Skip to main content
Log in

Detecting Subgroups in Children Diagnosed with Pervasive Developmental Disorder - Not Otherwise Specified

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

Abstract

Hierarchical cluster analyses were used to detect three subgroups in a sample of children with pervasive developmental disorder—not otherwise specified (PDD-NOS) evaluated at ages 2 and 4. At age 2, Cluster 1 demonstrated few autism symptoms and high cognitive scores; 60 % no longer met criteria for PDD at 4. Cluster 2 exhibited more autism symptoms and lower cognitive scores at 2; 89.5 % met criteria for ASD at 4. Cluster 3 had the lowest cognitive scores and most impaired social/communication skills at 2, but no repetitive behaviors; 60 % diagnosed with Autistic Disorder at 4. Results shed light on outcomes for different PDD-NOS types and raise questions regarding the increased importance of repetitive behaviors in DSM-5.

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
Fig. 4
Fig. 5
Fig. 6
Fig. 7

Similar content being viewed by others

References

  • Aldenderfer, M. S., & Blashfield, R. K. (1984). Cluster analysis. Beverly Hills, London: Sage.

    Google Scholar 

  • American Psychiatric Association (2000). Diagnostic and statistical manual of mental disorders: DSM-IV-TR. Washington, DC: American Psychiatric Publishing, Inc.

  • American Psychiatric Association (2013). DSM 5. Washington, DC: American Psychiatric Association.

  • Baron-Cohen, S., Allen, J., & Gillberg, C. (1992). Can autism be detected at 18 months? The needle, the haystack, and the CHAT. The British Journal of Psychiatry, 161(6), 839–843.

    Article  PubMed  Google Scholar 

  • Bates, E., Benigni, L., Bretherton, I., Camaioni, L., & Volterra, V. (1979). The emergence of symbols: Cognition and communication in infancy. New York: Academic Press.

  • Bateson, G. (1955). A theory of play and fantasy. Psychiatric Research Reports, 2(39), 39–51.

    PubMed  Google Scholar 

  • Ben-Itzchak, E., & Zachor, D. A. (2007). The effects of intellectual functioning and autism severity on outcome of early behavioral intervention for children with autism. Research in Developmental Disabilities, 28(3), 287–303.

    Article  PubMed  Google Scholar 

  • Berry, L. N. (2009). Early treatments associated with optimal outcome in children with autism spectrum disorders. (Unpublished doctoral dissertation) University of Connecticut, Storrs, Connecticut.

  • Buitelaar, J. K., Van der Gaag, R., Klin, A., & Volkmar, F. (1999). Exploring the boundaries of pervasive developmental disorder not otherwise specified: Analyses of data from the DSM-IV autistic disorder field trial. Journal of Autism and Developmental Disorders, 29(1), 33–43.

    Article  PubMed  Google Scholar 

  • Chakrabarti, S., & Fombonne, E. (2005). Pervasive developmental disorders in preschool children: Confirmation of high prevalence. The American Journal of Psychiatry, 162(6), 1133–1141.

    Article  PubMed  Google Scholar 

  • Chlebowski, C., Green, J. A., Barton, M. L., & Fein, D. (2010). Using the childhood autism rating scale to diagnose autism spectrum disorders. Journal of Autism and Developmental Disorders, 40(7), 787–799.

    Article  PubMed Central  PubMed  Google Scholar 

  • Cox, A., Klein, K., Charman, T., Baird, G., Baron-Cohen, S., Swettenham, J., et al. (1999). Autism spectrum disorders at 20 and 42 months of age: Stability of clinical and ADI-R diagnosis. Journal of Child Psychology and Psychiatry, 40(5), 719–732.

    Article  PubMed  Google Scholar 

  • Dougherty, G. (2013). (Agglomerative) Hierarchical clustering pattern recognition and classification (pp. 150–154). New York: Springer.

    Book  Google Scholar 

  • Fein, D., Stevens, M., Dunn, M., Waterhouse, L., Allen, D., Rapin, I., et al. (1999). Subtypes of pervasive developmental disorder: Clinical characteristics. Child Neuropsychology, 5(1), 1–24.

    Article  Google Scholar 

  • Frazier, T. W., Youngstrom, E. A., Speer, L., Embacher, R., Law, P., Constantino, J., et al. (2012). Validation of proposed DSM-5 criteria for autism spectrum disorder. Journal of the American Academy of Child and Adolescent Psychiatry, 51(1), 28–40.

