Skip to main content

Advertisement

Log in

Simplex and Multiplex Stratification in ASD and ADHD Families: A Promising Approach for Identifying Overlapping and Unique Underpinnings of ASD and ADHD?

  • Original Paper
  • Published:
Journal of Autism and Developmental Disorders Aims and scope Submit manuscript

Abstract

Autism spectrum disorders (ASD) and attention-deficit/hyperactivity disorder (ADHD) are highly heterogeneous neuropsychiatric disorders, that frequently co-occur. This study examined whether stratification into single-incidence (SPX) and multi-incidence (MPX) is helpful in (a) parsing heterogeneity and (b) detecting overlapping and unique underpinnings of the disorders. ASD and ADHD traits were measured in 56 ASD/31 ADHD SPX families, 59 ASD/171 ADHD MPX families and 203 control families. In ASD but not ADHD, behavioral traits were less elevated in SPX than MPX unaffected relatives, suggesting that SPX–MPX stratification may thus help parse ASD, but not ADHD heterogeneity. Particularly unaffected relatives from MPX ASD/ADHD families displayed elevated trait levels of both disorders, indicating shared (multifactorial) underpinnings underlying ASD and ADHD in these families. Cross-disorder traits were highest in MPX ASD unaffected siblings.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

References

  • APA. (2013). Diagnostic and Statistical Manual of mental disorders (5th ed.). Arlington, VA: American Psychiatric.

    Google Scholar 

  • Banaschewski, T., Becker, K., Scherag, S., Franke, B., & Coghill, D. (2010). Molecular genetics of attention-deficit/hyperactivity disorder: An overview. European Child and Adolescent Psychiatry, 19(3), 237–257. doi:10.1007/s00787-010-0090-z.

    Article  PubMed Central  PubMed  Google Scholar 

  • Baron-Cohen, S., Wheelwright, S., Skinner, R., Martin, J., & Clubley, E. (2001). The autism-spectrum quotient (AQ): Evidence from Asperger syndrome/high-functioning autism, males and females, scientists and mathematicians. Journal of Autism and Developmental Disorders, 31(1), 5–17.

    Article  PubMed  Google Scholar 

  • Ben Amor, L., Grizenko, N., Schwartz, G., Lageix, P., Baron, C., Ter-Stepanian, M., et al. (2005). Perinatal complications in children with attention-deficit hyperactivity disorder and their unaffected siblings. Journal of Psychiatry and Neuroscience, 30(2), 120–126.

    PubMed Central  PubMed  Google Scholar 

  • Benjamini, Y. (2010). Discovering the false discovery rate. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 72(4), 405–416. doi:10.1111/j.1467-9868.2010.00746.x.

    Article  Google Scholar 

  • Bernier, R., Gerdts, J., Munson, J., Dawson, G., & Estes, A. (2012). Evidence for broader autism phenotype characteristics in parents from multiple-incidence autism families. Autism Research, 5(1), 13–20. doi:10.1002/aur.226.

    Article  PubMed Central  PubMed  Google Scholar 

  • Charman, T., Baird, G., Simonoff, E., Loucas, T., Chandler, S., Meldrum, D., et al. (2007). Efficacy of three screening instruments in the identification of autistic-spectrum disorders. British Journal of Psychiatry, 191, 554–559. doi:10.1192/bjp.bp.107.040196.

    Article  PubMed  Google Scholar 

  • Conners, K. (1996). Rating scales in ADHD. Durham, NC: Duke University Medical Center.

    Google Scholar 

  • Conners, C. K., Erhardt, D., & Sparrow, E. (1998a). Conners’ adult rating scales-self-report: Long version (CAARS-S:L). North Tonawanda, NY: Multi-health systems.

    Google Scholar 

  • Conners, C. K., Erhardt, D., & Sparrow, E. (1999). Conners’ adult ADHD rating scales technical manual. New York: Multi-health Systems.

