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Identifying Optimal Thresholds for Early Opioid Use Frequency in Predicting Buprenorphine Outcomes
Victoria R Votaw1,2,3, Allen J Bailey1,2, Roger D Weiss1,2
1Division of Alcohol, Drugs, and Addiction, McLean Hospital, Belmont, Massachusetts.
Early opioid use during buprenorphine treatment for opioid use disorder indicates a higher risk of poor outcomes. Even minimal opioid use in the first 2-3 weeks can predict sustained use and lower retention rates.
Area of Science:
- Addiction Medicine
- Pharmacotherapy
- Clinical Trials
Background:
- Early identification of nonresponse to buprenorphine treatment for opioid use disorder is crucial for improving patient outcomes.
- Opioid use within the initial weeks of treatment is a known predictor of later outcomes, but specific frequency thresholds remain unclear.
Purpose of the Study:
- To identify optimal thresholds for early opioid use frequency that predict sustained opioid use.
- To quantify the association between these early use thresholds and continuous treatment outcomes, including retention and opioid-free weeks.
Main Methods:
- Analysis of data from 562 participants across two clinical trials of buprenorphine treatment.
- Utilized receiver operating characteristic (ROC) curve analyses to determine optimal thresholds for opioid frequency in the first 4 weeks predicting sustained use (weeks 5-12).
- Employed negative binomial regressions to assess the relationship between early nonresponse indicators and opioid-free and retention weeks.
Main Results:
- Predicting sustained opioid use was optimized by identifying at least 1 day of opioid use in the first 2 weeks (PPV=0.524, NPV=0.856) or at least 2 days of use in the first 3 weeks (PPV=0.611, NPV=0.834).
- Both identified thresholds for early opioid use were significantly associated with fewer opioid-free weeks and lower treatment retention.
Conclusions:
- Very low levels of opioid use in the initial 2-3 weeks of buprenorphine treatment are significant indicators of potential poor long-term outcomes.
- Emphasizing early abstinence or near-abstinence may enhance long-term treatment stability for opioid use disorder.
- The identified thresholds can aid clinicians in identifying at-risk patients who may require adjusted treatment plans and closer monitoring.
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