Skip to main content
Top
Gepubliceerd in: Journal of Autism and Developmental Disorders 4/2019

03-12-2018 | Original Paper

Autism Spectrum Disorder Decision Tree Subgroups Predict Adaptive Behavior and Autism Severity Trajectories in Children with ASD

Auteurs: Ira L. Cohen, Michael J. Flory

Gepubliceerd in: Journal of Autism and Developmental Disorders | Uitgave 4/2019

Log in om toegang te krijgen
share
DELEN

Deel dit onderdeel of sectie (kopieer de link)

  • Optie A:
    Klik op de rechtermuisknop op de link en selecteer de optie “linkadres kopiëren”
  • Optie B:
    Deel de link per e-mail

Abstract

A recent cross-sectional analysis of PDD Behavior Inventory (PDDBI) data, analyzed with a classification and regression tree algorithm, yielded a decision tree (the Autism Spectrum Disorder-Decision Tree or ASD-DT) that detected three behaviorally distinct ASD subgroups: minimally verbal, verbal, and atypical. These subgroups differed in PDDBI profiles and in factors previously reported to be predictors of autism severity and adaptive behavior trajectories. We retrospectively analyzed trajectories of adaptive skills and autism severity in these subgroups, defined by ASD-DTs calculated from initial evaluation PDDBIs. Results confirmed predictions that each subgroup had distinct trajectories that varied with the type of adaptive behavior assessed suggesting that the ASD-DT has prognostic value that could be helpful for both clinical and research applications.
Literatuur
go back to reference Anderson, D. K., Liang, J. W., & Lord, C. (2014). Predicting young adult outcome among more and less cognitively able individuals with autism spectrum disorders. Journal of Child Psychology and Psychiatry, 55(5), 485–494.CrossRefPubMed Anderson, D. K., Liang, J. W., & Lord, C. (2014). Predicting young adult outcome among more and less cognitively able individuals with autism spectrum disorders. Journal of Child Psychology and Psychiatry, 55(5), 485–494.CrossRefPubMed
go back to reference Anderson, D. K., Oti, R. S., Lord, C., & Welch, K. (2009). Patterns of growth in adaptive social abilities among children with autism spectrum disorders. Journal of Abnormal Child Psychology, 37, 1019–1034.CrossRefPubMedPubMedCentral Anderson, D. K., Oti, R. S., Lord, C., & Welch, K. (2009). Patterns of growth in adaptive social abilities among children with autism spectrum disorders. Journal of Abnormal Child Psychology, 37, 1019–1034.CrossRefPubMedPubMedCentral
go back to reference Baghdadli, A., Assouline, B., Sonie, S., Pernon, E., Darrou, C., Michelon, C., et al. (2012). Developmental trajectories of adaptive behaviors from early childhood to adolescence in a cohort of 152 children with autism spectrum disorders. Journal of Autism and Developmental Disorders, 42, 1314–1325.CrossRefPubMed Baghdadli, A., Assouline, B., Sonie, S., Pernon, E., Darrou, C., Michelon, C., et al. (2012). Developmental trajectories of adaptive behaviors from early childhood to adolescence in a cohort of 152 children with autism spectrum disorders. Journal of Autism and Developmental Disorders, 42, 1314–1325.CrossRefPubMed
go back to reference Breiman, L., Friedman, J. H., Olshen, R. A., & Stone, C. J. (1984). Classification and regression trees. Monterey, CA: Wadsworth and Brooks/Cole Advanced Books and Software. Breiman, L., Friedman, J. H., Olshen, R. A., & Stone, C. J. (1984). Classification and regression trees. Monterey, CA: Wadsworth and Brooks/Cole Advanced Books and Software.
go back to reference Christensen, D. L., Baio, J., Van Naarden, B. K., Bilder, D., Charles, J., Constantino, J. N., et al. (2016). Prevalence and characteristics of autism spectrum disorder among children aged 8 Years—Autism and Developmental Disabilities Monitoring Network, 11 Sites, United States, 2012. Morbidity and Mortality Weekly Report Surveillance Summaries, 65, 1–23.PubMed Christensen, D. L., Baio, J., Van Naarden, B. K., Bilder, D., Charles, J., Constantino, J. N., et al. (2016). Prevalence and characteristics of autism spectrum disorder among children aged 8 Years—Autism and Developmental Disabilities Monitoring Network, 11 Sites, United States, 2012. Morbidity and Mortality Weekly Report Surveillance Summaries, 65, 1–23.PubMed