    Google Scholar 

  • Conners, C. K., Sitarenios, G., Parker, J. D., & Epstein, J. N. (1998b). The revised Conners’ Parent Rating Scale (CPRS-R): Factor structure, reliability, and criterion validity. Journal of Abnormal Child Psychology, 26(4), 257–268.

    Article  PubMed  Google Scholar 

  • Elia, J., Glessner, J. T., Wang, K., Takahashi, N., Shtir, C. J., Hadley, D., et al. (2012). Genome-wide copy number variation study associates metabotropic glutamate receptor gene networks with attention deficit hyperactivity disorder. Nature Genetics, 44(1), 78–84. doi:10.1038/ng.1013.

    Article  PubMed Central  Google Scholar 

  • Franke, B., Neale, B. M., & Faraone, S. V. (2009). Genome-wide association studies in ADHD. Human Genetics, 126(1), 13–50. doi:10.1007/s00439-009-0663-4.

    Article  PubMed Central  PubMed  Google Scholar 

  • Freitag, C. M. (2007). The genetics of autistic disorders and its clinical relevance: A review of the literature. Molecular Psychiatry, 12(1), 2–22. doi:10.1038/sj.mp.4001896.

    Article  PubMed  Google Scholar 

  • Gerdts, J., & Bernier, R. (2011). The broader autism phenotype and its implications on the etiology and treatment of autism spectrum disorders. Autism Research and Treatment, 2011, 545901. doi:10.1155/2011/545901.

    Article  PubMed Central  PubMed  Google Scholar 

  • Gerdts, J. A., Bernier, R., Dawson, G., & Estes, A. (2013). The broader autism phenotype in simplex and multiplex families. Journal of Autism and Developmental Disorders, 43(7), 1597–1605. doi:10.1007/s10803-012-1706-6.

    Article  PubMed  Google Scholar 

  • Hartman, C. A., de Bildt, A., & Minderaa, R. (2012). CSBQ (Children’s Social Behavior Questionnaire). In F. R. Volkmar (Ed.), Encyclopedia of autism spectrum disorders. New York: Springer.

    Google Scholar 

  • Hartman, C. A., Luteijn, E., Serra, M., & Minderaa, R. (2006). Refinement of the Children’s Social Behavior Questionnaire (CSBQ): An instrument that describes the diverse problems seen in milder forms of PDD. Journal of Autism and Developmental Disorders, 36(3), 325–342. doi:10.1007/s10803-005-0072-z.

    Article  PubMed  Google Scholar 

  • Hoekstra, R. A., Bartels, M., Cath, D. C., & Boomsma, D. I. (2008). Factor structure, reliability and criterion validity of the autism-spectrum quotient (AQ): A study in Dutch population and patient groups. Journal of Autism and Developmental Disorders, 38(8), 1555–1566. doi:10.1007/s10803-008-0538-x.

    Article  PubMed Central  PubMed  Google Scholar 

  • Horwitz, E. H., Schoevers, R. A., Ketelaars, C. E. J., Kan, C. C., Van Lammeren, A. M. D. N., Meesters, Y., et al. Autism spectrum disorders (ASD) and adults assessed by self and other report: Psychometric properties and validity of the Adult Social Behavior Questionnaire (ASBQ) (submitted).

  • Horwitz, E. H., Systema, S., Ketelaars, C. E. J., & Wiersma, D. (2005). Twee zelfrapportagescreeningsvragenlijsten voor autismespectrumstoornissen bij volwassen. Tijdschr Psychiatrie, 47(5), 291–298.

    Google Scholar 

  • Jones, W., & Klin, A. (2009). Heterogeneity and homogeneity across the autism spectrum: The role of development. Journal of the American Academy of Child and Adolescent Psychiatry, 48(5), 471–473. doi:10.1097/CHI.0b013e31819f6c0d.

    Article  PubMed  Google Scholar 

  • Kaufman, J., Birmaher, B., Brent, D., Rao, U., Flynn, C., Moreci, P., et al. (1997). Schedule for Affective disorders and schizophrenia for school-age children-present and lifetime version (K-SADS-PL): Initial reliability and validity data. Journal of the American Academy of Child and Adolescent Psychiatry, 36(7), 980–988. doi:10.1097/00004583-199707000-00021.

