Using behavioral economics to predict opioid use during prescription opioid dependence treatment

Drug Alcohol Depend. 2015 Mar 1:148:62-8. doi: 10.1016/j.drugalcdep.2014.12.018. Epub 2014 Dec 30.

Abstract

Background: Research grounded in behavioral economics has previously linked addictive behavior to disrupted decision-making and reward-processing, but these principles have not been examined in prescription opioid addiction, which is currently a major public health problem. This study examined whether pre-treatment drug reinforcement value predicted opioid use during outpatient treatment of prescription opioid addiction.

Methods: Secondary analyses examined participants with prescription opioid dependence who received 12 weeks of buprenorphine-naloxone and counseling in a multi-site clinical trial (N=353). Baseline measures assessed opioid source and indices of drug reinforcement value, including the total amount and proportion of income spent on drugs. Weekly urine drug screens measured opioid use.

Results: Obtaining opioids from doctors was associated with lower pre-treatment drug spending, while obtaining opioids from dealers/patients was associated with greater spending. Controlling for demographics, opioid use history, and opioid source frequency, patients who spent a greater total amount (OR=1.30, p<.001) and a greater proportion of their income on drugs (OR=1.31, p<.001) were more likely to use opioids during treatment.

Conclusions: Individual differences in drug reinforcement value, as indicated by pre-treatment allocation of economic resources to drugs, reflects propensity for continued opioid use during treatment among individuals with prescription opioid addiction. Future studies should examine disrupted decision-making and reward-processing in prescription opioid users more directly and test whether reinforcer pathology can be remediated in this population.

Keywords: Behavioral economics; Buprenorphine–naloxone; Prescription opioids; Treatment outcome.

Publication types

  • Multicenter Study
  • Randomized Controlled Trial
  • Research Support, N.I.H., Extramural

MeSH terms

  • Adult
  • Aged
  • Buprenorphine / economics
  • Buprenorphine / therapeutic use
  • Buprenorphine, Naloxone Drug Combination / economics
  • Buprenorphine, Naloxone Drug Combination / therapeutic use
  • Economics, Behavioral / trends*
  • Female
  • Humans
  • Male
  • Middle Aged
  • Naloxone / economics
  • Naloxone / therapeutic use
  • Narcotic Antagonists / economics
  • Narcotic Antagonists / therapeutic use
  • Opiate Substitution Treatment / economics
  • Opiate Substitution Treatment / psychology*
  • Opiate Substitution Treatment / trends*
  • Opioid-Related Disorders / drug therapy
  • Opioid-Related Disorders / economics
  • Opioid-Related Disorders / psychology*
  • Predictive Value of Tests
  • Prescription Drug Misuse / economics
  • Prescription Drug Misuse / psychology*
  • Prescription Drug Misuse / trends*
  • Treatment Outcome

Substances

  • Buprenorphine, Naloxone Drug Combination
  • Narcotic Antagonists
  • Naloxone
  • Buprenorphine