ArticlePLoS medicine2019
Opioid agonist treatment scale-up and the initiation of injection drug use: A dynamic modeling analysis.
Article in PLoS medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 1 of them a synthesis that pooled it.
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Who cites it
18 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Prevalence and Correlates of Providing and Receiving Assistance With the Transition to Injection Drug Use.Epidemiologic reviews · 2020Pooled it
- Medication transitions and predictors of illicit substance use during opioid agonist treatment: a three-year follow-up study.Addiction science & clinical practice · 2026Observational
- The Effect of Opioid Agonist Treatment on Injection-Related Sequelae: A Population-Based Observational Study.Drug safety · 2025Observational
- Quantifying the number of people who would benefit from HIV pre-exposure prophylaxis (PrEP) in the United States: a comparison of behavioral, acquisition-risk based, and economic metrics.medRxiv : the preprint server for health sciences · 2025Article
- An individual-based dynamic model to assess interventions to mitigate opioid overdose risk.Harm reduction journal · 2024Article
- A Dynamic Model of Opioid Overdose Deaths in Canada during the Co-Occurring Opioid Overdose Crisis and COVID-19 Pandemic.International journal of environmental research and public health · 2024Article
- Latent polydrug use patterns and the provision of injection initiation assistance among people who inject drugs in three North American settings.Drug and alcohol review · 2023Article
- First-line opioid agonist treatment as prevention against assisting others in initiating injection drug use: A longitudinal cohort study of people who inject drugs in Vancouver, Canada.Drug and alcohol dependence reports · 2023Article
- The influence of poly-drug use patterns on the association between opioid agonist treatment engagement and injecting initiation assistance.Substance abuse treatment, prevention, and policy · 2022Article
- Factors Associated with Likelihood of Initiating Others into Injection Drug Use Among People Who Inject Drugs in West Virginia.AIDS and behavior · 2022Article
- Investigating a bidirectional relationship between overdose and provision of injection initiation assistance among persons who inject drugs in Vancouver, Canada and Tijuana, Mexico.The International journal on drug policy · 2021Article
- Article
- The impact of recent homelessness on the provision of injection drug use initiation assistance among persons who inject drugs in Tijuana, Mexico and Vancouver, Canada.Drug and alcohol dependence · 2021Article
- Methodological approaches for the prediction of opioid use-related epidemics in the United States: a narrative review and cross-disciplinary call to action.Translational research : the journal of laboratory and clinical medicine · 2021Review
- Daily heroin injection and psychiatric disorders: A cross-sectional survey among People Who Inject Drugs (PWID) in Haiphong, Vietnam.Drug and alcohol dependence · 2020Article
- Recent incarceration and risk of first-time injection initiation assistance: A prospective cohort study of persons who inject drugs.Drug and alcohol dependence · 2020Article
- Farewell to Bright-Line: A Guide to Reporting Quantitative Results Without the S-Word.Frontiers in psychology · 2020Article
- Addressing the context and consequences of substance use, misuse, and dependence: A global imperative.PLoS medicine · 2019Article
Corrections and comments
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Authors and funding
11 authors.
Funding
Abstract
backgroundInjection drug use (IDU) is associated with multiple health harms. The vast majority of IDU initiation events (in which injection-naïve persons first adopt IDU) are assisted by a person who injects drugs (PWID), and as such, IDU could be considered as a dynamic behavioral transmission process. Data suggest that opioid agonist treatment (OAT) enrollment is associated with a reduced likelihood of assisting with IDU initiation. We assessed the association between recent OAT enrollment and assisting IDU initiation across several North American settings and used dynamic modeling to project the potential population-level impact of OAT scale-up within the PWID population on IDU initiation. METHODS AND
findingsWe employed data from a prospective multicohort study of PWID in 3 settings (Vancouver, Canada [n = 1,737]; San Diego, United States [n = 346]; and Tijuana, Mexico [n = 532]) from 2014 to 2017. Site-specific modified Poisson regression models were constructed to assess the association between recent (past 6 month) OAT enrollment and history of ever having assisted an IDU initiation with recently assisting IDU initiation. Findings were then pooled using linear mixed-effects techniques. A dynamic transmission model of IDU among the general population was developed, stratified by known factors associated with assisting IDU initiation and relevant drug use behaviors. The model was parameterized to a generic North American setting (approximately 1% PWID) and used to estimate the impact of increasing OAT coverage among PWID from baseline (approximately 21%) to 40%, 50%, and 60% on annual IDU initiation incidence and corresponding PWID population size across a decade. From Vancouver, San Diego, and Tijuana, respectively, 4.5%, 5.2%, and 4.3% of participants reported recently assisting an IDU initiation, and 49.4%, 19.7%, and 2.1% reported recent enrollment in OAT. Recent OAT enrollment was significantly associated with a 45% lower likelihood of providing recent IDU initiation assistance among PWID (relative risk [RR] 0.55 [95% CI 0.36-0.84], p = 0.006) compared to those not recently on OAT. Our dynamic model predicts a baseline mean of 1,067 (2.5%-97.5% interval [95% I 490-2,082]) annual IDU initiations per 1,000,000 individuals, of which 886 (95% I 406-1,750) are assisted by PWID. Based on our observed statistical associations, our dynamic model predicts that increasing OAT coverage from approximately 21% to 40%, 50%, or 60% among PWID could reduce annual IDU initiations by 11.5% (95% I 2.4-21.7), 17.3% (95% I 5.6-29.4), and 22.8% (95% I 8.1-36.8) and reduce the PWID population size by 5.4% (95% I 0.1-12.0), 8.2% (95% I 2.2-16.9), and 10.9% (95% I 3.2-21.8) relative to baseline, respectively, in a decade. Less impact occurs when the protective effect of OAT is diminished, when a greater proportion of IDU initiations are unassisted by PWID, and when average IDU career length is longer. The study's main limitations are uncertainty in the causal pathway between OAT enrollment and assisting with IDU initiation and the use of a simplified model of IDU initiation.
conclusionsIn addition to its known benefits on preventing HIV, hepatitis C virus (HCV), and overdose among PWID, our modeling suggests that OAT scale-up may also reduce the number of IDU initiations and PWID population size.
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