Skip to main content

Advertisement

Log in

Predicting Developmental Status from 12 to 24 Months in Infants at Risk for Autism Spectrum Disorder: A Preliminary Report

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

Abstract

The study examined whether performance profiles on individual items of the Toddler Module of the Autism Diagnostic Observation Schedule at 12 months are associated with developmental status at 24 months in infants at high and low risk for developing Autism Spectrum Disorder (ASD). A nonparametric decision-tree learning algorithm identified sets of 12-month predictors of developmental status at 24 months. Results suggest that identification of infants who are likely to exhibit symptoms of ASD at 24 months is complicated by variable patterns of symptom emergence. Fine-grained analyses linking specific profiles of strengths and deficits with specific patterns of symptom emergence will be necessary for further refinement of screening and diagnostic instruments for ASD in infancy.

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

Similar content being viewed by others

Notes

  1. A score of 2 on this item indicates: “Engaged only when the examiner works hard to get and keep the child’s interest OR child is only engaged during snack.” A score of 3 is coded when the child is: “Not engaged at all, even when examiner makes efforts to attract the child’s interest OR the child is only engaged during games involving physical contact.”.

References

  • American Psychiatric Association. (2000). Diagnostic and statistical manual of mental disorders (4th edn., text revision). Washington, DC: Author.

  • Bailey, A., Phillips, W., & Rutter, M. (1996). Autism: Towards an integration of clinical, genetic, neuropsychological, and neurobiological perspectives. Journal of Child Psychology and Psychiatry, 37(1), 89–126.

    Article  PubMed  Google Scholar 

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

    Google Scholar 

  • Breiman, L., Friedman, J., Olshen, R., & Stone, C. (1984). Classification and regression trees. New York, NY: Wadsworth.

    Google Scholar 

  • Bryson, S. E., Zwaigenbaum, L., Brian, J., Roberts, W., Szatmari, P., Rombough, V., et al. (2007). A prospective case series of high-risk infants who developed autism. Journal of Autism and Developmental Disorders, 37(1), 12–24.

    Article  PubMed  Google Scholar 

  • Carpenter, M., Nagell, K., Tomasello, M., Butterworth, G., & Moore, C. (1998). Social cognition, joint attention, and communicative competence from 9 to 15 months of age. Monographs of the society for research in child development, 63(4), 1–143.

    Article  Google Scholar 

  • Carr, T., Colombi, C., MacDonald, M., & Lord, C. (2011). Measuring response to intervention with the autism diagnostic observation schedule-change (ADOS-C). Presented at the Society for Research in Child Development: Montreal, CA.

  • Charman, T., Taylor, E., Drew, A., Cockerill, H., Brown, J.-A., & Baird, G. (2005). Outcome at 7 years of children diagnosed with autism at age 2: Predictive validity of assessments conducted at 2 and 3 years of age and pattern of symptom change over time. Journal of Child Psychology and Psychiatry, 46(5), 500–513.

    Article  PubMed  Google Scholar 

  • Chawarska, K., Klin, A., Paul, R., Macari, S., & Volkmar, F. (2009). A prospective study of toddlers with ASD: Short-term diagnostic and cognitive outcomes. Journal of Child Psychology and Psychiatry, 50(10), 1235–1245.

    Article  PubMed  Google Scholar 

  • Chawarska, K., Klin, A., Paul, R., & Volkmar, F. (2007). Autism Spectrum Disorder in the second year: Stability and change in syndrome expression. Journal of Child Psychology and Psychiatry, 48(2), 128–138.

    Article  PubMed  Google Scholar 

  • Chawarska, K., Macari, S., & Shic, F. (2012). Context modulates attention to social scenes in toddlers with autism. [Electronic version]. Journal of Child Psychology and Psychiatry.

  • Chawarska, K. & Shic, F. (2009). Looking but not seeing: Abnormal visual scanning and recognition of faces in 2 and 4-year old children with Autism Spectrum Disorder. Journal of Autism and Developmental Disorders, 39(12), 1663–1672.

