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Dunne N, Casey MB, Ivers JH. What are the risk factors of non-fatal overdose among persons who use opioids? A systematic review and meta-analysis. JOURNAL OF SUBSTANCE USE AND ADDICTION TREATMENT 2025; 171:209630. [PMID: 39890023 DOI: 10.1016/j.josat.2025.209630] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2024] [Revised: 12/22/2024] [Accepted: 01/21/2025] [Indexed: 02/03/2025]
Abstract
INTRODUCTION Non-fatal opioid overdose (NFOD) is a concerning public health issue that is a risk factor for subsequent fatal overdose. METHODS This systematic review aimed to evaluate all the previous literature using a self-report method to investigate the risk factors of NFOD. The Preferred Reporting Items for Systematic Reviews and Meta Analyses (PRSIMA) and its 27-item checklist guided the conduct and reporting of this systematic review. The review used the population, risk factor, and outcome (PRO) framework. The population was studies with a majority of participants that regularly used opioids. Risk factors were demographic, medical, and behavioral characteristics. The outcomes were self-reported recent (<12 months) or lifetime presence of NFOD. The study explored seven databases: PubMed, Embase, Cochrane Library, PsycINFO, CINAHL, ProQuest, and Web of Science and used Google Scholar to search for grey literature. A risk of bias assessment was carried out using ROBANS-E and meta-analysis was performed using STATA. RESULTS The review discovered 53 studies using the self-report experience of persons who use opioids assessing different factors associated with NFOD. Involvement in the sex trade, having a lower than typical education, previous incarceration, experiencing homelessness, unemployment, psychiatric co-morbidity, suicidal ideation or behavior, polysubstance use, especially benzodiazepine use and problematic alcohol use, needing help injecting, former opioid agonist therapy (OAT) engagement, previous treatment experiences, and a hepatitis-C diagnosis were associated with an increased likelihood of NFOD. Current engagement in OAT was protective against NFOD. Gender, relationship status, needle exchange use, symptoms of anxiety, and being HIV positive were not strongly associated with a difference in NFOD likelihood. CONCLUSION Using the findings from above to identify the individuals who are at high risk for NFOD, particularly those using opioids, will enable a targeted approach to outreach and education programs based on the identified risk factors- such as polysubstance use, socioeconomic associations, and psychiatric co-morbidities, which can help reduce the occurrence of NFOD.
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Webb P, Ireland J, Colledge-Frisby S, Peacock A, Leung J, Vickerman P, Farrell M, Hickman M, Grebely J, Degenhardt L. Patterns of drug use among people who inject drugs: A global systematic review and meta-analysis. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2024; 128:104455. [PMID: 38796926 DOI: 10.1016/j.drugpo.2024.104455] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 03/28/2024] [Accepted: 05/08/2024] [Indexed: 05/29/2024]
Abstract
BACKGROUND A better understanding of global patterns of drug use among people who inject drugs can inform interventions to reduce harms related to different use profiles. This review aimed to comprehensively present the geographical variation in drug consumption patterns among this population. METHODS Systematic searches of peer reviewed (PsycINFO, Medline, Embase) and grey literature published from 2008-2022 were conducted. Data on recent (past year) and lifetime drug use among people who inject drugs were included. Data were extracted on use of heroin, amphetamines, cocaine, benzodiazepines, cannabis, alcohol, and tobacco; where possible, estimates were disaggregated by route of administration (injecting, non-injecting, smoking). National estimates were generated and, where possible, regional, and global estimates were derived through meta-analysis. RESULTS Of 40,427 studies screened, 394 were included from 81 countries. Globally, an estimated 78.1 % (95 %CI:70.2-84.2) and 71.8 % (65.7-77.2) of people who inject drugs had recently used (via any route) and injected heroin, while an estimated 52.8 % (47.0-59.0) and 19.8 % (13.8-26.5) had recently used and injected amphetamines, respectively. Over 90 % reported recent tobacco use (93.5 % [90.8-95.3]) and recent alcohol use was 59.1 % (52.6-65.6). In Australasia recent heroin use was lowest (49.4 % [46.8-52.1]) while recent amphetamine injecting (64.0 % [60.8-67.1]) and recent use of cannabis (72.3 % [69.9-74.6]) were higher than in all other regions. Recent heroin use (86.1 % [78.3-91.4]) and non-injecting amphetamine use (43.3 % [38.4-48.3]) were highest in East and Southeast Asia. Recent amphetamine use (75.8 % [72.7-78.8]) and injecting heroin use (84.8 % (81.4-87.8) were highest in North America while non-injecting heroin use was highest in Western Europe (45.0 % [41.3-48.7]). CONCLUSION There is considerable variation in types of drugs and routes of administration used among people who inject drugs. This variation needs to be considered in national and global treatment and harm reduction interventions to target the specific behaviours and harms associated with these regional profiles of use.