    Article  PubMed  Google Scholar 

  • Kooij, J. J., Buitelaar, J. K., van den Oord, E. J., Furer, J. W., Rijnders, C. A., & Hodiamont, P. P. (2005). Internal and external validity of attention-deficit hyperactivity disorder in a population-based sample of adults. Psychological Medicine, 35(6), 817–827.

    Article  PubMed  Google Scholar 

  • Krumm, N., O’Roak, B. J., Karakoc, E., Mohajeri, K., Nelson, B., Vives, L., et al. (2013). Transmission disequilibrium of small CNVs in simplex autism. American Journal of Human Genetics,. doi:10.1016/j.ajhg.2013.07.024.

    Google Scholar 

  • Le Couteur, A., Lord, C., & Rutter, M. (2003). The autism diagnostic interview-revised (ADI-R). Los Angeles, CA: Western Psychological Services.

    Google Scholar 

  • Lichtenstein, P., Carlstrom, E., Rastam, M., Gillberg, C., & Anckarsater, H. (2010). The genetics of autism spectrum disorders and related neuropsychiatric disorders in childhood. American Journal of Psychiatry, 167(11), 1357–1363. doi:10.1176/appi.ajp.2010.10020223.

    Article  PubMed  Google Scholar 

  • Lionel, A. C., Crosbie, J., Barbosa, N., Goodale, T., Thiruvahindrapuram, B., Rickaby, J., et al. (2011). Rare copy number variation discovery and cross-disorder comparisons identify risk genes for ADHD. Science Translational Medicine, 3(95), 95ra75. doi:10.1126/scitranslmed.3002464.

    Article  PubMed  Google Scholar 

  • Losh, M., Childress, D., Lam, K., & Piven, J. (2008). Defining key features of the broad autism phenotype: A comparison across parents of multiple- and single-incidence autism families. American Journal of Medical Genetics Part B Neuropsychiatric Genetics, 147B(4), 424–433. doi:10.1002/ajmg.b.30612.

    Article  Google Scholar 

  • Martin, J., Hamshere, M. L., Stergiakouli, E., O’Donovan, M. C., & Thapar, A. (2014). Genetic risk for attention-deficit/hyperactivity disorder contributes to neurodevelopmental traits in the general population. Biological Psychiatry,. doi:10.1016/j.biopsych.2014.02.013.

    PubMed Central  Google Scholar 

  • Mazefsky, C. A., Kao, J., & Oswald, D. P. (2011). Preliminary evidence suggesting caution in the use of psychiatric self-report measures with adolescents with high-functioning autism spectrum disorders. Research in Autism Spectrum Disorders, 5(1), 164–174. doi:10.1016/j.rasd.2010.03.006.

    Article  PubMed Central  PubMed  Google Scholar 

  • Mulligan, A., Anney, R. J., O’Regan, M., Chen, W., Butler, L., Fitzgerald, M., et al. (2009). Autism symptoms in attention-deficit/hyperactivity disorder: A familial trait which correlates with conduct, oppositional defiant, language and motor disorders. Journal of Autism and Developmental Disorders, 39(2), 197–209. doi:10.1007/s10803-008-0621-3.

    Article  PubMed  Google Scholar 

  • Nijmeijer, J. S., Hoekstra, P. J., Minderaa, R. B., Buitelaar, J. K., Altink, M. E., Buschgens, C. J., et al. (2009). PDD symptoms in ADHD, an independent familial trait? Journal of Abnormal Child Psychology, 37(3), 443–453. doi:10.1007/s10802-008-9282-0.

    Article  PubMed  Google Scholar 

  • Norusis, M. J. (1992). Statistical package for the social sciences, SPSS/PC+. New York: McGraw-Hill.

