No association of goal-directed and habitual control with alcohol consumption in young adults

Addict Biol. 2018 Jan;23(1):379-393. doi: 10.1111/adb.12490. Epub 2017 Jan 23.

Abstract

Alcohol dependence is a mental disorder that has been associated with an imbalance in behavioral control favoring model-free habitual over model-based goal-directed strategies. It is as yet unknown, however, whether such an imbalance reflects a predisposing vulnerability or results as a consequence of repeated and/or excessive alcohol exposure. We, therefore, examined the association of alcohol consumption with model-based goal-directed and model-free habitual control in 188 18-year-old social drinkers in a two-step sequential decision-making task while undergoing functional magnetic resonance imaging before prolonged alcohol misuse could have led to severe neurobiological adaptations. Behaviorally, participants showed a mixture of model-free and model-based decision-making as observed previously. Measures of impulsivity were positively related to alcohol consumption. In contrast, neither model-free nor model-based decision weights nor the trade-off between them were associated with alcohol consumption. There were also no significant associations between alcohol consumption and neural correlates of model-free or model-based decision quantities in either ventral striatum or ventromedial prefrontal cortex. Exploratory whole-brain functional magnetic resonance imaging analyses with a lenient threshold revealed early onset of drinking to be associated with an enhanced representation of model-free reward prediction errors in the posterior putamen. These results suggest that an imbalance between model-based goal-directed and model-free habitual control might rather not be a trait marker of alcohol intake per se.

Keywords: alcohol; goal-directed; reinforcement learning.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adolescent
  • Alcohol Drinking*
  • Brain / diagnostic imaging*
  • Decision Making*
  • Functional Neuroimaging
  • Goals
  • Habits
  • Humans
  • Impulsive Behavior*
  • Magnetic Resonance Imaging
  • Male
  • Motivation
  • Prefrontal Cortex / diagnostic imaging
  • Reward
  • Ventral Striatum / diagnostic imaging