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Affiliation(s)
- Paige Webb
- National Drug and Alcohol Research Centre, UNSW Sydney, Sydney, Australia.
| | - Jeremy Ireland
- National Drug and Alcohol Research Centre, UNSW Sydney, Sydney, Australia
| | - Samantha Colledge-Frisby
- National Drug and Alcohol Research Centre, UNSW Sydney, Sydney, Australia; National Drug Research Institute (NDRI) Melbourne, Curtin University, Melbourne, Australia
| | - Amy Peacock
- National Drug and Alcohol Research Centre, UNSW Sydney, Sydney, Australia; School of Psychological Sciences, University of Tasmania, Hobart, Australia
| | - Janni Leung
- National Centre for Youth Substance Use Research, University of Queensland, Brisbane, Australia
| | - Peter Vickerman
- Population Health Science, Bristol Medical School, University of Bristol, Bristol, England
| | - Michael Farrell
- National Drug and Alcohol Research Centre, UNSW Sydney, Sydney, Australia
| | - Matthew Hickman
- Population Health Science, Bristol Medical School, University of Bristol, Bristol, England
| | | | - Louisa Degenhardt
- National Drug and Alcohol Research Centre, UNSW Sydney, Sydney, Australia
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Sibley AL, Klein E, Cooper HLF, Livingston MD, Baker R, Walters SM, Gicquelais RE, Ruderman SA, Friedmann PD, Jenkins WD, Go VF, Miller WC, Westergaard RP, Crane HM. The relationship between felt stigma and non-fatal overdose among rural people who use drugs. Harm Reduct J 2024; 21:77. [PMID: 38582851 PMCID: PMC10998326 DOI: 10.1186/s12954-024-00988-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Accepted: 03/19/2024] [Indexed: 04/08/2024] Open
Abstract
BACKGROUND Drug overdose deaths in the United States exceeded 100,000 in 2021 and 2022. Substance use stigma is a major barrier to treatment and harm reduction utilization and is a priority target in ending the overdose epidemic. However, little is known about the relationship between stigma and overdose, especially in rural areas. We aimed to characterize the association between felt stigma and non-fatal overdose in a multi-state sample of rural-dwelling people who use drugs. METHODS Between January 2018 and March 2020, 2,608 people reporting past 30-day opioid use were recruited via modified chain-referral sampling in rural areas across 10 states. Participants completed a computer-assisted survey of substance use and substance-related attitudes, behaviors, and experiences. We used multivariable logistic regression with generalized estimating equations to test the association between felt stigma and recent non-fatal overdose. RESULTS 6.6% of participants (n = 173) reported an overdose in the past 30 days. Recent non-fatal overdose was significantly associated with felt stigma after adjusting for demographic and substance use-related covariates (aOR: 1.47, 95% CI: 1.20-1.81). The association remained significant in sensitivity analyses on component fear of enacted stigma items (aOR: 1.48, 95% CI: 1.20-1.83) and an internalized stigma item (aOR: 1.51, 95% CI: 1.07-2.14). CONCLUSIONS Felt stigma related to substance use is associated with higher risk of non-fatal overdose in rural-dwelling people who use drugs. Stigma reduction interventions and tailored services for those experiencing high stigma are underutilized approaches that may mitigate overdose risk.
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Affiliation(s)
- Adams L Sibley
- Department of Health Behavior, UNC Gillings School of Global Public Health, 170 Rosenau Hall CB #7400, 135 Dauer Dr, Chapel Hill, NC, 27599, USA.