    Google Scholar 

  • Rommelse, N. N. (2008). Endophenotypes in the genetic research of ADHD over the last decade: Have they lived up to their expectations? Expert Review of Neurotherapeutics, 8(10), 1425–1429. doi:10.1586/14737175.8.10.1425.

    Article  PubMed  Google Scholar 

  • Rommelse, N. N., Franke, B., Geurts, H. M., Hartman, C. A., & Buitelaar, J. K. (2010). Shared heritability of attention-deficit/hyperactivity disorder and autism spectrum disorder. European Child and Adolescent Psychiatry, 19(3), 281–295. doi:10.1007/s00787-010-0092-x.

    Article  PubMed Central  PubMed  Google Scholar 

  • Rommelse, N. N., Geurts, H. M., Franke, B., Buitelaar, J. K., & Hartman, C. A. (2011). A review on cognitive and brain endophenotypes that may be common in autism spectrum disorder and attention-deficit/hyperactivity disorder and facilitate the search for pleiotropic genes. Neuroscience and Biobehavioral Reviews, 35(6), 1363–1396. doi:10.1016/j.neubiorev.2011.02.015.

    Article  PubMed  Google Scholar 

  • Ronald, A., Simonoff, E., Kuntsi, J., Asherson, P., & Plomin, R. (2008). Evidence for overlapping genetic influences on autistic and ADHD behaviours in a community twin sample. Journal of Child Psychology and Psychiatry and Allied Disciplines, 49(5), 535–542. doi:10.1111/j.1469-7610.2007.01857.x.

    Article  Google Scholar 

  • Rutter, M., Bailey, A., Berument, S., Lecouter, A., Lord, C., & Pickles, A. (2003). Social Communication Questionnaire (SCQ). Los Angeles, CA: Western Psychological Services.

    Google Scholar 

  • Schwichtenberg, A. J., Young, G. S., Sigman, M., Hutman, T., & Ozonoff, S. (2010). Can family affectedness inform infant sibling outcomes of autism spectrum disorders? Journal of Child Psychology and Psychiatry and Allied Disciplines, 51(9), 1021–1030. doi:10.1111/j.1469-7610.2010.02267.x.

    Article  Google Scholar 

  • Sebat, J., Lakshmi, B., Malhotra, D., Troge, J., Lese-Martin, C., Walsh, T., et al. (2007). Strong association of de novo copy number mutations with autism. Science, 316(5823), 445–449. doi:10.1126/science.1138659.

    Article  PubMed Central  PubMed  Google Scholar 

  • Sullivan, P. F., Daly, M. J., & O’Donovan, M. (2012). Genetic architectures of psychiatric disorders: The emerging picture and its implications. Nature Reviews Genetics, 13(8), 537–551. doi:10.1038/nrg3240.

    Article  PubMed Central  PubMed  Google Scholar 

  • Tabachnick, B. G., & Fidell, L. S. (2001). Using multivariate statistics (4th ed.). Needham Heights: Allyn and Bacon.

    Google Scholar 

  • Taylor, E., Sandberg, S., Thorley, G., & Giles, S. (1991). The epidemiology of childhood hyperactivity. New York: Oxford University.

    Google Scholar 

  • Trzaskowski, M., Dale, P. S., & Plomin, R. (2013). No genetic influence for childhood behavior problems from DNA analysis. Journal of the American Academy of Child and Adolescent Psychiatry, 52(10), 1048–1056 e1043. doi:10.1016/j.jaac.2013.07.016.

  • Van der Meer, J. M. J., Oerlemans, A. M., Van Steijn, D. J., Lappenschaar, M. G. A., De Sonneville, L. M. J., Buitelaar, J. K., et al. (2012). are autism spectrum disorder and attention-deficit/hyperactivity disorder different manifestations of one overarching disorder? Cognitive and symptom evidence from a clinical and population-based sample. Journal of the American Academy of Child and Adolescent Psychiatry, 51(11), 1160–1172.

