The mean and the individual: Integrating variable-centered and person-centered analyses of cognitive recovery in patients with substance use disorders

Neuropsychological and cognitive deficits are observed in the majority of persons with alcohol and drug use disorders and may interfere with treatment processes and outcomes. Although, on average, the brain and cognition improve with abstinence or markedly reduced substance use, better understanding...

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Main Authors: Marsha E. Bates, Jennifer F. Buckman, Gerald T. Voelbel, David eEddie, Jason eFreeman
Format: Article
Language:English
Published: Frontiers Media S.A. 2013-12-01
Series:Frontiers in Psychiatry
Subjects:
Online Access:http://journal.frontiersin.org/Journal/10.3389/fpsyt.2013.00177/full
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spelling doaj-85bc5df8dd2b42008689029aab08f5972020-11-24T20:40:43ZengFrontiers Media S.A.Frontiers in Psychiatry1664-06402013-12-01410.3389/fpsyt.2013.0017763940The mean and the individual: Integrating variable-centered and person-centered analyses of cognitive recovery in patients with substance use disordersMarsha E. Bates0Jennifer F. Buckman1Gerald T. Voelbel2David eEddie3Jason eFreeman4Rutgers, The State University of New JerseyRutgers, The State University of New JerseyNew York UniversityRutgers, The State University of New JerseyRutgers, The State University of New JerseyNeuropsychological and cognitive deficits are observed in the majority of persons with alcohol and drug use disorders and may interfere with treatment processes and outcomes. Although, on average, the brain and cognition improve with abstinence or markedly reduced substance use, better understanding of the heterogeneity in the time-course and extent of cognitive recovery at the individual level is useful to promote bench-to-bedside translation and inform clinical decision making. This study integrated a variable-centered and a person-centered approach to characterize diversity in cognitive recovery in 197 patients in treatment for a substance use disorder. We assessed executive function, verbal ability, memory, and complex information processing speed at treatment entry, and then 6, 26, and 52 weeks later. Structural equation modeling was used to define underlying ability constructs and determine the mean level of cognitive changes in the sample while minimizing measurement error and practice effects on specific tests. Individual-level empirical growth plots of latent factor scores were used to explore prototypical trajectories of cognitive change. At the level of the mean, small to medium effect size gains in cognitive abilities were observed over one year. At the level of the individual, the mean trajectory of change was also the modal individual recovery trajectory shown by about half the sample. Other prototypical cognitive change trajectories observed in all four cognitive domains included Delayed Gain, Loss of Gain, and Continuous Gain. Together these trajectories encompassed between 86% and 94% of individual growth plots across the four latent abilities. Further research is needed to replicate and predict trajectory membership. Replication of the present findings would have useful implications for targeted treatment planning and the new cognitive interventions being developed to enhance treatment outcomes.http://journal.frontiersin.org/Journal/10.3389/fpsyt.2013.00177/fullLongitudinalTreatmentsubstance use disorderscognitive recoveryneuropsychological impairmentperson-centered
collection DOAJ
language English
format Article
sources DOAJ
author Marsha E. Bates
Jennifer F. Buckman
Gerald T. Voelbel
David eEddie
Jason eFreeman
spellingShingle Marsha E. Bates
Jennifer F. Buckman
Gerald T. Voelbel
David eEddie
Jason eFreeman
The mean and the individual: Integrating variable-centered and person-centered analyses of cognitive recovery in patients with substance use disorders
Frontiers in Psychiatry
Longitudinal
Treatment
substance use disorders
cognitive recovery
neuropsychological impairment
person-centered
author_facet Marsha E. Bates
Jennifer F. Buckman
Gerald T. Voelbel
David eEddie
Jason eFreeman
author_sort Marsha E. Bates
title The mean and the individual: Integrating variable-centered and person-centered analyses of cognitive recovery in patients with substance use disorders
title_short The mean and the individual: Integrating variable-centered and person-centered analyses of cognitive recovery in patients with substance use disorders
title_full The mean and the individual: Integrating variable-centered and person-centered analyses of cognitive recovery in patients with substance use disorders
title_fullStr The mean and the individual: Integrating variable-centered and person-centered analyses of cognitive recovery in patients with substance use disorders
title_full_unstemmed The mean and the individual: Integrating variable-centered and person-centered analyses of cognitive recovery in patients with substance use disorders
title_sort mean and the individual: integrating variable-centered and person-centered analyses of cognitive recovery in patients with substance use disorders
publisher Frontiers Media S.A.
series Frontiers in Psychiatry
issn 1664-0640
publishDate 2013-12-01
description Neuropsychological and cognitive deficits are observed in the majority of persons with alcohol and drug use disorders and may interfere with treatment processes and outcomes. Although, on average, the brain and cognition improve with abstinence or markedly reduced substance use, better understanding of the heterogeneity in the time-course and extent of cognitive recovery at the individual level is useful to promote bench-to-bedside translation and inform clinical decision making. This study integrated a variable-centered and a person-centered approach to characterize diversity in cognitive recovery in 197 patients in treatment for a substance use disorder. We assessed executive function, verbal ability, memory, and complex information processing speed at treatment entry, and then 6, 26, and 52 weeks later. Structural equation modeling was used to define underlying ability constructs and determine the mean level of cognitive changes in the sample while minimizing measurement error and practice effects on specific tests. Individual-level empirical growth plots of latent factor scores were used to explore prototypical trajectories of cognitive change. At the level of the mean, small to medium effect size gains in cognitive abilities were observed over one year. At the level of the individual, the mean trajectory of change was also the modal individual recovery trajectory shown by about half the sample. Other prototypical cognitive change trajectories observed in all four cognitive domains included Delayed Gain, Loss of Gain, and Continuous Gain. Together these trajectories encompassed between 86% and 94% of individual growth plots across the four latent abilities. Further research is needed to replicate and predict trajectory membership. Replication of the present findings would have useful implications for targeted treatment planning and the new cognitive interventions being developed to enhance treatment outcomes.
topic Longitudinal
Treatment
substance use disorders
cognitive recovery
neuropsychological impairment
person-centered
url http://journal.frontiersin.org/Journal/10.3389/fpsyt.2013.00177/full
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