| | - Emma Klein
- Department of Behavioral, Social, and Health Education Sciences, Rollins School of Public Health, Emory University, 1518 Clifton Road NE, Atlanta, GA, 30322, USA
| | - Hannah L F Cooper
- Department of Behavioral, Social, and Health Education Sciences, Rollins School of Public Health, Emory University, 1518 Clifton Road NE, Atlanta, GA, 30322, USA
| | - Melvin D Livingston
- Department of Behavioral, Social, and Health Education Sciences, Rollins School of Public Health, Emory University, 1518 Clifton Road NE, Atlanta, GA, 30322, USA
| | - Robin Baker
- OHSU-PSU School of Public Health, Oregon Health & Science University, 1810 SW 5th Ave, Suite 510, Portland, OR, 97201, USA
| | - Suzan M Walters
- Division of Epidemiology, Department of Population Health, New York University School of Medicine, 180 Madison, New York, NY, 10016, USA
| | - Rachel E Gicquelais
- School of Nursing, University of Wisconsin-Madison, 4257 Signe Skott Cooper Hall, 701 Highland Avenue, Madison, WI, 53705, USA
| | - Stephanie A Ruderman
- Department of Medicine, University of Washington, Harborview Medical Center, 325 9th Ave, Box 359931, Seattle, WA, USA
| | - Peter D Friedmann
- University of Massachusetts Chan Medical School-Baystate and Baystate Health, 3601 Main St, Springfield, MA, 01199, USA
| | - Wiley D Jenkins
- Southern Illinois University School of Medicine, 201 E Madison Street, Springfield, IL, 62702, USA
| | - Vivian F Go
- Department of Health Behavior, UNC Gillings School of Global Public Health, 170 Rosenau Hall CB #7400, 135 Dauer Dr, Chapel Hill, NC, 27599, USA
| | - William C Miller
- Department of Epidemiology, UNC Gillings School of Global Public Health, CB#8050, 3rd Floor Carolina Square, Chapel Hill, NC, 27516, USA
| | - Ryan P Westergaard
- University of Wisconsin-Madison, 1685 Highland Avenue, 5th Floor, Madison, WI, 53705-2281, USA
| | - Heidi M Crane
- Department of Medicine, University of Washington, Mail Stop 359931, Seattle, WA, 98104, USA
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Gonçalves SF, Izquierdo AM, Bates RA, Acharya A, Matto H, Sikdar S. Negative Urgency Linked to Craving and Substance Use Among Adults on Buprenorphine or Methadone. J Behav Health Serv Res 2024; 51:114-122. [PMID: 37414999 PMCID: PMC11002981 DOI: 10.1007/s11414-023-09845-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/21/2023] [Indexed: 07/08/2023]
Abstract
Despite the effectiveness of medication-assisted treatment (MAT), adults receiving MAT experience opioid cravings and engage in non-opioid illicit substance use that increases the risk of relapse and overdose. The current study examines whether negative urgency, defined as the tendency to act impulsively in response to intense negative emotion, is a risk factor for opioid cravings and non-opioid illicit substance use. Fifty-eight adults (predominately White cis-gender females) receiving MAT (with buprenorphine or methadone) were recruited from online substance use forums and asked to complete self-report questionnaires on negative urgency (UPPS-P Impulsive Behavior Scale), past 3-month opioid cravings (ASSIST-Alcohol, Smoking, and Substance Involvement Screening Test), and non-opioid illicit substance use (e.g., amphetamines, cocaine, benzodiazepines). Results revealed that negative urgency was associated with past 3-month opioid cravings, as well as past month illicit stimulant use (not benzodiazepine use). These results may indicate that individuals high in negative urgency would benefit from receiving extra intervention during MAT.
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Affiliation(s)
| | - Alyssa M Izquierdo
- Department of Psychology, George Mason University, Fairfax, VA, 22030, USA
| | - Rebecca A Bates
- Department of Psychology, George Mason University, Fairfax, VA, 22030, USA
| | - Angeela Acharya
- Department of Psychology, George Mason University, Fairfax, VA, 22030, USA
| | - Holly Matto
- Department of Psychology, George Mason University, Fairfax, VA, 22030, USA
| | - Siddhartha Sikdar
- Department of Psychology, George Mason University, Fairfax, VA, 22030, USA
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Armoon B, Griffiths MD, Mohammadi R, Ahounbar E, Fleury MJ. Acute care utilization and its associated determinants among patients with substance-related disorders: A worldwide systematic review and meta-analysis. J Psychiatr Ment Health Nurs 2023; 30:1096-1113. [PMID: 37211655 DOI: 10.1111/jpm.12936] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 05/03/2023] [Accepted: 05/07/2023] [Indexed: 05/23/2023]
Abstract
INTRODUCTION Identifying determinants of emergency department (ED) use and hospitalization among patients with substance-related disorders (SRDs) can improve health services to address unmet health needs. AIM The present study aimed to identify the prevalence rates of ED use and hospitalization, and their associated determinants among patients with SRDs. METHODS Studies in English published from January 1, 1995, to December 1, 2022, were searched on PubMed, Scopus, Cochrane Library, and Web of Science to identify primary studies. RESULTS The pooled prevalence rates of ED use and hospitalization among patients with SRDs were 36% and 41%, respectively. Patients with SRDs who were the most at risk of being both ED users and hospitalized were those (i) having medical insurance, (ii) having other drug and alcohol use disorders, (iii) having mental health disorders, and (iv) having chronic physical illnesses. A lower level of education increased the risk of ED use only. DISCUSSION To decrease ED use and hospitalization, more comprehensive services may be offered to these vulnerable patients with diversified needs. IMPLICATIONS FOR PRACTICE Chronic care integrating outreach interventions could be more provided for patients with SRDs after discharge from acute care units or hospitals.
