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Dash GF, Gizer IR, Slutske WS. Predicting first use of heroin from prescription opioid use subtypes: Insights from the Monitoring the Future longitudinal panel. Drug Alcohol Depend 2024; 255:111084. [PMID: 38232646 PMCID: PMC10842745 DOI: 10.1016/j.drugalcdep.2024.111084] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Revised: 11/13/2023] [Accepted: 12/31/2023] [Indexed: 01/19/2024]
Abstract
BACKGROUND Only a small proportion of individuals who initiate nonmedical use of prescription opioids (NUPO) transition to heroin, suggesting that more nuanced aspects of NUPO may be better indicators of risk for escalating opioid use trajectories. This study leveraged panel data to identify NUPO typologies based on NUPO characteristics associated with opioid risk trajectories (route of administration, motives) and compared rates of heroin initiation at follow-up across typologies. METHODS Latent class analyses were run among respondents with no history of heroin use from the Monitoring the Future Panel Study (base year N=10,408) at modal ages 18, 19/20, 21/22, 23/24, and 25/26. Indicators included oral NUPO, nonoral NUPO, and NUPO motives to experiment, have a good time with friends, get high, escape problems, manage pain, relax, and sleep. Heroin initiation at follow-ups through modal age 29/30 was predicted from class membership. RESULTS No NUPO, self-medication (oral, manage pain), recreational (oral, nonoral, experiment, get high, have a good time with friends), and mixed-motive (all routes, all motives) classes emerged. Heroin initiation rates did not differ across no NUPO and self-medication classes; recreational and mixed-motives classes initiated heroin at higher rates than the other classes and comparable rates to each other. Non-NUPO drug use prior to heroin initiation was prevalent in recreational and mixed-motive classes. CONCLUSIONS NUPO does not uniformly or uniquely increase risk for heroin initiation. Leveraging more nuanced indicators of risk for heroin use and targeting polysubstance use in addition to opioid-specific programming may enhance the efficacy of public health efforts.
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Affiliation(s)
- Genevieve F Dash
- Department of Psychological Sciences, University of Missouri, 210 McAlester Hall, 320 S. 6th Street, Columbia, MO 65211, USA.
| | - Ian R Gizer
- Department of Psychological Sciences, University of Missouri, 210 McAlester Hall, 320 S. 6th Street, Columbia, MO 65211, USA
| | - Wendy S Slutske
- Center for Tobacco Research and Intervention and Department of Family Medicine and Community Health, University of Wisconsin, 1930 Monroe St. #200, Madison, WI 53711, USA
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2
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Morrison M, Hai AH, Bandaru YS, Salas-Wright CP, Vaughn MG. Opioid Misuse and Associated Health Risks among Adults on Probation and Parole: Prevalence and Correlates 2015-2020. Subst Use Misuse 2023; 59:20-28. [PMID: 37735916 PMCID: PMC10754470 DOI: 10.1080/10826084.2023.2257319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/23/2023]
Abstract
BACKGROUND As state legislatures work to reduce prison populations and increase the use of community-based alternatives, limited knowledge exists about the service needs of those under criminal justice supervision in the community. Preliminary research indicates unusually high rates of disease, disability, and death. Health risks for this population include opioid misuse, a form of substance misuse that has reached epidemic proportions in the U.S. Evidence indicates this may be one of multiple epidemics this population experiences, complicating intervention. METHODS Our study included 5154 individuals on probation or parole. Using 2015-2020 data from the National Survey of Drug Use and Health (NSDUH), we conducted a series of logistic regressions examining associations between opioid misuse and a range of health risks, controlling for sociodemographic variables and survey year. RESULTS Approximately 17% of those on probation or parole indicated past-year opioid misuse, a rate 4 times higher than in the general population. Compared to those on probation and parole who did not misuse opioids, it was associated with higher odds of other health risk behaviors and mental health problems. For example, the odds of marijuana and cocaine use were 4-6 times higher and the odds of substance use disorder were 10 times higher. Similarly, the odds of experiencing major depressive episodes and serious psychological distress were 2-3 times higher. CONCLUSIONS Our findings reveal a markedly high risk for opioid misuse within this population along with associated risks for behavioral and mental health problems. The complex treatment needs of this population require greater policy attention and further research.