go back to reference Cohen, I. L. (2017). PDDBI professional manual supplement: Autism spectrum disorder decision tree. Lutz, FL: Psychological Assessment Resources, Inc. Cohen, I. L. (2017). PDDBI professional manual supplement: Autism spectrum disorder decision tree. Lutz, FL: Psychological Assessment Resources, Inc.
go back to reference Cohen, I. L., Liu, X., Hudson, M., Gillis, J., Cavalari, R. N., Romanczyk, R. G., et al. (2016). Using the PDD Behavior Inventory as a Level 2 screener: A classification and regression trees analysis. Journal of Autism and Developmental Disorders, 46, 3006–3022.CrossRefPubMed Cohen, I. L., Liu, X., Hudson, M., Gillis, J., Cavalari, R. N., Romanczyk, R. G., et al. (2016). Using the PDD Behavior Inventory as a Level 2 screener: A classification and regression trees analysis. Journal of Autism and Developmental Disorders, 46, 3006–3022.CrossRefPubMed
go back to reference Cohen, I. L., Liu, X., Schutz, C., White, B. N., Jenkins, E. C., Brown, W. T., et al. (2003a). Association of autism severity with a monoamine oxidase A functional polymorphism. Clinical Genetics, 64, 190–197.CrossRefPubMed Cohen, I. L., Liu, X., Schutz, C., White, B. N., Jenkins, E. C., Brown, W. T., et al. (2003a). Association of autism severity with a monoamine oxidase A functional polymorphism. Clinical Genetics, 64, 190–197.CrossRefPubMed
go back to reference Cohen, I. L., Schmidt-Lackner, S., Romanczyk, R., & Sudhalter, V. (2003b). The PDD Behavior Inventory: A rating scale for assessing response to intervention in children with pervasive developmental disorder. Journal of Autism and Developmental Disorders, 33, 31–45.CrossRefPubMed Cohen, I. L., Schmidt-Lackner, S., Romanczyk, R., & Sudhalter, V. (2003b). The PDD Behavior Inventory: A rating scale for assessing response to intervention in children with pervasive developmental disorder. Journal of Autism and Developmental Disorders, 33, 31–45.CrossRefPubMed
go back to reference Cohen, I. L., & Sudhalter, V. (2005). The PDD Behavior Inventory. Lutz: Psychological Assessment Resources, Inc. Cohen, I. L., & Sudhalter, V. (2005). The PDD Behavior Inventory. Lutz: Psychological Assessment Resources, Inc.
go back to reference Cohen, I. L., Vietze, P., Sudhalter, V., Jenkins, E. C., & Brown, W. T. (1989). Parent-child dyadic gaze patterns in fragile X males and in non-fragile X males with autistic disorder. Journal of Child Psychology and Psychiatry, 30(6), 845–856.CrossRefPubMed Cohen, I. L., Vietze, P., Sudhalter, V., Jenkins, E. C., & Brown, W. T. (1989). Parent-child dyadic gaze patterns in fragile X males and in non-fragile X males with autistic disorder. Journal of Child Psychology and Psychiatry, 30(6), 845–856.CrossRefPubMed
go back to reference Farmer, C., Swineford, L., Swedo, S. E., & Thurm, A. (2018). Classifying and characterizing the development of adaptive behavior in a naturalistic longitudinal study of young children with autism. Journal of Neurodevelopmental Disorders, 10, 1.CrossRefPubMedPubMedCentral Farmer, C., Swineford, L., Swedo, S. E., & Thurm, A. (2018). Classifying and characterizing the development of adaptive behavior in a naturalistic longitudinal study of young children with autism. Journal of Neurodevelopmental Disorders, 10, 1.CrossRefPubMedPubMedCentral
go back to reference Fountain, C., Winter, A. S., & Bearman, P. S. (2012). Six developmental trajectories characterize children with autism. Pediatrics, 129(9), 1–9. Fountain, C., Winter, A. S., & Bearman, P. S. (2012). Six developmental trajectories characterize children with autism. Pediatrics, 129(9), 1–9.
go back to reference Freeman, B. J., Del’Homme, M., Guthrie, D., & Zhang, F. (1999). Vineland Adaptive Behavior Scale scores as a function of age and initial IQ in 210 autistic children. Journal of Autism and Developmental Disorders, 29, 379–384.CrossRefPubMed Freeman, B. J., Del’Homme, M., Guthrie, D., & Zhang, F. (1999). Vineland Adaptive Behavior Scale scores as a function of age and initial IQ in 210 autistic children. Journal of Autism and Developmental Disorders, 29, 379–384.CrossRefPubMed
go back to reference Gotham, K., Pickles, A., & Lord, C. (2012). Trajectories of autism severity in children using standardized ADOS scores. Pediatrics, 130, e1278–e1284.CrossRefPubMedPubMedCentral Gotham, K., Pickles, A., & Lord, C. (2012). Trajectories of autism severity in children using standardized ADOS scores. Pediatrics, 130, e1278–e1284.CrossRefPubMedPubMedCentral