    Article  PubMed  Google Scholar 

  • Colombi, C., Carr, T., MacDonald, M., & Lord, C. (2011). Developing a measure of treatment outcome: The Autism Diagnostic Observation Schedule-Change. Presented at the Society for Research in Child Development, Montreal, CA.

  • Dawson, G., Rogers, S., Munson, J., Smith, M., Winter, J., Greenson, J., et al. (2010). Randomized, controlled trial of an intervention for toddlers with autism: The early start denver model. Pediatrics, 125(1), e17–e23.

    Article  PubMed  Google Scholar 

  • Eisenberg, L., & Kanner, L. (1956). Early infantile autism, 1943–55. American Journal of Orthopsychiatry, 26, 556–566.

    Article  PubMed  Google Scholar 

  • Gamliel, I., Yirmiya, N., & Sigman, M. (2007). The development of young siblings of children with autism from 4 to 54 Months. Journal of Autism and Developmental Disorders, 37(1), 171–183.

    Article  PubMed  Google Scholar 

  • Gengoux, G. W., Steiner, A. M., & Chawarska, K. (2010). Parent stress related to infants at-risk for Autism Spectrum Disorder. Presented at the International Meeting for Autism Research, Philadelphia, PA.

  • Hastie, T., Tibshirani, R., & Friedman, J. (2009). The elements of statistical learning: Data mining, inference, and prediction (2nd ed.). New York, NY: Springer.

    Google Scholar 

  • Jones, W., Carr, K., & Klin, A. (2008). Absence of preferential looking to the eyes of approaching adults predicts level of social disability in 2-year-olds with autism spectrum disorder. Archives of General Psychiatry, 65, 946–954.

    Article  PubMed  Google Scholar 

  • Kanner, L. (1943). Autistic disturbances of affective contact. Nervous Child, 2, 217–250.

    Google Scholar 

  • Landa, R., & Garrett-Mayer, E. (2006). Development in infants with Autism Spectrum Disorders: A prospective study. Journal of Child Psychology and Psychiatry, 47(6), 629–638.

    Article  PubMed  Google Scholar 

  • Landa, R. J., Holman, K. C., & Garrett-Mayer, E. (2007). Social and communication development in toddlers with early and later diagnosis of Autism Spectrum Disorders. Archives of General Psychiatry, 64(7), 853.

    Article  PubMed  Google Scholar 

  • Lord, C., Luyster, R., Gotham, K., Guthrie, W., Risi, S., & Rutter, M. (in press). Autism diagnostic observation scheduletoddler module manual. Los Angeles, CA: Western Psychological Services.

  • Lord, C., Risi, S., DiLavore, P. S., Shulman, C., Thurm, A., & Pickles, A. (2006). Autism from 2 to 9 years of age. Archives of General Psychiatry, 63(6), 694–701.

    Article  PubMed  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.

    Article  PubMed  Google Scholar 

  • Lord, C., Rutter, M., & LeCouteur, 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 

  • Luyster, R., Gotham, K., Guthrie, W., Coffing, M., Petrak, R., Pierce, K., et al. (2009). The autism diagnostic observation schedule—toddler module: A new module of a standardized diagnostic measure for Autism Spectrum Disorders. Journal of Autism and Developmental Disorders, 39(9), 1305–1320.

    Article  PubMed  Google Scholar 

  • Mitchell, S., Brian, J., Zwaigenbaum, L., Roberts, W., Szatmari, P., Smith, I., et al. (2006). Early language and communication development of infants later diagnosed with Autism Spectrum Disorder. Journal of Developmental and Behavioral Pediatrics, 27(2), S69.

    Article  PubMed  Google Scholar 

  • Muhle, R., Trentacoste, S. V., & Rapin, I. (2004). The genetics of autism. Pediatrics, 113(5), e472–e486.

    Article  PubMed  Google Scholar 

  • Mullen, E. M. (1995). Mullen Scales of Early Learning. Circle Pines, MN: American Guidance Service.