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Affiliation(s)
- Maria Morrison
- Saint Louis University, 1 North Grand Boulevard, St. Louis, MO 63103, U.S
| | - Audrey Hang Hai
- Tulane University, 127 Elk Place, New Orleans, LA 70112, U.S
| | | | | | - Michael G. Vaughn
- Saint Louis University, 1 North Grand Boulevard, St. Louis, MO 63103, U.S
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3
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Huang LC, Johnson JE, Bleicher J, Blumling AN, Savarise M, Wetter DW, Cohan JN, Harris AA, Kaphingst KA. Promoting Disposal of Left-Over Opioids After Surgery in Rural Communities: A Qualitative Description Study. HEALTH EDUCATION & BEHAVIOR 2023; 50:281-289. [PMID: 34963358 PMCID: PMC10473843 DOI: 10.1177/10901981211057540] [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] [Indexed: 11/17/2022]
Abstract
BACKGROUND Patients rarely dispose of left-over opioids after surgery. Disposal serves as a primary prevention against misuse, overdose, and diversion. However, current interventions promoting disposal have mixed efficacy. Increasing disposal in rural communities could prevent or reduce the harms caused by prescription opioids. AIMS Identify barriers and facilitators to disposal in the rural communities of the United States Mountain West region. METHODS We conducted a qualitative description study with 30 participants from Arizona, Idaho, Montana, Nevada, Oregon, Utah, and Wyoming. We used a phronetic iterative approach combining inductive content and thematic analysis with deductive interpretation through the Precaution Adoption Process Model (PAPM). RESULTS We identified four broad themes: (a) awareness, engagement, and education; (b) low perceived risk associated with nondisposal; (c) deciding to keep left-over opioids for future use; and (d) converting decisions into action. Most participants were aware of the importance of disposal but perceived the risks of nondisposal as low. Participants kept opioids for future use due to uncertainty about their recovery and future treatments, breakdowns in the patient-provider relationship, chronic illness or pain, or potential future injury. The rural context, particularly convenience, cost, and environmental contamination, contributes to decisional burden. CONCLUSIONS We identified PAPM stage-specific barriers to disposal of left-over opioids. Future interventions should account for where patients are along the spectrum of deciding to dispose or not dispose as well as promoting harm-reduction strategies for those who choose not to dispose.
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Affiliation(s)
| | | | | | | | | | | | | | - Alex A.S. Harris
- Stanford University, CA, USA
- VA Palo Alto Healthcare System, CA, USA
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4
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Evaluation of Policies Limiting Opioid Exposure on Opioid Prescribing and Patient Pain in Opioid-Naive Patients Undergoing Elective Surgery in a Large American Health System. J Patient Saf 2023; 19:71-78. [PMID: 36729379 DOI: 10.1097/pts.0000000000001088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
OBJECTIVES Overprescribing to opioid-naive surgical patients substantially contributes to opioid use disorders, which have become increasingly prevalent. Opioid stewardship programs (OSPs) within healthcare settings provide an avenue for introducing interventions to regulate prescribing. This study examined the association of OSP policies limiting exposure on changes in surgery-related opioid prescriptions and patient pain. METHODS We evaluated policies implemented by an OSP in a large American healthcare system between 2016 and 2018: nonopioid medication during surgery, decrease of available opioid dosage vials in operating rooms, standardization of opioid in-patient practices through electronic health record alerts, and limit to postsurgery opioid supply. Generalized linear mixed effects models examined the association of interventions with outcome changes in 9262 opioid-naive patients undergoing elective surgery. Outcomes were discharge pain, morphine milligram equivalent in the first prescription postsurgery, and opioid prescription refills. RESULTS Decreases in all prescription outcomes and discharge pain were observed following onset of OSP interventions ( P 's < 0.001). Among individual policies, standardization of in-patient prescribing practices was associated with the strongest decrease in prescribed morphine milligram equivalent. Importantly, there was no evidence of an increase in discharge pain related to any intervention. CONCLUSIONS This study promotes the potential of OSP formation and policies to reduce opioid prescribing without compromising patient pain. The most effective policy, standardization of in-patient prescribing practices through alerts, suggests that reminding prescribers to re-evaluate the patient's need is effective in changing behavior. The findings offer considerations for OSP formation and policy implementation across health systems to improve quality and safety in opioid prescribing.
