When Habits Are Dangerous: Alcohol Expectancies and Habitual Decision Making Predict Relapse in Alcohol Dependence

Biol Psychiatry. 2017 Dec 1;82(11):847-856. doi: 10.1016/j.biopsych.2017.04.019. Epub 2017 May 22.

Abstract

Background: Addiction is supposedly characterized by a shift from goal-directed to habitual decision making, thus facilitating automatic drug intake. The two-step task allows distinguishing between these mechanisms by computationally modeling goal-directed and habitual behavior as model-based and model-free control. In addicted patients, decision making may also strongly depend upon drug-associated expectations. Therefore, we investigated model-based versus model-free decision making and its neural correlates as well as alcohol expectancies in alcohol-dependent patients and healthy controls and assessed treatment outcome in patients.

Methods: Ninety detoxified, medication-free, alcohol-dependent patients and 96 age- and gender-matched control subjects underwent functional magnetic resonance imaging during the two-step task. Alcohol expectancies were measured with the Alcohol Expectancy Questionnaire. Over a follow-up period of 48 weeks, 37 patients remained abstinent and 53 patients relapsed as indicated by the Alcohol Timeline Followback method.

Results: Patients who relapsed displayed reduced medial prefrontal cortex activation during model-based decision making. Furthermore, high alcohol expectancies were associated with low model-based control in relapsers, while the opposite was observed in abstainers and healthy control subjects. However, reduced model-based control per se was not associated with subsequent relapse.

Conclusions: These findings suggest that poor treatment outcome in alcohol dependence does not simply result from a shift from model-based to model-free control but is instead dependent on the interaction between high drug expectancies and low model-based decision making. Reduced model-based medial prefrontal cortex signatures in those who relapse point to a neural correlate of relapse risk. These observations suggest that therapeutic interventions should target subjective alcohol expectancies.

Keywords: Alcohol dependence; Alcohol expectancy; Goal-directed control; Medial prefrontal cortex; Reinforcement learning; Treatment outcome.

Publication types

  • Multicenter Study

MeSH terms

  • Adult
  • Alcoholism / diagnostic imaging
  • Alcoholism / physiopathology*
  • Alcoholism / psychology*
  • Decision Making / physiology*
  • Female
  • Follow-Up Studies
  • Habits*
  • Humans
  • Image Processing, Computer-Assisted
  • Magnetic Resonance Imaging
  • Male
  • Middle Aged
  • Neuropsychological Tests
  • Oxygen / blood
  • Prefrontal Cortex / diagnostic imaging
  • Recurrence
  • Reward*
  • Surveys and Questionnaires

Substances

  • Oxygen