| Literature DB >> 28111829 |
Stephan Nebe1,2, Nils B Kroemer1,2, Daniel J Schad3,4, Nadine Bernhardt1, Miriam Sebold3, Dirk K Müller1,2, Lucie Scholl5, Sören Kuitunen-Paul5, Andreas Heinz3, Michael A Rapp4, Quentin J M Huys6,7, Michael N Smolka1,2.
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.Entities:
Keywords: alcohol; goal-directed; reinforcement learning
Mesh:
Year: 2017 PMID: 28111829 DOI: 10.1111/adb.12490
Source DB: PubMed Journal: Addict Biol ISSN: 1355-6215 Impact factor: 4.280