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Affiliation(s)
- Bahram Armoon
- Social Determinants of Health Research Center, Saveh University of Medical Sciences, Saveh, Iran
| | - Mark D Griffiths
- International Gaming Research Unit, Psychology Department, Nottingham Trent University, Nottingham, UK
| | - Rasool Mohammadi
- Social Determinants of Health Research Center, School of Public Health and Nutrition, Lorestan University of Medical Sciences, Khorramabad, Iran
- Department of Biostatistics and Epidemiology, School of Public Health and Nutrition, Lorestan University of Medical Sciences, Khorramabad, Iran
| | - Elaheh Ahounbar
- Orygen, The National Center of Excellence in Youth Mental Health, University of Melbourne, Parkville, Victoria, Australia
- Center for Youth Mental Health, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Parkville, Victoria, Australia
| | - Marie-Josée Fleury
- Douglas Hospital Research Centre, Montreal, Quebec, Canada
- Department of Psychiatry, McGill University, Montreal, Quebec, Canada
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Pilarinos A, Kwa Y, Joe R, Dong H, Grant C, Fast D, Buxton JA, DeBeck K. Methadone Maintenance Treatment Discontinuation Among Young People who use Opioids in Vancouver, Canada. CANADIAN JOURNAL OF PSYCHIATRY. REVUE CANADIENNE DE PSYCHIATRIE 2023; 68:89-100. [PMID: 36377240 PMCID: PMC9923138 DOI: 10.1177/07067437221136468] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVE Retaining adolescents and young adults (AYA) in medications for opioid use disorder (MOUD), like methadone maintenance treatment (MMT), is critical to reducing toxic drug fatalities. This analysis sought to identify factors associated with MMT discontinuation among AYA. METHOD Data were derived from the At-Risk Youth Study, a prospective cohort study of street-involved AYA in Vancouver, Canada, between December 2005 and June 2018. Multivariable extended Cox regression identified factors associated with time to MMT discontinuation among AYA who recently initiated MMT. In subanalysis, multivariable extended Cox regression analysis identified factors associated with time to "actionable" MMT discontinuation, which could be addressed through policy changes. RESULTS A total of 308 participants reported recent MMT during the study period. Participants were excluded if they reported MMT in the past 6 months at baseline and were retained in MMT (n = 94, 30.5%); were missing MMT status data (n = 43, 14.0%); or completed an MMT taper (n = 11, 3.6%). Of the remaining 160 participants who initiated MMT over the study period, 102 (63.8%) discontinued MMT accounting for 119 unique discontinuation events. In multivariable extended Cox regression, MMT discontinuation was positively associated with recent weekly crystal methamphetamine use (adjusted hazard ratio [AHR] = 1.67, 95% confidence interval [CI]: 1.19 to 2.35), but negatively associated with age of first "hard" drug use (per year older) (AHR = 0.95, 95% CI: 0.90 to 1.00) and female sex (AHR = 0.66, 95% CI: 0.44 to 0.99). In subanalysis, recent weekly crystal methamphetamine use (AHR = 4.61, 95% CI: 1.78 to 11.9) and weekly heroin or fentanyl use (AHR = 3.37, 95% CI: 1.21 to 9.38) were positively associated with "actionable" MMT discontinuation, while older age (AHR = 0.87, 95% CI: 0.76 to 0.99) was negatively associated. CONCLUSIONS Efforts to revise MMT programming; provide access to a range of MOUD, harm reduction, and treatments; and explore coprescribing stimulants to AYA with concurrent stimulant use may improve treatment retention and reduce toxic drug fatalities.