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5
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Rigg KK, Strickland S. Patterns of opioid misuse initiation among African-Americans. DRUGS: EDUCATION, PREVENTION AND POLICY 2023. [DOI: 10.1080/09687637.2023.2173050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Affiliation(s)
- Khary K. Rigg
- Department of Mental Health Law & Policy, University of South Florida, Tampa, FL, USA
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6
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Hochstatter KR, Terplan M, Mitchell SG, Schwartz RP, Dusek K, Wireman K, Gryczynski J. Characteristics and correlates of fentanyl preferences among people with opioid use disorder. Drug Alcohol Depend 2022; 240:109630. [PMID: 36152404 PMCID: PMC9616126 DOI: 10.1016/j.drugalcdep.2022.109630] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 09/06/2022] [Accepted: 09/08/2022] [Indexed: 01/06/2023]
Abstract
OBJECTIVES Fentanyl has come to dominate the U.S. illicit opioid supply. We aimed to characterize and examine correlates of preferences for fentanyl vs. other opioids among individuals starting OUD treatment. METHODS We interviewed 250 adults initiating buprenorphine treatment with positive fentanyl toxicology at intake. We characterized opioid preferences and examined bivariate associations between opioid preference (preference for heroin, fentanyl, heroin-fentanyl mix, or other opioid) and sociodemographic characteristics, psychosocial factors, and substance use behaviors. We then used multinomial logistic regression to examine factors independently associated with fentanyl preferences. RESULTS Over half (52.0 %) of participants preferred fentanyl (21.2 % fentanyl alone, 30.8 % heroin-fentanyl mix). In bivariate comparisons, participants who preferred fentanyl were a higher acuity group with respect to risks and problems in general. In the multinomial logistic regression, people who preferred fentanyl, either alone or mixed with heroin, used non-prescribed buprenorphine less in the 30 days preceding treatment entry compared to people who preferred heroin or other opioids (RRRalone= 0.88 [0.78, 0.99]; P = 0.037 and RRRmixed= 0.91 [0.84, 0.99]; P = 0.046). People who preferred fentanyl alone were also younger (RRR= 0.93 [0.90, 0.97]; P < 0.001) and more likely to have severe mental illness (RRR= 2.5 [1.1, 5.6]; P = 0.027) than people who prefer heroin or other opioids. CONCLUSIONS Many people with OUD report preferring fentanyl. People who express preference for fentanyl differ substantively from those with other opioid preferences, and may be at elevated risk for poor health outcomes. Understanding preferences surrounding fentanyl could inform treatment and harm reduction interventions.
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Affiliation(s)
- Karli R Hochstatter
- Friends Research Institute, 1040 Park Avenue, Suite 103, Baltimore, MD 21201, USA.
| | - Mishka Terplan
- Friends Research Institute, 1040 Park Avenue, Suite 103, Baltimore, MD 21201, USA
| | | | - Robert P Schwartz
- Friends Research Institute, 1040 Park Avenue, Suite 103, Baltimore, MD 21201, USA
| | - Kristi Dusek
- Friends Research Institute, 1040 Park Avenue, Suite 103, Baltimore, MD 21201, USA
| | - Kim Wireman
- Powell Recovery Center, 14S. Broadway, Baltimore, MD 21231, USA
| | - Jan Gryczynski
- Friends Research Institute, 1040 Park Avenue, Suite 103, Baltimore, MD 21201, USA
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7
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Kelson M, Chaudhry A, Nguyen A, Girgis S. Injection drug induced septic embolism—A growing concern. Radiol Case Rep 2022; 17:4345-4349. [PMID: 36188073 PMCID: PMC9520423 DOI: 10.1016/j.radcr.2022.08.057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2022] [Revised: 08/14/2022] [Accepted: 08/18/2022] [Indexed: 11/22/2022] Open
Abstract
Septic pulmonary embolism is an obstruction of the pulmonary vasculature due to embolization of an infected thrombus. In many instances, the etiology is cardiac in origin, given the increased prevalence of intravenous drug users in the United States. This condition usually presents with fever, chest pain, dyspnea, and cough. In order to make the diagnosis, it is helpful to utilize tools like the modified Duke criteria when evaluating for infective endocarditis in the context of pulmonary emboli and septic shock. The gold standard method for establishing the diagnosis of this condition involves imaging modalities, including echocardiogram and computed tomography findings. This case report details a 36-year-old male with a history of drug abuse and hepatitis C, who was found to have an isolated vegetation on the pulmonic valve and septic pulmonary embolism. The patient experienced a rapidly deteriorating clinical course, however improved over the course of 2 weeks with supportive measures and appropriate antibiotic treatment. The purpose of this case report is to highlight the uncommon nature of pulmonary valve involvement in patients with infective endocarditis. Moreover, the goal of this report is to recognize the paralleled increase in septic pulmonary emboli with the rising incidence of patients using injectable opioids in the United States.
