, B. J. (1995). The developmental behavior checklist: The development and validation of an instrument to assess behavioral and emotional disturbance in children and adolescents with mental retardation. Journal of Autism and Developmental Disorders, 25, 81–104.
Einfeld, S., & Tonge, B. (1996a). Population prevalence of psychopathology in children and adolescents with intellectual disability: I – Rationale and methods. Journal of Intellectual Disability Research, 40, 91–98.
Einfeld, S., & Tonge, B. (1996b). Population prevalence of psychopathology in children and adolescents with intellectual disability: II – Epidemiological findings. Journal of Intellectual Disability Research, 40, 99–109.
Frazier, J. A., Biederman, J., Bellordre, C. A., Garfield, S. B., Geller, D. A., Coffey, B. J., & Faraone, S. V. (2001). Should the diagnosis of attention-deficit/hyperactivity disorder be considered in children with pervasive developmental disorder? Journal of Attention Disorders, 4, 203–211.
Gadow, K. D., DeVincent, C. J., & Pomeroy, J. (2006). ADHD symptom subtypes in children with pervasive developmental disorder. Journal of Autism and Developmental Disorders, 36, 271–283.
Goldstein, S., & Schwebach, A. J. (2004). The comorbidity of pervasive developmental disorder and attention deficit hyperactivity disorder: Results of a retrospective chart review. Journal of Autism and Developmental Disorders, 34(3), 329–339.
Gray, K., & Tonge, B. (2008). Screening for autism in infants and preschool children with developmental delay Australian. Journal of Autism and Developmental Disabilities, 38, 1003–1010.
Howell, D. (1997). Statistical methods for psychology (4th ed.). Belmont, CA: Wadsworth.
John, E., Prichep, S., Fridman, J., & Easton, P. (1988). Neurometrics: Computer-assisted differential diagnosis of brain dysfunctions. Science, 239, 162–169.
Marosi, E., Harmony, T., Sánchez, L., Becker, J., Bernal, J., Reyes, A., de León, A. E. D., Rodríguez, M., & Fernández, T. (1992). Maturation of the coherence of EEG activity in normal and learning-disabled children. Electroencephalography and Clinical Neurophysiology, 83(6), 350–357.
Montagu, J. D. (1975). The hyperkinetic child: A behavioural, electrodermal and EEG investigation. Developmental Medicine & Child Neurology, 17(3), 299–305.
Murias, M., Webb, S. J., Greenson, J., & Dawson, G. (2007). Resting state cortical connectivity reflected in EEG coherence in individuals with autism. Biological Psychiatry, 62(3), 270–273.
Murphy, D. (2006). Theory of mind in Asperger's syndrome, schizophrenia and personality disordered forensic patients. Cognitive Neuropsychiatry, 11(2), 99–111.
Neale, M. (1999). Neale analysis of Reading ability. In Australian Council for Educational Research (ACER) press. Camberwell: Victoria.
Nunez, P. (1981). Electric fields of the brain: The Neurophysics of EEG. New York: Oxford University Press.
Robbie, J. C., Clarke, A. R., Barry, R. J., Dupuy, F. E., McCarthy, R., & Selikowitz, M. (2016). Coherence in children with AD/HD and excess alpha power in their EEG. Clinical Neurophysiology, 127(5), 2161–2166.
Sergeant, J. (2000). The cognitive-energetic model: An empirical approach to attention-deficit hyperactivity disorder. Neuroscience & Biobehavioral Reviews, 24(1), 7–12.
Shaw, J. C. (1981). An introduction to the coherence function and its use in EEG signal analysis. Journal of Medical Engineering & Technology, 5(6), 279–288.
Sinzig, J., Bruning, N., Morsch, D., & Lehmkuhl, G. (2008). Attention profiles in autistic children with and without comorbid hyperactivity and attention problems. Acta Neuropsychiatrica, 20(4), 207–215.
Thatcher, R. W., Krause, P. J., & Hrybyk, M. (1986). Cortico-cortical associations and EEG coherence: A two-compartmental model. Electroencephalography and Clinical Neurophysiology, 64(2), 123–143.
Wechsler, D. (1992). Wechsler intelligence scale for children, 3rd edition (WISC-III). Australian Adaptation: Harcourt Brace Jovanovich Inc, Chicago.
Witwer, A. N., & Lecavalier, L. (2007). Autism screening tools: An evaluation of the social communication questionnaire and the developmental behaviour checklist–autism screening algorithm. Journal of Intellectual and Developmental Disability, 32(3), 179–187.
World Health Organisation. (1993). The ICD-10 classification of mental and behavioural disorders. Geneva: WHO.
Yoshida, Y., & Uchiyama, T. (2004). The clinical necessity for assessing attention deficit/hyperactivity disorder (AD/HD) symptoms in children with high-functioning pervasive developmental disorder (PDD). European Child & Adolescent Psychiatry, 13(5), 307–314.
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This research was supported under the Australian Research Council’s Discovery funding scheme (project number DP0558989).
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All authors contributed to the study conception and design. Material preparation, data collection and analysis were performed by Adam Clarke, Robert Barry, Rory McCarthy and Mark Selikowitz. The first draft of the manuscript was written by Adam Clarke and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
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Clarke, A.R., Barry, R.J., McCarthy, R. et al. EEG Coherence in Children with Attention-Deficit/Hyperactivity Disorder and Autistic Features. J Dev Phys Disabil 33, 583–598 (2021). https://doi.org/10.1007/s10882-020-09760-y
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DOI: https://doi.org/10.1007/s10882-020-09760-y