    Article  PubMed  Google Scholar 

  • van Steijn, D. J., Richards, J. S., Oerlemans, A. M., de Ruiter, S. W., van Aken, M. A., Franke, B., et al. (2012). The co-occurrence of autism spectrum disorder and attention-deficit/hyperactivity disorder symptoms in parents of children with ASD or ASD with ADHD. Journal of Child Psychology and Psychiatry and Allied Disciplines, 53(9), 954–963. doi:10.1111/j.1469-7610.2012.02556.x.

    Article  Google Scholar 

  • Virkud, Y. V., Todd, R. D., Abbacchi, A. M., Zhang, Y., & Constantino, J. N. (2009). Familial aggregation of quantitative autistic traits in multiplex versus simplex autism. American Journal of Medical Genetics part B Neuropsychiatric Genetics, 150B(3), 328–334. doi:10.1002/ajmg.b.30810.

    Article  Google Scholar 

  • Wahlstedt, C., Thorell, L. B., & Bohlin, G. (2009). Heterogeneity in ADHD: Neuropsychological pathways, comorbidity and symptom domains. Journal of Abnormal Child Psychology, 37(4), 551–564. doi:10.1007/s10802-008-9286-9.

    Article  PubMed  Google Scholar 

  • Williams, N. M., Franke, B., Mick, E., Anney, R. J., Freitag, C. M., Gill, M., et al. (2012). Genome-wide analysis of copy number variants in attention deficit hyperactivity disorder: The role of rare variants and duplications at 15q13.3. American Journal of Psychiatry, 169(2), 195–204.

    Article  PubMed Central  PubMed  Google Scholar 

  • Williams, N. M., Zaharieva, I., Martin, A., Langley, K., Mantripragada, K., Fossdal, R., et al. (2010). Rare chromosomal deletions and duplications in attention-deficit hyperactivity disorder: A genome-wide analysis. Lancet, 376(9750), 1401–1408. doi:10.1016/S0140-6736(10)61109-9.

    Article  PubMed Central  PubMed  Google Scholar 

  • Wong, C. C., Meaburn, E. L., Ronald, A., Price, T. S., Jeffries, A. R., Schalkwyk, L. C., et al. (2014). Methylomic analysis of monozygotic twins discordant for autism spectrum disorder and related behavioural traits. Molecular Psychiatry, 19(4), 495–503. doi:10.1038/mp.2013.41.

    Article  PubMed Central  PubMed  Google Scholar 

  • Zwijnenburg, P. J., Meijers-Heijboer, H., & Boomsma, D. I. (2010). Identical but not the same: The value of discordant monozygotic twins in genetic research. American Journal of Medical Genetics Part B: Neuropsychiatric Genetics, 153B(6), 1134–1149. doi:10.1002/ajmg.b.31091.

    Google Scholar 

Download references

Acknowledgments

We would like to thank parents, teachers and children participating in this study. We also thank Saskia W. de Ruiter and all interns for their assistance with data collection. This study was partly funded by a grant assigned to N. Rommelse by the Netherlands Organisation for Scientific Research (NWO Grant No. 91610024); a grant assigned to S. Faraone by the National Institute of Mental Health (NIH Grant No. R01 MH62873-01A1); and by a grant assigned to J. Buitelaar by the Netherlands Organization for Scientific Research (NWO Grant No. 1750102007010).

Conflict of interest

J.K. Buitelaar has been a consultant to/member of advisory board of/and/or speaker for Janssen Cilag BV, Eli Lilly, Bristol-Myer Squibb, Organon/Shering Plough, UCB, Shire, Medice, Roche and Servier. All other authors have no conflict of interest to disclose.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Anoek M. Oerlemans.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary material 1 (DOCX 18 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Oerlemans, A.M., Hartman, C.A., De Bruijn, Y.G.E. et al. Simplex and Multiplex Stratification in ASD and ADHD Families: A Promising Approach for Identifying Overlapping and Unique Underpinnings of ASD and ADHD?. J Autism Dev Disord 45, 645–657 (2015). https://doi.org/10.1007/s10803-014-2220-9

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10803-014-2220-9

Keywords

Navigation