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8
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Agniel D, Brat GA, Marwaha JS, Fox K, Knecht D, Paz HL, Bicket MC, Yorkgitis B, Palmer N, Kohane I. Association of Postsurgical Opioid Refills for Patients With Risk of Opioid Misuse and Chronic Opioid Use Among Family Members. JAMA Netw Open 2022; 5:e2221316. [PMID: 35838671 PMCID: PMC9287751 DOI: 10.1001/jamanetworkopen.2022.21316] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Accepted: 05/05/2022] [Indexed: 11/14/2022] Open
Abstract
Importance The US health care system is experiencing a sharp increase in opioid-related adverse events and spending, and opioid overprescription may be a key factor in this crisis. Ambient opioid exposure within households is one of the known major dangers of overprescription. Objective To quantify the association between the postsurgical initiation of prescription opioid use in opioid-naive patients and the subsequent prescription opioid misuse and chronic opioid use among opioid-naive family members. Design, Setting, and Participants This cohort study was conducted using administrative data from the database of a US commercial insurance provider with more than 35 million covered individuals. Participants included pairs of patients who underwent surgery from January 1, 2008, to December 31, 2016, and their family members within the same household. Data were analyzed from January 1 to November 30, 2018. Exposures Duration of opioid exposure and refills of opioid prescriptions received by patients after surgery. Main Outcomes and Measures Risk of opioid misuse and chronic opioid use in family members were calculated using inverse probability weighted Cox proportional hazards regression models. Results The final cohort included 843 531 pairs of patients and family members. Most pairs included female patients (445 456 [52.8%]) and male family members (442 992 [52.5%]), and a plurality of pairs included patients in the 45 to 54 years age group (249 369 [29.6%]) and family members in the 15 to 24 years age group (313 707 [37.2%]). A total of 3894 opioid misuse events (0.5%) and 7485 chronic opioid use events (0.9%) occurred in family members. In adjusted models, each additional opioid prescription refill for the patient was associated with a 19.2% (95% CI, 14.5%-24.0%) increase in hazard of opioid misuse in family members. The risk of opioid misuse appeared to increase only in households in which the patient obtained refills. Family members in households with any refill had a 32.9% (95% CI, 22.7%-43.8%) increased adjusted hazard of opioid misuse. When patients became chronic opioid users, the hazard ratio for opioid misuse among family members was 2.52 (95% CI, 1.68-3.80), and similar patterns were found for chronic opioid use. Conclusions and Relevance This cohort study found that opioid exposure was a household risk. Family members of a patient who received opioid prescription refills after surgery had an increased risk of opioid misuse and chronic opioid use.
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Affiliation(s)
- Denis Agniel
- RAND Corporation, Santa Monica, California
- Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts
| | - Gabriel A. Brat
- Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts
- Department of Surgery, Beth Israel Deaconess Medical Center, Boston, Massachusetts
| | - Jayson S. Marwaha
- Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts
- Department of Surgery, Beth Israel Deaconess Medical Center, Boston, Massachusetts
| | - Kathe Fox
- Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts
- Aetna Inc, Hartford, Connecticut
| | | | | | - Mark C. Bicket
- Johns Hopkins University School of Medicine, Baltimore, Maryland
- Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland
| | | | - Nathan Palmer
- Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts
| | - Isaac Kohane
- Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts
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9
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McGinty EE, Bicket MC, Seewald NJ, Stuart EA, Alexander GC, Barry CL, McCourt AD, Rutkow L. Effects of State Opioid Prescribing Laws on Use of Opioid and Other Pain Treatments Among Commercially Insured U.S. Adults. Ann Intern Med 2022; 175:617-627. [PMID: 35286141 PMCID: PMC9277518 DOI: 10.7326/m21-4363] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND There is concern that state laws to curb opioid prescribing may adversely affect patients with chronic noncancer pain, but the laws' effects are unclear because of challenges in disentangling multiple laws implemented around the same time. OBJECTIVE To study the association between state opioid prescribing cap laws, pill mill laws, and mandatory prescription drug monitoring program query or enrollment laws and trends in opioid and guideline-concordant nonopioid pain treatment among commercially insured adults, including a subgroup with chronic noncancer pain conditions. DESIGN Thirteen treatment states that implemented a single law of interest in a 4-year period and unique groups of control states for each treatment state were identified. Augmented synthetic control analyses were used to estimate the association between each state law and outcomes. SETTING United States, 2008 to 2019. PATIENTS 7 694 514 commercially insured adults aged 18 years or older, including 1 976 355 diagnosed with arthritis, low back pain, headache, fibromyalgia, and/or neuropathic pain. MEASUREMENTS Proportion of patients receiving any opioid prescription or guideline-concordant nonopioid pain treatment per month, and mean days' supply and morphine milligram equivalents (MME) of prescribed opioids per day, per patient, per month. RESULTS Laws were associated with small-in-magnitude and non-statistically significant changes in outcomes, although CIs around some estimates were wide. For adults overall and those with chronic noncancer pain, the 13 state laws were each associated with a change of less than 1 percentage point in the proportion of patients receiving any opioid prescription and a change of less than 2 percentage points in the proportion receiving any guideline-concordant nonopioid treatment, per month. The laws were associated with a change of less than 1 in days' supply of opioid prescriptions and a change of less than 4 in average monthly MME per day per patient prescribed opioids. LIMITATIONS Results may not be generalizable to non-commercially insured populations and were imprecise for some estimates. Use of claims data precluded assessment of the clinical appropriateness of pain treatments. CONCLUSION This study did not identify changes in opioid prescribing or nonopioid pain treatment attributable to state laws. PRIMARY FUNDING SOURCE National Institute on Drug Abuse.
