Mapping data-driven individualized neurobehavioral phenotypes in heavy alcohol drinkers

Alcohol Clin Exp Res. 2021 Apr;45(4):841-853. doi: 10.1111/acer.14580. Epub 2021 Apr 16.

Abstract

Objective: Recent studies have examined the factor structure and associated correlates of three neurofunctional domains, executive function, incentive salience, and negative emotionality in the development and maintenance of alcohol use disorders in clinical samples. The current study sought to replicate and extend prior work by testing this 3-factor model, utilizing both exact and similar phenotypic measures, as well as novel measures, in a non-treatment-seeking sample.

Methods: Self-report measures of alcohol addiction, impulsivity, behavior, and exposure to early-life stress were collected as part of baseline assessments for alcohol imaging and pharmacotherapy studies in 335 individuals. Confirmatory factor analysis (CFA) was used to examine model structure and fit. A multiple indicators, multiple causes (MIMIC) model identified predictors of latent factors identified by CFA.

Results: Results supported an intercorrelated model with three factors: executive function, incentive salience, and emotionality. All factors were associated with current AUD, and incentive salience was uniquely associated with past 30-day drinking frequency. MIMIC results identified multiple significant predictors of these latent factors, including history of alcohol use disorder, positive family history of alcohol dependence, earlier age of first drink, and a history of childhood emotional abuse and physical neglect.

Conclusions: Our results support an intercorrelated 3-factor model of neurofunctional domains in alcohol use models, consistent with published findings. Because childhood physical neglect was a significant predictor of all latent factors, these results also highlight the significant negative impact of childhood neglect on later addiction development.

Keywords: alcohol; diagnosis; neurofunctional domains; phenotypes; statistical modeling.

Publication types

  • Research Support, N.I.H., Extramural

MeSH terms

  • Adult
  • Adverse Childhood Experiences / psychology*
  • Alcohol Drinking / psychology*
  • Depression
  • Factor Analysis, Statistical
  • Female
  • Humans
  • Impulsive Behavior*
  • Male
  • Motivation*
  • Phenotype
  • Young Adult