ArticleJournal of affective disorders2022
Latent trajectories of anxiety and depressive symptoms among adults in early treatment for nonmedical opioid use.
Article in Journal of affective disorders, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Prescription opioid use and 12-month depression trajectories.Psychiatry research · 2026Article
- Tracking the longitudinal course of physiologic and mental health functioning among individuals in substance use disorder treatment.Frontiers in psychiatry · 2026Article
- Predictors of treatment attrition among individuals in substance use disorder treatment: A machine learning approach.Addictive behaviors · 2025Article
- Patterns of demoralization and anhedonia during early substance use disorder treatment and associations with treatment attrition.Journal of affective disorders · 2023Article
- Predictors of Suicidal Ideation During Residential Substance Use Treatment.The Journal of clinical psychiatry · 2023Article
- Trajectories of depression among patients in treatment for opioid use disorder: A growth mixture model secondary analysis of the XBOT trial.The American journal on addictions · 2023Article
- Patterns of polysubstance use and clinical comorbidity among persons seeking substance use treatment: An observational study.Journal of substance use and addiction treatment · 2023Observational
- Psychosocial Correlates of Opioid Use Profiles among Young Adults in a Longitudinal Study across 6 US Metropolitan Areas.Substance use & misuse · 2023Article
- Modern views of machine learning for precision psychiatry.Patterns (New York, N.Y.) · 2022Review
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Authors and funding
9 authors.
Funding
Abstract
backgroundUnderstanding the course of anxiety and depressive symptoms in early opioid use disorder (OUD) treatment may inform efforts to promote positive early treatment response and reduce treatment attrition.
methodsPersons in treatment for nonmedical opioid use were identified from 86 addiction treatment facilities. Growth mixture modeling was used to identify trajectories of anxiety and depression symptoms during the first month of treatment among individuals who screened positive for depression (N = 3016) and/or anxiety (N = 2779) at intake.
resultsA three-class solution best fit the data for anxiety symptoms and included the following trajectories: (1) persistent moderate-to-severe anxiety symptoms, (2) remitting severe anxiety symptoms, and (3) persistent minimal-to-mild anxiety symptoms. Similarly, a three-class solution best fit the data for depressive symptoms and included trajectories characterized by (1) persistent moderate-to-severe depressive symptoms, (2) persistent moderate depressive symptoms, and (3) mild/remitting depressive symptoms. Persistent moderate-to-severe anxiety and depressive symptoms were predicted by female gender and heavy past-month benzodiazepine co-use. LIMITATIONS: Fine grained-information about substance use was not collected. Results may not be generalizable to individuals receiving treatment outside of specialty addiction clinics.
conclusionsAnalysis of anxiety and depression symptom trajectories in early treatment suggest that a subset of individuals entering treatment for opioid use experienced persistent and significant anxiety and depressive symptoms, whereas others experience a remission of symptoms. Interventions designed to target individuals at the greatest risk, such as women and individuals reporting opioid/benzodiazepine co-use, may help improve mental health symptoms in early OUD treatment.
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