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Affiliation(s)
- Emma E McGinty
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland (E.E.M., N.J.S., A.D.M., L.R.)
| | - Mark C Bicket
- Departments of Anesthesiology and Health Management and Policy, School of Public Health, University of Michigan, Ann Arbor, Michigan (M.C.B.)
| | - Nicholas J Seewald
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland (E.E.M., N.J.S., A.D.M., L.R.)
| | - Elizabeth A Stuart
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland (E.A.S.)
| | - G Caleb Alexander
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland (G.C.A.)
| | - Colleen L Barry
- Jeb E. Brooks School of Public Policy, Cornell University, Ithaca, New York (C.L.B.)
| | - Alexander D McCourt
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland (E.E.M., N.J.S., A.D.M., L.R.)
| | - Lainie Rutkow
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland (E.E.M., N.J.S., A.D.M., L.R.)
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Abstract
Opioid Use Disorder Diagnosis and ManagementThe last 20 years have seen a staggering increase in opioid-related morbidity and mortality. Although the consequences of untreated OUDs are significant, OUD is a treatable illness. This article reviews the epidemiology of OUD and its complications, screening, diagnosis, treatment, and harm reduction interventions.
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Affiliation(s)
- Sarah E Wakeman
- Division of General Internal Medicine, Department of Medicine, Massachusetts General Hospital, Boston
- Department of Medicine, Harvard Medical School, Boston
- Department of Quality, Patient Experience, and Equity, Mass General Brigham, Boston
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11
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Gonzalez L. Pediatric Opioid Prescribing: A Call for Calm. Pediatrics 2021; 148:peds.2021-052190. [PMID: 34400573 DOI: 10.1542/peds.2021-052190] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 06/21/2021] [Indexed: 11/24/2022] Open
Affiliation(s)
- Lucien Gonzalez
- M Health Fairview University of Minnesota Medical Center-West Bank and Medical School, University of Minnesota, Minneapolis, Minnesota
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12
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Foglia R, Cooperman N, Mattern D, Borys S, Kline A. Predictors of intentional fentanyl use: Market availability vs consumer demand. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2021; 95:103403. [PMID: 34364180 DOI: 10.1016/j.drugpo.2021.103403] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Revised: 07/15/2021] [Accepted: 07/21/2021] [Indexed: 01/03/2023]
Abstract
BACKGROUND Attempts to reduce opioid overdoses have been complicated by the dramatic rise in fentanyl use. While market forces contributing to fentanyl proliferation in the illicit drug supply have increased inadvertent exposure to the drug, rising fentanyl use may also be driven by growing consumer demand. Interventions to reduce the spread of fentanyl must be based on an understanding of the motivations underlying its use. METHODS Data for this cross-sectional study were derived from a computerized self-administered survey completed by a convenience sample of 432 people who use illicit opioids (PWUO) recruited from methadone and detoxification programs in NJ. The anonymous survey was based on a prior qualitative study of attitudes and behaviors surrounding opioid use. Multivariate analysis identified correlates of intentional fentanyl use in the full sample and among sub-populations of white and non-white PWUO. RESULTS In the full sample, intentional fentanyl use was associated with white race/ethnicity, younger age, polydrug use, and a preference for the drug effects of fentanyl, which more than tripled the probability of intentional use (AOR=3.02; 95% CI=1.86-4.89; p=.000). Among whites, a preference for the fentanyl drug effects was also the strongest predictor of intentional use (AOR=5.34; 95% CI=2.78-10.28; p=.000). Among non-whites, however, exposure, not preference, was the primary driver of use, with intentional use more than doubling (AOR=2.48; 95% CI=1.04-5.91; p<.05) among those living in high fentanyl dispersion counties. CONCLUSION The motivations underlying fentanyl use are multifactorial and vary across populations of PWUO, indicating a need for targeted interventions to counter the increasing spread and adverse consequences of fentanyl use. In order to counteract the increasing spread and adverse consequences of fentanyl use, these findings indicate a need for harm-reduction interventions, like drug testing or supervised injection sites, that address the differing motivations for fentanyl use among PWUO.
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Affiliation(s)
- Ralph Foglia
- Rutgers- Robert Wood Johnson Medical School, United States
| | - Nina Cooperman
- Rutgers-Robert Wood Johnson Medical School, Division of Addiction Psychiatry, 317 George Street, Suite 105, New Brunswick, NJ 08901, United States
| | - Dina Mattern
- Rutgers-Robert Wood Johnson Medical School, Division of Addiction Psychiatry, 317 George Street, Suite 105, New Brunswick, NJ 08901, United States
| | - Suzanne Borys
- New Jersey Department of Human Services, Division of Addiction Services, United States
| | - Anna Kline
- Rutgers-Robert Wood Johnson Medical School, Division of Addiction Psychiatry, 317 George Street, Suite 105, New Brunswick, NJ 08901, United States.