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Affiliation(s)
- Andreas Pilarinos
- 558158British Columbia Centre on Substance Use, Vancouver, Canada.,Interdisciplinary Studies Graduate Program, 8166University of British Columbia, Vancouver, Canada
| | - Yandi Kwa
- Vancouver Coastal Health, Vancouver, Canada
| | - Ronald Joe
- Vancouver Coastal Health, Vancouver, Canada
| | - Huiru Dong
- 558158British Columbia Centre on Substance Use, Vancouver, Canada.,1811Harvard Medical School, Harvard University, Boston, MA, USA.,213912Institute for Technology Assessment, Massachusetts General Hospital, Boston, MA, USA
| | - Cameron Grant
- 558158British Columbia Centre on Substance Use, Vancouver, Canada
| | - Danya Fast
- 558158British Columbia Centre on Substance Use, Vancouver, Canada.,Department of Medicine, 8166University of British Columbia, Vancouver, Canada
| | - Jane Alison Buxton
- School of Population and Public Health, 8166University of British Columbia, Vancouver, Canada
| | - Kora DeBeck
- 558158British Columbia Centre on Substance Use, Vancouver, Canada.,School of Public Policy, 175073Simon Fraser University, Vancouver, Canada
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Cano M, Oh S, Osborn P, Olowolaju SA, Sanchez A, Kim Y, Moreno AC. County-level predictors of US drug overdose mortality: A systematic review. Drug Alcohol Depend 2023; 242:109714. [PMID: 36463764 DOI: 10.1016/j.drugalcdep.2022.109714] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Revised: 11/21/2022] [Accepted: 11/21/2022] [Indexed: 11/27/2022]
Abstract
BACKGROUND This systematic review summarized published literature on county-level predictors of drug overdose mortality in the United States (US). METHODS Peer-reviewed studies and doctoral dissertations published in English between 1990 and July 19, 2022 were identified from PubMed, Web of Science, ProQuest Dissertations & Theses, PsycINFO, CINAHL, and EconLit. Eligible studies examined at least one county-level predictor of drug overdose mortality in US counties. Two reviewers independently completed screening, quality assessment (with an adapted National Institutes of Health Quality Assessment Tool), and data extraction. Results were qualitatively summarized and grouped by predictor categories. RESULTS Of 56 studies included, 42.9% were subnational, and 53.6% were limited to opioid overdose. In multiple studies, measures related to opioid prescribing, illness/disability, economic distress, mining employment, incarceration, family distress, and single-parent families were positively associated with drug overdose mortality outcomes, while measures related to cannabis dispensaries, substance use treatment, social capital, and family households were negatively associated with drug overdose mortality outcomes. Both positive and negative associations were documented for smoking, uninsurance, healthcare professional shortage status, physicians per capita, unemployment, income, poverty, educational attainment, racial composition, and rurality. Findings within studies also differed by subpopulation (by race/ethnicity, gender, age, or rurality) and the type of drugs involved in overdose. CONCLUSIONS The findings of this review provide relatively mixed evidence regarding many county-level predictors of overdose mortality, several of which also vary between subpopulations, supporting the importance of additional research to elucidate pathways through which the county context may shape risk of fatal overdose.
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Affiliation(s)
- Manuel Cano
- School of Social Work, Arizona State University, USA.