    Article  PubMed Central  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 (pp. 147-205). Washington, DC: American Psychological Association.

  • Helt, M., Kelley, E., Kinsbourne, M., Pandey, J., Boorstein, H., Herbert, M., et al. (2008). Can children with autism recover? If So, How? Neuropsychology Review, 18(4), 339–366. doi:10.1007/s11065-008-9075-9.

    Article  PubMed  Google Scholar 

  • Kleinman, J. M., Robins, D. L., Ventola, P. E., Pandey, J., Boorstein, H. C., Esser, E. L., et al. (2007). The modified checklist for autism in toddlers: A follow-up study investigating the early detection of autism spectrum disorders. Journal of Autism and Developmental Disorders, 38(5), 827–839.

    Article  Google Scholar 

  • Le Couteur, A., Rutter, M., Lord, C., Rios, P., Robertson, S., Holdgrafer, M., et al. (1989). Autism diagnostic interview: A standardized investigator-based instrument. Journal of Autism and Developmental Disorders, 19(3), 363–387.

    Article  PubMed  Google Scholar 

  • Lord, C., Risi, S., DiLavore, P. S., Shulman, C., Thurm, A., & Pickles, A. (2006). Autism from 2 to 9 years of age. Archive of General Psychiatry, 63, 694–701.

    Article  Google Scholar 

  • Lord, C., Risi, S., Lambrecht, L., Cook, E. H., Leventhal, B. L., DiLavore, P. C., et al. (2000). The autism diagnostic observation schedule—generic: A standard measure of social and communication deficits associated with the spectrum of autism. Journal of Autism and Developmental Disorders, 30(3), 205–223.

  • Lord, C., Rutter, M., & Le Couteur, A. (1994). Autism diagnostic interview-revised: A revised version of a diagnostic interview for caregivers of individuals with possible pervasive developmental disorders. Journal of Autism and Developmental Disorders, 24(5), 659–685.

    Article  PubMed  Google Scholar 

  • Mandy, W., Charman, T., Gilmour, J., & Skuse, D. (2011). Toward specifying pervasive developmental disorder—not otherwise specified. Autism Research, 4(2), 121–131.

    Article  PubMed  Google Scholar 

  • Mandy, W. P. L., Charman, T., & Skuse, D. H. (2012). Testing the construct validity of proposed criteria for DSM-5 autism spectrum disorder. Journal of the American Academy of Child and Adolescent Psychiatry, 51(1), 41–50.

    Article  PubMed  Google Scholar 

  • Milligan, G. W. (1980). An examination of the effect of six types of error perturbation on fifteen clustering algorithms. Psychometrika, 45(3), 325–342.

    Article  Google Scholar 

  • Milligan, G. W., & Hirtle, S. C. (2003). Clustering and classification methods. In J. Schinka & W. Velicer, (Eds.). Comprehensive Handbook of Psychology (Volume 2, pp. 165-186). New York: Wiley & Sons.

  • Moore, V., & Goodson, S. (2003). How well does early diagnosis of autism stand the test of time? Follow-up study of children assessed for autism at age 2 and development of an early diagnostic service. Autism, 7(1), 47–63.

    PubMed  Google Scholar 

  • Mullen, E. M. (1994). The mullen scales of early development. Circle Pines, MN: American Guidance Services.

    Google Scholar 

  • Paul, R., Miles, S., Cicchetti, D., Sparrow, S., Klin, A., Volkmar, F., et al. (2004). Adaptive behavior in autism and pervasive developmental disorder—not otherwise specified: Microanalysis of scores on the Vineland adaptive behavior scales. Journal of Autism and Developmental Disorders, 34(2), 223–228.

    Article  PubMed  Google Scholar 

  • Piaget, J. (1962). Play, dreams and imitation (Vol. 24). New York: Norton.

    Google Scholar 

  • Prior, M., Eisenmajer, R., Leekam, S., Wing, L., Gould, J., Ong, B., et al. (1998). Are there subgroups within the autistic spectrum? A cluster analysis of a group of children with autistic spectrum disorder. Journal of Child Psychology and Psychiatry, 39(6), 893–902.

    Article  PubMed  Google Scholar 

  • Rapin, I. (Ed.). (1996). Preschool children with inadequate communication (Vol. 139). London: Mac Keith Press.

  • Robins, D. L., Casagrande, K., Barton, M., Chen, C. M. A., Dumont-Mathieu, T., & Fein, D. (2014). Validation of the modified checklist for autism in toddlers, revised with follow-up (M-CHAT-R/F). Pediatrics, 133(1), 37–45.

