Original Research ARTICLE
Modeling alcohol use disorder severity: an integrative structural equation modeling approach
- 1Department of Psychology, University of California Los Angeles, Los Angeles, CA, USA
- 2Brain Research Institute, University of California Los Angeles, Los Angeles, CA, USA
- 3Department of Psychiatry and Biobehavioral Sciences, University of California Los Angeles, Los Angeles, CA, USA
Background: Alcohol dependence is a complex psychological disorder whose phenomenology changes as the disorder progresses. Neuroscience has provided a variety of theories and evidence for the development, maintenance, and severity of addiction; however, clinically, it has been difficult to evaluate alcohol use disorder (AUD) severity.
Objective: This study seeks to evaluate and validate a data-driven approach to capturing alcohol severity in a community sample.
Method: Participants were non-treatment seeking problem drinkers (n = 283). A structural equation modeling approach was used to (a) verify the latent factor structure of the indices of AUD severity; and (b) test the relationship between the AUD severity factor and measures of alcohol use, affective symptoms, and motivation to change drinking.
Results: The model was found to fit well, with all chosen indices of AUD severity loading significantly and positively onto the severity factor. In addition, the paths from the alcohol use, motivation, and affective factors accounted for 68% of the variance in AUD severity. Greater AUD severity was associated with greater alcohol use, increased affective symptoms, and higher motivation to change.
Conclusion: Unlike the categorical diagnostic criteria, the AUD severity factor is comprised of multiple quantitative dimensions of impairment observed across the progression of the disorder. The AUD severity factor was validated by testing it in relation to other outcomes such as alcohol use, affective symptoms, and motivation for change. Clinically, this approach to AUD severity can be used to inform treatment planning and ultimately to improve outcomes.
Keywords: alcohol use disorder severity, structural equation modeling, alcoholism, DSM-IV-TR symptom count, affective symptoms, motivation to change
Citation: Moallem NR, Courtney KE, Bacio GA and Ray LA (2013) Modeling alcohol use disorder severity: an integrative structural equation modeling approach. Front. Psychiatry 4:75. doi: 10.3389/fpsyt.2013.00075
Received: 19 April 2013; Accepted: 13 July 2013;
Published online: 29 July 2013.
Edited by:Alain Dervaux, Centre Hospitalier Sainte-Anne, France
Copyright: © 2013 Moallem, Courtney, Bacio and Ray. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in other forums, provided the original authors and source are credited and subject to any copyright notices concerning any third-party graphics etc.
*Correspondence: Lara A. Ray, Department of Psychology, University of California Los Angeles, 1285 Franz Hall, Box 951563, Los Angeles, CA 90095-1563, USA e-mail: email@example.com