| | - Sehun Oh
- College of Social Work, The Ohio State University, USA
| | | | | | - Armando Sanchez
- Department of Social Work, University of Texas at San Antonio, USA
| | - Yeonwoo Kim
- Department of Kinesiology, University of Texas at Arlington, USA; School of Social Work, University of Texas at Arlington, USA
| | - Alberto Cano Moreno
- Department of Public Policy, Universidad Autónoma del Estado de Hidalgo, México
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8
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Armoon B, Fleury MJ, Griffiths MD, Bayani A, Mohammadi R, Ahounbar E. Emergency Department Use, Hospitalization, and Their Sociodemographic Determinants among Patients with Substance-Related Disorders: A Worldwide Systematic Review and Meta-Analysis. Subst Use Misuse 2023; 58:331-345. [PMID: 36592043 DOI: 10.1080/10826084.2022.2161313] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Background: Identifying the determinants of emergency department (ED) use and hospitalization among patients with substance-related disorders (SRD) can help inform healthcare services and case management regarding their unmet health needs and strategies to reduce their acute care. Objectives: The present study aimed to identify sociodemographic characteristics, type of used drug, and risky behaviors associated with ED use and hospitalization among patients with SRD. Methods: Studies in English published from January 1st, 1995 to April 30th, 2022 were searched from PubMed, Scopus, Cochrane Library, and Web of Science to identify primary studies on ED use and hospitalization among patients with SRD. Results: Of the 17,348 outputs found, a total of 39 studies met the eligibility criteria. Higher ED use and hospitalization among patients with SRD were associated with a history of homelessness (ED use: OR = 1.93, 95%CI = 1.32-2.83; hospitalization: OR = 1.53, 95%CI = 1.36-1.73) or of injection drug use (ED use: OR = 1.34, 95%CI = 1.13-1.59; hospitalization: OR = 1.42, 95%CI = 1.20-1.69). Being female (OR = 1.24, 95%CI = 1.14-1.35), using methamphetamine (OR = 1.99, 95%CI = 1.24-3.21) and tobacco (OR = 1.25, 95%CI = 1.11-1.42), having HIV (OR = 1.70, 95%CI = 1.47-1.96), a history of incarceration (OR = 1.90, 95%CI = 1.27-2.85) and injury (OR = 2.62, 95%CI = 1.08-6.35) increased ED use only, while having age over 30 years (OR = 1.40, 95%CI = 1.08-1.81) and using cocaine (OR = 1.60, 95%CI = 1.32-1.95) increased hospitalization only among patients with SRD. Conclusions: The finding outline the necessity of developing outreach program and primary care referral for patients with SRD. Establishing a harm reduction program, incorporating needle/syringe exchange programs, and safe injection training with the aim of declining ED use and hospitalization, is likely be another beneficial strategy for patients with SRD.
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Affiliation(s)
- Bahram Armoon
- Douglas Hospital Research Centre, Douglas Mental Health University InstituteMontreal, Quebec, Canada.,Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Marie-Josée Fleury
- Douglas Hospital Research Centre, Douglas Mental Health University InstituteMontreal, Quebec, Canada.,Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Mark D Griffiths
- International Gaming Research Unit, Psychology Department, Nottingham Trent University, Nottingham, UK
| | - Azadeh Bayani
- Student Research Committee, School of Allied Medical Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Rasool Mohammadi
- Social Determinants of Health Research Center, School of Public Health and Nutrition, Lorestan University of Medical Sciences, Khorramabad, Iran.,Department of Biostatistics and Epidemiology, School of Public Health and Nutrition, Lorestan University of Medical Sciences, Khorramabad, Iran
| | - Elaheh Ahounbar
- Orygen, The National Center of Excellence in Youth Mental Health, University of Melbourne, Parkville, VIC, Australia.,Center for Youth Mental Health, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Parkville, Australia
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9
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Kennedy MC, Crabtree A, Nolan S, Mok WY, Cui Z, Chong M, Slaunwhite A, Ti L. Discontinuation and tapering of prescribed opioids and risk of overdose among people on long-term opioid therapy for pain with and without opioid use disorder in British Columbia, Canada: A retrospective cohort study. PLoS Med 2022; 19:e1004123. [PMID: 36454732 PMCID: PMC9714711 DOI: 10.1371/journal.pmed.1004123] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Accepted: 10/14/2022] [Indexed: 12/03/2022] Open
Abstract