    Article  PubMed Central  PubMed  Google Scholar 

  • Robins, D. L., Fein, D., Barton, M. L., & Green, J. A. (2001). The modified checklist for autism in toddlers: An initial study investigating the early detection of autism and pervasive developmental disorders. Journal of Autism and Developmental Disorders, 31(2), 131–143.

    Article  PubMed  Google Scholar 

  • Roux, S., Garreau, B., Barthélémy, C., & Hameury, L. (1994). Implementation of a bioclinical database for research and treatment studies in childhood autism: Preliminary report on a concrete experience. Developmental Brain Dysfunction. 7(4–5), 192–200.

  • Schopler, E., Reichler, R. J., DeVellis, R. F., & Daly, K. (1980). Toward objective classification of childhood autism: Childhood Autism Rating Scale (CARS). Journal of autism and developmental disorders, 10(1), 91-103.

  • Schopler, E., Reichler, R., & Renner, B. R. (1988). The childhood autism rating scale. Western Psychological Services, Los Angeles.

  • Sparrow, S. S., Cicchetti, D. V., & Balla, D. A. (2005). The Vineland adaptive behavior scales-II (2nd ed., pp. 109–117). Circle Pines, MN: American Guidance Service, Inc.

    Google Scholar 

  • Stevens, M. C., Fein, D. A., Dunn, M., Allen, D., Waterhouse, L. H., Feinstein, C., et al. (2000). Subgroups of children with autism by cluster analysis: A longitudinal examination. Journal of the American Academy of Child and Adolescent Psychiatry, 39(3), 346–352.

    Article  PubMed  Google Scholar 

  • Stone, W. L., Lee, E. B., Ashford, L., Brissie, J., Hepburn, S. L., Coonrod, E. E., et al. (1999). Can autism be diagnosed accurately in children under 3 years? Journal of Child Psychology and Psychiatry, 40(2), 219–226.

    Article  PubMed  Google Scholar 

  • Sutera, S., Pandey, J., Esser, E. L., Rosenthal, M. A., Wilson, L. B., Barton, M., et al. (2007). Predictors of optimal outcome in toddlers diagnosed with autism spectrum disorders. Journal of Autism and Developmental Disorders, 37(1), 98–107.

    Article  PubMed  Google Scholar 

  • Toth, K., Munson, J., Meltzoff, N. A., & Dawson, G. (2006). Early predictors of communication development in young children with autism spectrum disorder: Joint attention, imitation, and toy play. Journal of Autism and Developmental Disorders, 36(8), 993–1005. doi:10.1007/s10803-006-0137-7.

    Article  PubMed Central  PubMed  Google Scholar 

  • Vygotsky, L. L. S. (1978). Mind in society: The development of higher psychological processes. Cambridge: Harvard University Press.

    Google Scholar 

  • Walker, D. R., Thompson, A., Zwaigenbaum, L., Goldberg, J., Bryson, S. E., Mahoney, W. J., et al. (2004). Specifying PDD-NOS: A comparison of PDD-NOS, asperger syndrome, and autism. Journal of the American Academy of Child and Adolescent Psychiatry, 43(2), 172–180.

    Article  PubMed  Google Scholar 

  • Ward, J. H. (1963). Hierarchical grouping to optimize an objective function. Journal of the American Statistical Association, 58(301), 236–244.

    Article  Google Scholar 

Download references

Acknowledgments

We are extremely grateful to all the children and families for their participation and to the pediatrician sites, as well as Birth-to-Three providers within Connecticut and Massachusetts, who assisted and continue to assist our study. We would like to extend sincere thanks to members of the Early Detection Advisory Board, especially Thyde Dumont-Mathieu, M.D., Ho-Wen Hsu, M.D., and Mark Greenstein, M.D., for their sage advice and support. We would also like to thank the clinicians, graduate students, undergraduate research assistants, and research assistants whose work has been invaluable to the study. This study is supported by the Eunice Kennedy Shriver National Institute of Child Health and Human Development (RO1 HD039961).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Laura Brennan.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary material 1 (DOC 44 kb)

Supplementary material 2 (DOCX 55 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Brennan, L., Barton, M., Chen, CM. et al. Detecting Subgroups in Children Diagnosed with Pervasive Developmental Disorder - Not Otherwise Specified. J Autism Dev Disord 45, 1329–1344 (2015). https://doi.org/10.1007/s10803-014-2295-3

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10803-014-2295-3

Keywords

Navigation