Literature DB >> 36057023

Mitigating Multiple Sources of Bias in a Quasi-Experimental Integrative Data Analysis: Does Treating Childhood Anxiety Prevent Substance Use Disorders in Late Adolescence/Young Adulthood?

Lissette M Saavedra1, Antonio A Morgan-López2, Stephen G West3, Margarita Alegría4, Wendy K Silverman5.   

Abstract

Psychiatric epidemiologists, developmental psychopathologists, prevention scientists, and treatment researchers have long speculated that treating child anxiety disorders could prevent alcohol and other drug use disorders in young adulthood. A primary challenge in examining long-term effects of anxiety disorder treatment from randomized controlled trials is that all participants receive an immediate or delayed study-related treatment prior to long-term follow-up assessment. Thus, if a long-term follow-up is conducted, a comparison condition no longer exists within the trial. Quasi-experimental designs (QEDs) pairing such clinical samples with comparable untreated epidemiological samples offer a method of addressing this challenge. Selection bias, often a concern in QEDs, can be mitigated by propensity score weighting. A second challenge may arise because the clinical and epidemiological studies may not have used identical measures, necessitating Integrative Data Analysis (IDA) for measure harmonization and scale score estimation. The present study uses a combination of propensity score weighting, zero-inflated mixture moderated nonlinear factor analysis (ZIM-MNLFA), and potential outcomes mediation in a child anxiety treatment QED/IDA (n = 396). Under propensity score-weighted potential outcomes mediation, CBT led to reductions in substance use disorder severity, the effects of which were mediated by reductions in anxiety severity in young adulthood. Sensitivity analyses highlighted the importance of attending to multiple types of bias. This study illustrates how hybrid QED/IDAs can be used in secondary prevention contexts for improved measurement and causal inference, particularly when control participants in clinical trials receive study-related treatment prior to long-term assessment.
© 2022. Society for Prevention Research.

Entities:  

Keywords:  Causal inference; Childhood anxiety; Integrative data analysis; Longterm follow-up; Quasi-experimental designs

Year:  2022        PMID: 36057023     DOI: 10.1007/s11121-022-01422-z

Source DB:  PubMed          Journal:  Prev Sci        ISSN: 1389-4986


  14 in total

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Authors:  J J Arnett
Journal:  Am Psychol       Date:  2000-05

2.  Evaluating the impact of partial factorial invariance on selection in two populations.

Authors:  Roger E Millsap; Oi-Man Kwok
Journal:  Psychol Methods       Date:  2004-03

Review 3.  Treatment as usual and routine care in research and clinical practice.

Authors:  Alan E Kazdin
Journal:  Clin Psychol Rev       Date:  2015-09-28

4.  Pooling data from multiple longitudinal studies: the role of item response theory in integrative data analysis.

Authors:  Patrick J Curran; Andrea M Hussong; Li Cai; Wenjing Huang; Laurie Chassin; Kenneth J Sher; Robert A Zucker
Journal:  Dev Psychol       Date:  2008-03

5.  Investigation of Mediational Processes Using Parallel Process Latent Growth Curve Modeling.

Authors:  Jeewon Cheong; David P Mackinnon; Siek Toon Khoo
Journal:  Struct Equ Modeling       Date:  2003-04-01       Impact factor: 6.125

Review 6.  Long-Term Outcomes of Youth Treated for an Anxiety Disorder: A Critical Review.

Authors:  Brittany A Gibby; Elizabeth P Casline; Golda S Ginsburg
Journal:  Clin Child Fam Psychol Rev       Date:  2017-06

7.  Symptoms of posttraumatic stress in children after Hurricane Andrew: a prospective study.

Authors:  A La Greca; W K Silverman; E M Vernberg; M J Prinstein
Journal:  J Consult Clin Psychol       Date:  1996-08

8.  Addressing Methodologic Challenges and Minimizing Threats to Validity in Synthesizing Findings from Individual-Level Data Across Longitudinal Randomized Trials.

Authors:  Ahnalee Brincks; Samantha Montag; George W Howe; Shi Huang; Juned Siddique; Soyeon Ahn; Irwin N Sandler; Hilda Pantin; C Hendricks Brown
Journal:  Prev Sci       Date:  2018-02

9.  Anxiety and related outcomes in young adults 7 to 19 years after receiving treatment for child anxiety.

Authors:  Courtney L Benjamin; Julie P Harrison; Cara A Settipani; Douglas M Brodman; Philip C Kendall
Journal:  J Consult Clin Psychol       Date:  2013-05-20

Review 10.  Thinking twice about sum scores.

Authors:  Daniel McNeish; Melissa Gordon Wolf
Journal:  Behav Res Methods       Date:  2020-12
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