    Google Scholar 

  • Mundy, P., Sigman, M., & Kasari, C. (1994). Joint attention, developmental level, and symptom presentation in autism. Development and Psychopathology, 6(3), 389–401.

    Article  Google Scholar 

  • Ozonoff, S., Heung, K., Byrd, R., Hansen, R., & Hertz-Picciotto, I. (2008a). The onset of autism: Patterns of symptom emergence in the first years of life. Autism Research, 1(6), 320–328.

    Article  PubMed  Google Scholar 

  • Ozonoff, S., Iosif, A. M., Baguio, F., Cook, I. C., Hill, M. M., Hutman, T., et al. (2010). A prospective study of the emergence of early behavioral signs of autism. Journal of the American Academy of Child and Adolescent Psychiatry, 49(3), 256–266.

    PubMed  Google Scholar 

  • Ozonoff, S., Macari, S., Young, G. S., Goldring, S., Thompson, M., & Rogers, S. J. (2008b). Atypical object exploration at 12 months of age is associated with autism in a prospective sample. Autism, 12(5), 457–472.

    Article  PubMed  Google Scholar 

  • Ozonoff, S., Williams, B. J., & Landa, R. (2005). Parental report of the early development of children with regressive autism. Autism, 9(5), 461–486.

    Article  PubMed  Google Scholar 

  • Ozonoff, S., Young, G. S., Carter, A., Messinger, D., Yirmiya, N., Zwaigenbaum, L., Bryson, S., et al. (2011a). Recurrence risk for Autism Spectrum Disorders: A Baby Siblings Research Consortium study. Pediatrics, 128, 2010–2825.

    Google Scholar 

  • Ozonoff, S., Young, G. S., Hutman, T., Sigman, M., Rogers, S. J., Hill, M. M., Steinfeld, M. B., & Rozga, A. (2011b). Stability of ASD in a high risk sample. Paper presented at the Biennial Meeting of the Society for Research in Child Development (SRCD), Montreal.

  • Ozonoff, S., Young, G. S., Steinfeld, M. B., Hill, M. M., Cook, I., Hutman, T., et al. (2009). How early do parent concerns predict later autism diagnosis? Journal of Developmental and Behavioral Pediatrics, 30(5), 367.

    Article  PubMed  Google Scholar 

  • Paul, R., Fuerst, Y., Ramsay, G., Chawarska, K., & Klin, A. (2011). Out of the mouths of babes: Vocal production in infant siblings of children with ASD. Journal of Child Psychology and Psychiatry, 52(5), 588–598.

    Article  PubMed  Google Scholar 

  • Rozga, A., Hutman, T., Young, G. S., Rogers, S. J., Ozonoff, S., Dapretto, M., et al. (2011). Behavioral profiles of affected and unaffected siblings of children with autism: Contribution of measures of mother–infant interaction and nonverbal communication. Journal of Autism and Developmental Disorders, 41(3), 287–301.

    Article  PubMed  Google Scholar 

  • Shic, F., Bradshaw, J., Klin, A., Scassellati, B., & Chawarska, K. (2011). Limited activity monitoring in toddlers with autism spectrum disorder. Brain Research, 1380, 246–254.

    Article  PubMed  Google Scholar 

  • Siperstein, R., & Volkmar, F. (2004). Brief report: Parental reporting of regression in children with pervasive developmental disorders. Journal of Autism and Developmental Disorders, 34(6), 731–734.

    Article  PubMed  Google Scholar 

  • Stone, W. L., Coonrod, E. E., Turner, L. M., & Pozdol, S. L. (2004). Psychometric properties of the STAT for early autism screening. Journal of Autism and Developmental Disorders, 34(6), 691–701.

    Article  PubMed  Google Scholar 

  • Sullivan, M., Finelli, J., Marvin, A., Garrett-Mayer, E., Bauman, M., & Landa, R. (2007). Response to joint attention in toddlers at risk for Autism Spectrum Disorder: A prospective study. Journal of Autism and Developmental Disorders, 37(1), 37–48.