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13
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Eisenberg MD, Stone EM, Pittell H, McGinty EE. The Impact Of Academic Medical Center Policies Restricting Direct-To-Physician Marketing On Opioid Prescribing. Health Aff (Millwood) 2021; 39:1002-1010. [PMID: 32479218 DOI: 10.1377/hlthaff.2019.01289] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Direct-to-physician opioid marketing by pharmaceutical companies is widespread and may contribute to opioid overprescribing, an important driver of the US opioid crisis. Using a difference-in-differences approach and Medicare Part D prescriber data, we examined the effects of academic medical centers' conflict-of-interest policies that restrict direct-to-physician marketing of all drugs on opioid prescribing by physicians at eighty-five centers in the period 2013-16. We examined restrictions on gifts and meals, speaking and consulting engagements, and industry representatives' access to academic medical centers, as well as rules requiring conflict-of-interest disclosures. Bans on sales representatives were associated with a 4.7 percent reduction in the total volume of opioids prescribed and disclosure requirements with a 2.5 percent reduction, while having all four marketing restriction policies was associated with an 8.8 percent reduction. Policies that restrict direct-to-physician pharmaceutical marketing may curb opioid prescribing, but additional patient-level research is needed to understand how such policies affect the delivery of evidence-based treatment for chronic pain.
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Affiliation(s)
- Matthew D Eisenberg
- Matthew D. Eisenberg is an assistant professor in the Department of Health Policy and Management and core faculty member of the Center for Mental Health and Addiction Policy Research, Johns Hopkins Bloomberg School of Public Health, in Baltimore, Maryland
| | - Elizabeth M Stone
- Elizabeth M. Stone is a doctoral student in the Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health
| | - Harlan Pittell
- Harlan Pittell is a doctoral student in the Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health
| | - Emma E McGinty
- Emma E. McGinty is an associate professor in the Department of Health Policy and Management, deputy director of the Center for Mental Health and Addiction Policy Research, and core faculty member of the Center for Gun Policy and Research, Johns Hopkins Bloomberg School of Public Health
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14
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Spencer NE, Taubenberger SP, Roberto R, Krishnamurti LS, Chang JC, Hacker K. "Stories of starting": Understanding the complex contexts of opioid misuse initiation. Subst Abus 2021; 42:865-872. [PMID: 33617751 PMCID: PMC10947450 DOI: 10.1080/08897077.2021.1878084] [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] [Indexed: 10/22/2022]
Abstract
Background: The impacts of opioid use disorder and opioid-involved overdose are known, but less is known about the contexts in which people first misuse opioids, and the motivations for continued misuse. Methods: In-depth interviews with 26 individuals in Allegheny County, Pennsylvania with current or past histories of opioid misuse were conducted. Narratives were analyzed to understand the circumstances and influences contributing to initial and continued misuse of opioids. Results: Participants described social and familial contexts that normalized or accepted opioid misuse-this often included their own use of other illicit substances prior to initiating opioids. Participants also described initial use of opioids as related to efforts to cope with physical pain. They also described recognizing and then seeking psychological/emotional benefits from opioids. All three of these themes often overlapped and intersected in these stories of starting opioid misuse. Conclusions: Opioid misuse stemmed from complex interacting influences involving coping with physical and psychological pain, perception that opioids are needed to feel "normal", and acceptance or normalization of opioid use. This suggests a multi-pronged approach to both prevention and treatment are needed.
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Affiliation(s)
- Noelle E. Spencer
- Magee-Womens Research Institute, Pittsburgh, Pennsylvania, USA
- University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania, USA
| | | | - Raisa Roberto
- Magee-Womens Research Institute, Pittsburgh, Pennsylvania, USA
| | | | - Judy C. Chang
- Magee-Womens Research Institute, Pittsburgh, Pennsylvania, USA
- University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Karen Hacker
- Allegheny County (Pennsylvania) Health Department, Allegheny County, Pennsylvania, USA
- Centers for Disease Control, National Center for Chronic Disease Prevention and Health Promotion, Atlanta, Georgia
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15
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Deo VS, Gilson TP, Kaspar C, Singer ME. The fentanyl phase of the opioid epidemic in Cuyahoga County, Ohio, United States. J Forensic Sci 2021; 66:926-933. [PMID: 33394503 DOI: 10.1111/1556-4029.14665] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Revised: 12/05/2020] [Accepted: 12/16/2020] [Indexed: 11/30/2022]
Abstract
Since late 2014, fentanyl has become the major driver of opioid mortality in the United States. However, a descriptive analysis of fentanyl victims is limited. We studied the 2016 fentanyl and heroin overdose deaths and compared them to previously studied heroin-associated fatalities from 2012 over a wide range of demographic and investigative variables, including overdose scene findings, toxicology results, and prescription drug history. We observed a significant increase in fentanyl-related deaths (n = 421, 2016) versus heroin deaths (n = 160, 2012) but the baseline demographics between both cohorts remained similar. Victims were predominantly of ages 35-64 years (60%-64%), White (83%-85%), and male (73%-76%). 2016 fentanyl decedents were more likely to have naloxone administered upon overdose, and the majority still had a positive prescription history for a controlled substance. Toxicology data showed a decrease in mean morphine and 6-monoacetylmorphine concentrations when cointoxication with fentanyl occurred. Our study emphasizes the medical examiner's role as a public health data source and bridge between different stakeholders combating the opioid epidemic.