go back to reference Griffiths, R. (1984). The abilities of young children: A comprehensive system of mental measurement for the first eight years of life (revised edition). Bucks: A.R.I.C.D. The Test Agency Limited. Griffiths, R. (1984). The abilities of young children: A comprehensive system of mental measurement for the first eight years of life (revised edition). Bucks: A.R.I.C.D. The Test Agency Limited.
go back to reference Liang, K.-Y., & Zeger, S. L. (1986). Longitudinal data analysis using generalized linear models. Biometrika, 73, 13–22.CrossRef Liang, K.-Y., & Zeger, S. L. (1986). Longitudinal data analysis using generalized linear models. Biometrika, 73, 13–22.CrossRef
go back to reference Lord, C., Bishop, S., & Anderson, D. (2015). Developmental trajectories as autism phenotypes. American Journal of Medical Genetics Part C: Seminars in Medical Genetcs, 169(2), 198–208.CrossRef Lord, C., Bishop, S., & Anderson, D. (2015). Developmental trajectories as autism phenotypes. American Journal of Medical Genetics Part C: Seminars in Medical Genetcs, 169(2), 198–208.CrossRef
go back to reference Nisbet, R., Elder, J., & Miner, G. (2009). Handbook of statistical analysis and data mining applications (1st ed.). Burlington, MA: Academic/Elsevier. Nisbet, R., Elder, J., & Miner, G. (2009). Handbook of statistical analysis and data mining applications (1st ed.). Burlington, MA: Academic/Elsevier.
go back to reference Sparrow, S., Cicchetti, D. V., & Balla, D. A. (2005). Vineland adaptive behavior scale-II. Circle Pines, MN: American Guidance. Sparrow, S., Cicchetti, D. V., & Balla, D. A. (2005). Vineland adaptive behavior scale-II. Circle Pines, MN: American Guidance.
go back to reference Sparrow, S. S., Balla, D. A., & Cicchetti, D. V. (1984). Vineland adaptive behavior scales. Interview edition. Survey form manual. Circle Pines, MN: American Guidance. Sparrow, S. S., Balla, D. A., & Cicchetti, D. V. (1984). Vineland adaptive behavior scales. Interview edition. Survey form manual. Circle Pines, MN: American Guidance.
go back to reference Sparrow, S. S., Cicchetti, D. V., & Saulnier, C. A. (2016). Vineland adaptive behavior scales (3rd edition, Vineland-3). San Antonio, TX: Pearson. Sparrow, S. S., Cicchetti, D. V., & Saulnier, C. A. (2016). Vineland adaptive behavior scales (3rd edition, Vineland-3). San Antonio, TX: Pearson.
go back to reference StataCorp. (2017). Stata: Release 15. Statistical software. College Station, TX: StataCorp LLC. StataCorp. (2017). Stata: Release 15. Statistical software. College Station, TX: StataCorp LLC.
go back to reference Stevens, M. C., Fein, D. A., Dunn, M., Allen, D., Waterhouse, L. H., Feinstein, C., & Rapin, I. (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.CrossRefPubMed Stevens, M. C., Fein, D. A., Dunn, M., Allen, D., Waterhouse, L. H., Feinstein, C., & Rapin, I. (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.CrossRefPubMed
go back to reference Szatmari, P., Georgiades, S., Duku, E., Bennett, T. A., Bryson, S., Fombonne, E., et al. (2015). Developmental trajectories of symptom severity and adaptive functioning in an inception cohort of preschool children with autism spectrum disorder. JAMA Psychiatry, 72, 276–283.CrossRefPubMed Szatmari, P., Georgiades, S., Duku, E., Bennett, T. A., Bryson, S., Fombonne, E., et al. (2015). Developmental trajectories of symptom severity and adaptive functioning in an inception cohort of preschool children with autism spectrum disorder. JAMA Psychiatry, 72, 276–283.CrossRefPubMed
go back to reference Zeger, S. L., & Liang, K.-Y. (1986). Longitudinal data analysis for discrete and continuous outcomes. Biometrics, 42, 121–130.CrossRefPubMed Zeger, S. L., & Liang, K.-Y. (1986). Longitudinal data analysis for discrete and continuous outcomes. Biometrics, 42, 121–130.CrossRefPubMed
Metagegevens
Titel
Autism Spectrum Disorder Decision Tree Subgroups Predict Adaptive Behavior and Autism Severity Trajectories in Children with ASD
Auteurs
Ira L. Cohen
Michael J. Flory
Publicatiedatum
03-12-2018
Uitgeverij
Springer US
Gepubliceerd in
Journal of Autism and Developmental Disorders / Uitgave 4/2019
Print ISSN: 0162-3257
Elektronisch ISSN: 1573-3432
DOI
https://doi.org/10.1007/s10803-018-3830-4

Andere artikelen Uitgave 4/2019

Journal of Autism and Developmental Disorders 4/2019 Naar de uitgave