    Article  PubMed  Google Scholar 

  • Toth, K., Dawson, G., Meltzoff, A. N., Greenson, J., & Fein, D. (2007). Early social, imitation, play, and language abilities of young non-autistic siblings of children with autism. Journal of Autism and Developmental Disorders, 37(1), 145–157.

    Article  PubMed  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.

    Article  Google Scholar 

  • Volkmar, F., Chawarska, K., & Klin, A. (2007). Autism Spectrum Disorders in infants and toddlers: An introduction. Autism Spectrum Disorders in infants and toddlers: Diagnosis, assessment, and treatment (pp. 1–22). New York, NY: Guilford Press.

    Google Scholar 

  • Werner, E., & Dawson, G. (2005). Validation of the phenomenon of autistic regression using home videotapes. Archives of General Psychiatry, 62(8), 889–895.

    Article  PubMed  Google Scholar 

  • Werner, E., Dawson, G., Munson, J., & Osterling, J. (2005). Variation in early developmental course in autism and its relation with behavioral outcome at 3–4 years of age. Journal of Autism and Developmental Disorders, 35(3), 337–350.

    Article  PubMed  Google Scholar 

  • Wetherby, A., Allen, L., Cleary, J., Kublin, K., & Goldstein, H. (2002). Validity and reliability of the Communication and Symbolic Behavior Scales Developmental Profile with very young children. Journal of Speech, Language and Hearing Research, 45(6), 1202–1218.

    Article  Google Scholar 

  • Wetherby, A., Woods, J., Allen, L., Cleary, J., Dickinson, H., & Lord, C. (2004). Early indicators of Autism Spectrum Disorders in the second year of life. Journal of Autism and Developmental Disorders, 34, 473–493.

    Article  PubMed  Google Scholar 

  • Yoder, P., Stone, W. L., Walden, T., & Malesa, E. (2009). Predicting social impairment and ASD diagnosis in younger siblings of children with Autism Spectrum Disorder. Journal of Autism and Developmental Disorders, 39(10), 1381–1391.

    Article  PubMed  Google Scholar 

  • Zwaigenbaum, L., Bryson, S., Rogers, T., Roberts, W., Brian, J., & Szatmari, P. (2005). Behavioral manifestations of autism in the first year of life. International Journal of Developmental Neuroscience, 23(2–3), 143–152.

    Article  PubMed  Google Scholar 

Download references

Acknowledgment

This study was supported by National Institute of Child Health and Human Development P01 HD003008, Project 1 (PI: KC); National Institutes of Mental Health R01 MH 087554-01 (PI: KC); Simons Foundation 187398 (PI: AK). Preliminary data from this study were presented at the International Meeting for Autism Research, May 2011, San Diego. We would like to thank Karen Bearss, Amanda Steiner, Tina Goldsmith, Anne Snow, Rhea Paul, Elizabeth Schoen Simmons, Megan Lyons, and Sarita Austin for their contribution to subject characterization; Karyn Bailey, Daniela Blum, and Amy Carney for their clinical support of the families; and Amy Margolis, Martha Dye, Kerry O’Loughlin, Jessi Garzarek, Amanda Smith, Deanna Simeone, Mairin Meltvedt, Marika Coffman, Grace Chen, Jessica Bradshaw, Brittany Butler, and Jessa Reed for their assistance with data collection. We wish to express our sincere appreciation to the families and their infants for their time and participation.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Suzanne L. Macari.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Macari, S.L., Campbell, D., Gengoux, G.W. et al. Predicting Developmental Status from 12 to 24 Months in Infants at Risk for Autism Spectrum Disorder: A Preliminary Report. J Autism Dev Disord 42, 2636–2647 (2012). https://doi.org/10.1007/s10803-012-1521-0

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10803-012-1521-0

Keywords

Navigation