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Secondary evaluations of MTA 36-month outcomes: propensity score and growth mixture model analyses.

Publication ,  Journal Article
Swanson, JM; Hinshaw, SP; Arnold, LE; Gibbons, RD; Marcus, S; Hur, K; Jensen, PS; Vitiello, B; Abikoff, HB; Greenhill, LL; Hechtman, L ...
Published in: J Am Acad Child Adolesc Psychiatry
August 2007

OBJECTIVE: To evaluate two hypotheses: that self-selection bias contributed to lack of medication advantage at the 36-month assessment of the Multimodal Treatment Study of Children With ADHD (MTA) and that overall improvement over time obscured treatment effects in subgroups with different outcome trajectories. METHOD: Propensity score analyses, using baseline characteristics and severity of attention-deficit/hyperactivity disorder symptoms at follow-up, established five subgroups (quintiles) based on tendency to take medication at the 36-month assessment. Growth mixture model (GMM) analyses were performed to identify subgroups (classes) with different patterns of outcome over time. RESULTS: All five propensity subgroups showed initial advantage of medication that disappeared by the 36-month assessment. GMM analyses identified heterogeneity of trajectories over time and three classes: class 1 (34% of the MTA sample) with initial small improvement followed by gradual improvement that produced significant medication effects; class 2 (52%) with initial large improvement maintained for 3 years and overrepresentation of cases treated with the MTA Medication Algorithm; and class 3 (14%) with initial large improvement followed by deterioration. CONCLUSIONS: We failed to confirm the self-selection hypothesis. We found suggestive evidence of residual but not current benefits of assigned medication in class 2 and small current benefits of actual treatment with medication in class 1.

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Published In

J Am Acad Child Adolesc Psychiatry

DOI

ISSN

0890-8567

Publication Date

August 2007

Volume

46

Issue

8

Start / End Page

1003 / 1014

Location

United States

Related Subject Headings

  • Treatment Outcome
  • Time Factors
  • Severity of Illness Index
  • Psychology
  • Humans
  • Follow-Up Studies
  • Developmental & Child Psychology
  • Combined Modality Therapy
  • Child
  • Central Nervous System Stimulants
 

Citation

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Swanson, J. M., Hinshaw, S. P., Arnold, L. E., Gibbons, R. D., Marcus, S., Hur, K., … Wigal, T. (2007). Secondary evaluations of MTA 36-month outcomes: propensity score and growth mixture model analyses. J Am Acad Child Adolesc Psychiatry, 46(8), 1003–1014. https://doi.org/10.1097/CHI.0b013e3180686d63
Swanson, James M., Stephen P. Hinshaw, L Eugene Arnold, Robert D. Gibbons, Sue Marcus, Kwan Hur, Peter S. Jensen, et al. “Secondary evaluations of MTA 36-month outcomes: propensity score and growth mixture model analyses.J Am Acad Child Adolesc Psychiatry 46, no. 8 (August 2007): 1003–14. https://doi.org/10.1097/CHI.0b013e3180686d63.
Swanson JM, Hinshaw SP, Arnold LE, Gibbons RD, Marcus S, Hur K, et al. Secondary evaluations of MTA 36-month outcomes: propensity score and growth mixture model analyses. J Am Acad Child Adolesc Psychiatry. 2007 Aug;46(8):1003–14.
Swanson, James M., et al. “Secondary evaluations of MTA 36-month outcomes: propensity score and growth mixture model analyses.J Am Acad Child Adolesc Psychiatry, vol. 46, no. 8, Aug. 2007, pp. 1003–14. Pubmed, doi:10.1097/CHI.0b013e3180686d63.
Swanson JM, Hinshaw SP, Arnold LE, Gibbons RD, Marcus S, Hur K, Jensen PS, Vitiello B, Abikoff HB, Greenhill LL, Hechtman L, Pelham WE, Wells KC, Conners CK, March JS, Elliott GR, Epstein JN, Hoagwood K, Hoza B, Molina BSG, Newcorn JH, Severe JB, Wigal T. Secondary evaluations of MTA 36-month outcomes: propensity score and growth mixture model analyses. J Am Acad Child Adolesc Psychiatry. 2007 Aug;46(8):1003–1014.
Journal cover image

Published In

J Am Acad Child Adolesc Psychiatry

DOI

ISSN

0890-8567

Publication Date

August 2007

Volume

46

Issue

8

Start / End Page

1003 / 1014

Location

United States

Related Subject Headings

  • Treatment Outcome
  • Time Factors
  • Severity of Illness Index
  • Psychology
  • Humans
  • Follow-Up Studies
  • Developmental & Child Psychology
  • Combined Modality Therapy
  • Child
  • Central Nervous System Stimulants