BACKGROUND The overdose crisis in North America has prompted system-level efforts to restrict opioid prescribing for chronic pain. However, little is known about how discontinuing or tapering prescribed opioids for chronic pain shapes overdose risk, including possible differential effects among people with and without concurrent opioid use disorder (OUD). We examined associations between discontinuation and tapering of prescribed opioids and risk of overdose among people on long-term opioid therapy for pain, stratified by diagnosed OUD and prescribed opioid agonist therapy (OAT) status. METHODS AND FINDINGS For this retrospective cohort study, we used a 20% random sample of residents in the provincial health insurance client roster in British Columbia (BC), Canada, contained in the BC Provincial Overdose Cohort. The study sample included persons aged 14 to 74 years on long-term opioid therapy for pain (≥90 days with ≥90% of days on therapy) between October 2014 and June 2018 (n = 14,037). At baseline, 7,256 (51.7%) persons were female, the median age was 55 years (quartile 1-3: 47-63), 227 (1.6%) persons had been diagnosed with OUD (in the past 3 years) and recently (i.e., in the past 90 days) been prescribed OAT, and 483 (3.4%) had been diagnosed with OUD but not recently prescribed OAT. The median follow-up duration per person was 3.7 years (quartile 1-3: 2.6-4.0). Marginal structural Cox regression with inverse probability of treatment weighting (IPTW) was used to estimate the effect of prescribed opioid treatment for pain status (discontinuation versus tapered therapy versus continued therapy [reference]) on risk of overdose (fatal or nonfatal), stratified by the following groups: people without diagnosed OUD, people with diagnosed OUD receiving OAT, and people with diagnosed OUD not receiving OAT. In marginal structural models with IPTW adjusted for a range of demographic, prescription, comorbidity, and social-structural exposures, discontinuing opioids (i.e., ≥7-day gap[s] in therapy) was associated with increased overdose risk among people without OUD (adjusted hazard ratio [AHR] = 1.44; 95% confidence interval [CI] 1.12, 1.83; p = 0.004), people with OUD not receiving OAT (AHR = 3.18; 95% CI 1.87, 5.40; p < 0.001), and people with OUD receiving OAT (AHR = 2.52; 95% CI 1.68, 3.78; p < 0.001). Opioid tapering (i.e., ≥2 sequential decreases of ≥5% in average daily morphine milligram equivalents) was associated with decreased overdose risk among people with OUD not receiving OAT (AHR = 0.31; 95% CI 0.14, 0.67; p = 0.003). The main study limitations are that the outcome measure did not capture overdose events that did not result in a healthcare encounter or death, medication dispensation may not reflect medication adherence, residual confounding may have influenced findings, and findings may not be generalizable to persons on opioid therapy in other settings. CONCLUSIONS Discontinuing prescribed opioids was associated with increased overdose risk, particularly among people with OUD. Prescribed opioid tapering was associated with reduced overdose risk among people with OUD not receiving OAT. These findings highlight the need to avoid abrupt discontinuation of opioids for pain. Enhanced guidance is needed to support prescribers in implementing opioid therapy tapering strategies with consideration of OUD and OAT status.
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Affiliation(s)
- Mary Clare Kennedy
- British Columbia Centre on Substance Use, Vancouver, British Columbia, Canada
- School of Social Work, University of British Columbia–Okanagan, Kelowna, British Columbia, Canada
- * E-mail:
| | - Alexis Crabtree
- School of Population and Public Health, University of British Columbia, Vancouver, British Columbia, Canada
| | - Seonaid Nolan
- British Columbia Centre on Substance Use, Vancouver, British Columbia, Canada
- Department of Medicine, University of British Columbia, St. Paul’s Hospital, Vancouver, British Columbia, Canada
| | - Wing Yin Mok
- British Columbia Centre on Substance Use, Vancouver, British Columbia, Canada
| | - Zishan Cui
- British Columbia Centre on Substance Use, Vancouver, British Columbia, Canada
- School of Population and Public Health, University of British Columbia, Vancouver, British Columbia, Canada
| | - Mei Chong
- British Columbia Centre for Disease Control, Vancouver, British Columbia, Canada
| | - Amanda Slaunwhite
- School of Population and Public Health, University of British Columbia, Vancouver, British Columbia, Canada
- British Columbia Centre for Disease Control, Vancouver, British Columbia, Canada
| | - Lianping Ti
- British Columbia Centre on Substance Use, Vancouver, British Columbia, Canada
- Department of Medicine, University of British Columbia, St. Paul’s Hospital, Vancouver, British Columbia, Canada
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10
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Armoon B, Fleury MJ, Bayani A, Mohammadi R, Ahounbar E, Griffiths MD. Suicidal behaviors among intravenous drug users: a meta-analysis. JOURNAL OF SUBSTANCE USE 2022. [DOI: 10.1080/14659891.2022.2120435] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
Affiliation(s)
- Bahram Armoon
- Douglas Hospital Research Centre, Montreal, Quebec, Canada
- Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Marie-Josée Fleury
- Douglas Hospital Research Centre, Montreal, Quebec, Canada
- Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Azadeh Bayani
- Student Research Committee, School of Allied Medical Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Rasool Mohammadi
- Department of Biostatistics and Epidemiology, School of Public Health and Nutrition, Lorestan University of Medical Sciences, Khorramabad, Iran