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Affiliation(s)
- Vaishali S Deo
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Thomas P Gilson
- Chief Medical Examiner and Executive Director of Regional Forensic Science Laboratory, Cuyahoga County, OH, USA.,Cuyahoga County Medical Examiner's Office, Cleveland, OH, USA
| | - Claire Kaspar
- Cuyahoga County Medical Examiner's Office, Cleveland, OH, USA
| | - Mendel E Singer
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA
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16
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Victor GA, Bailey K, Ray B. Buprenorphine Treatment Intake and Critical Encounters following a Nonfatal Opioid Overdose. Subst Use Misuse 2021; 56:988-996. [PMID: 33749520 DOI: 10.1080/10826084.2021.1901933] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
BACKGROUND Individuals with prior opioid-related overdose events have an increased risk for opioid-related mortality. Buprenorphine is a partial agonist that has shown to be an effective medication for opioid use disorder (MOUD). Yet, few studies have investigated whether buprenorphine reduces the risk of opioid-related mortality following a nonfatal opioid-related overdose. METHODS A retrospective study was conducted on all overdose cases in Indiana between January 1, 2017 and December 31, 2017. Data were linked from multiple administrative sources. Cases were linked to vital records to assess mortality. Bivariate analyses were conducted to assess group differences between survivors and decedents. A series of multiple logistic regression models were used to determine main and interaction effects of opioid-related mortality. RESULTS Among the 10,195 nonfatal overdoses, 2.4% (247) resulted in a subsequent fatal overdose. Overdose decedents were on average 36.4 years-old, 66.8% male, 91.1% White, and 83.8% did not receive a buprenorphine dispensation. Incremental increases in the number of buprenorphine dispensations decreased the likelihood of fatal overdose by 94% (95% CI = 0.88-0.98, p = .001). Incremental increases in arrest encounters were found to significantly increase the likelihood of a fatal overdose (AOR = 2.16; 95% CI = 1.13-3.55). Arrest encounters were a significant moderator of the relationship between buprenorphine uptake effectiveness and drug-related mortality. CONCLUSIONS Analysis of linked data provided details of risk and protective factors of fatal overdose. Buprenorphine reduced the risk of death; however, criminal justice involvement remains an area of attention for diversion and overdose death prevention interventions.
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Affiliation(s)
- Grant A Victor
- Center for Behavioral Health and Justice, School of Social Work, Wayne State University, Detroit, Michigan, USA
| | - Katie Bailey
- Center for Behavioral Health and Justice, School of Social Work, Wayne State University, Detroit, Michigan, USA
| | - Brad Ray
- Center for Behavioral Health and Justice, School of Social Work, Wayne State University, Detroit, Michigan, USA
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17
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Hartung DM, Johnston KA, Hallvik S, Leichtling G, Geddes J, Hildebran C, Keast S, Chan B, Korthuis PT. Prescription Opioid Dispensing Patterns Prior to Heroin Overdose in a State Medicaid Program: a Case-Control Study. J Gen Intern Med 2020; 35:3188-3196. [PMID: 32935311 PMCID: PMC7661590 DOI: 10.1007/s11606-020-06192-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/05/2019] [Accepted: 08/27/2020] [Indexed: 01/09/2023]
Abstract
BACKGROUND A large proportion of individuals who use heroin report initiating opioid use with prescription opioids. However, patterns of prescription opioid use preceding heroin-related overdose have not been described. OBJECTIVE To describe prescription opioid use in the year preceding heroin overdose. DESIGN Case-control study comparing prescription opioid use with a heroin-involved overdose, non-heroin-involved opioid overdose, and non-overdose controls from 2015 to 2017. PARTICIPANTS Oregon Medicaid beneficiaries with linked administrative claims, vital statistics, and prescription drug monitoring program data. MAIN MEASURES Opioid, benzodiazepine, and other central nervous system depressant prescriptions preceding overdose; among individuals with one or more opioid prescription, we assessed morphine milligram equivalents per day, overlapping prescriptions, prescriptions from multiple prescribers, long-term use, and discontinuation of long-term use. KEY RESULTS We identified 1458 heroin-involved overdoses (191 fatal) and 2050 non-heroin-involved opioid overdoses (266 fatal). In the 365 days prior to their overdose, 45% of individuals with a heroin-involved overdose received at least one prescribed opioid compared with 78% of individuals who experienced a non-heroin-involved opioid overdose (p < 0.001). For both heroin- and non-heroin-involved overdose cases, the likelihood of receiving an opioid increased with age. Among heroin overdose cases with an opioid dispensed, the rate of multiple pharmacy use was the only high-risk opioid pattern that was greater than non-overdose controls (adjusted odds ratio 3.2; 95% confidence interval 1.48 to 6.95). Discontinuation of long-term opioid use was not common prior to heroin overdose and not higher than discontinuation rates among non-overdose controls. CONCLUSIONS Although individuals with a heroin-involved overdose were less likely to receive prescribed opioids in the year preceding their overdose relative to non-heroin opioid overdose cases, prescription opioid use was relatively common and increased with age. Discontinuation of long-term prescription opioid use was not associated with heroin-involved overdose.