| | - Elaheh Ahounbar
- Orygen, the National Center of Excellence in Youth Mental Health, University of Melbourne, Parkville, Australia
- Center for Youth Mental Health, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Parkville, Australia
| | - Mark D. Griffiths
- International Gaming Research Unit, Psychology Department, Nottingham Trent University, Nottingham, UK
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11
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Armoon B, Griffiths MD, Bayani A, Mohammadi R, Ahounbar E. Prevalence and associates of non-fatal overdose among people who inject drugs in Saveh, Iran. Addict Sci Clin Pract 2022; 17:42. [PMID: 35927753 PMCID: PMC9351099 DOI: 10.1186/s13722-022-00325-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Accepted: 07/25/2022] [Indexed: 11/24/2022] Open
Abstract
Background As a public health issue, non-fatal overdose (NFOD) is highly prevalent among people who inject drugs (PWID). This can lead to an elevated risk of future overdose, causing various harms including possible death. It is essential to improve knowledge concerning this problem and its associated risk factors to inform overdose prevention and assistance programs. The primary aim of the present study was to determine the prevalence of NFOD and associated risk factors among PWID in Saveh, Iran. Methods In the present cross-sectional study, 272 PWID living in Saveh, Iran were interviewed face-to-face using a structured survey. Data concerning socio-demographics, substance use, risky behaviors, and services utilization data were collected. The outcome variable (i.e., NFOD) was assessed by answering “Yes” to the question: “In the past three months, have you ever overdosed (at least once) by accident?” Results The prevalence of NFOD among PWID in the past three months was 54%. The characteristics and behaviors that were associated with an increased risk of experiencing NFOD in the past three months were being of older age (AOR = 5.2, p < 0.05), drug use initiation under the age of 22 years (AOR = 7.8, p < 0.05), being an alcohol user (AOR = 3.0, p < 0.05), and being a simultaneous multiple drug user (AOR = 5.8, p < 0.05). Also, more recent initiates to injecting (< 2 years) had an increased risk of experiencing a non-fatal overdose in the past three months. Findings also indicated that those who (i) attended a needle and syringe program (AOR: 0.3, p < 0.05), (ii) were visited by a general practitioner (AOR: 0.03, p < 0.05), and (iii) received a psychosocial intervention (AOR: 0.1, p < 0.05) were 0.3, 0.03 and 0.1 times less likely to report non-fatal overdosing than other participants, respectively. Conclusions The results indicate that intervention and prevention initiatives seeking to reduce NFOD among PWID should not only be focused on the primary drug used but also the use of alcohol and polysubstance use. Specific and tailored psychological interventions combined with pharmacotherapy may be highly beneficial for PWID who experience more severe types of substance use, including alcohol use disorders and/or polysubstance abuse.
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Affiliation(s)
- Bahram Armoon
- Social Determinants of Health Research Center, Saveh University of Medical Sciences, Saveh, Iran. .,School of Nursing and Midwifery, Saveh University of Medical Sciences, Shahid Beheshti Blvd, Shahid Fahmideh Blvd, 4th floor, Saveh, Markazi Province, Iran.
| | - Mark D Griffiths
- International Gaming Research Unit, Psychology Department, Nottingham Trent University, Nottingham, UK
| | - Azadeh Bayani
- Student Research Committee, School of Allied Medical Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Rasool Mohammadi
- Department of Biostatistics and Epidemiology, School of Public Health and Nutrition, Lorestan University of Medical Sciences, Khorramabad, Iran
| | - Elaheh Ahounbar
- Orygen, The National Center of Excellence in Youth Mental Health, University of Melbourne, Parkville, VIC, Australia.,Center for Youth Mental Health, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Parkville, Australia
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12
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Armoon B, Mohammadi R, Fattah Moghaddam L, Gonabadi-Nezhad L. Type of drug use and risky determinants associated with fatal overdose among people who use drugs: a meta-analysis. JOURNAL OF SUBSTANCE USE 2021. [DOI: 10.1080/14659891.2021.2019329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Bahram Armoon
- Douglas Hospital Research Centre, Douglas Mental Health University Institute, Montreal, QC, Canada
- Department of Psychiatry, McGill University, Montreal, QC, Canada
| | - Rasool Mohammadi
- Department of Biostatistics and Epidemiology, School of Public Health and Nutrition, Lorestan University of Medical Sciences, Khorramabad, Iran
| | - Ladan Fattah Moghaddam
- Department of Nursing, Faculty of Nursing and Midwifery, Tehran Medical Sciences, Islamic Azad University, Tehran, Iran
| | - Leila Gonabadi-Nezhad
- Department of Psychiatry, Faculty of Medicine, Aja University of Medical Sciences, Tehran, Iran
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