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Affiliation(s)
- Daniel M Hartung
- College of Pharmacy, Oregon State University, , Portland, OR, USA.
| | | | | | | | - Jonah Geddes
- College of Pharmacy, Oregon State University, , Portland, OR, USA
| | | | - Shellie Keast
- University of Oklahoma College of Pharmacy, , Oklahoma City, OK, USA
| | - Brian Chan
- Oregon Health & Science University, , Portland, OR, USA
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18
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Victor GA, Strickland JC, Kheibari AZ, Flaherty C. A mixed-methods approach to understanding overdose risk-management strategies among a nationwide convenience sample. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2020; 86:102973. [PMID: 33049591 DOI: 10.1016/j.drugpo.2020.102973] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2020] [Revised: 08/27/2020] [Accepted: 09/14/2020] [Indexed: 11/27/2022]
Abstract
BACKGROUND This mixed-methods study compared drug use histories between individuals who had a reported non-fatal overdose to individuals who did not and described the overdose risk-management strategies as they were experienced by a sample of people who use drugs (PWUD). Shifts from non-medical prescription opioid use (NMPOU) to the use of heroin and synthetic opioids have been implicated in national increases in overdose incidences in the United States. However, relatively limited data exists regarding the narrative experiences of the evolving overdose risk management strategies among a nationwide sample of PWUD. METHODS Data recruitment was conducted via Amazon's mTurk crowdsourcing technology and was collected through semi-structured interviews that occurred in 2019. Participants (N = 60) with a history of NMPOU with transition to heroin or fentanyl use were recruited. RESULTS Participants reporting a previous non-fatal overdose were more likely to report a history of injection drug use, a history of heroin injection, greater overdose risk knowledge, and current medication for opioid use disorder (MOUD) use. Qualitative analysis revealed that participants attempted to mitigate overdose risk in primarily three ways: 1) self-regulation; 2) harm reduction; and 3) passive approach. Self-regulatory measures included administering small or incremental dosing, being mindful of personal tolerance limits, and avoiding the initiation of injection drug use. Harm reduction measures used to protect from overdose included carrying Narcan and relying on trusted drug-suppliers as references to drug purity. A passive approach indicated that participants relied on "luck" or divine support systems where religiosity and faith were endorsed as factors that mitigated personal overdose risk. CONCLUSION Participants reported successful overdose mitigation via self-regulation, which may suggest that PWUDs were capable at managing their drug use amid the overdose crisis. The importance of the drug-supplier relationship was critical to many in reducing their overdose risk as formal harm reduction services (e.g., safe injection sites) remain inaccessible in the U.S. Implications for drug policy and harm reduction interventions are discussed.
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Affiliation(s)
- Grant A Victor
- Center for Behavioral Health and Justice, School of Social Work, Wayne State University, 5447 Woodward Ave, Detroit, MI 48202.
| | - Justin C Strickland
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, 5510 Nathan Shock Drive, Baltimore, MD 21224, USA
| | - Athena Z Kheibari
- School of Social Work, Wayne State University, 5447 Woodward Ave, Detroit, MI 48202
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Hughes P, Denslow S, Ostrach B, Fusco C, Tak C. Exploration of the STOP Act and Opioid Deaths in North Carolina, 2010–2018. Am J Public Health 2020; 110:1573-1577. [DOI: 10.2105/ajph.2020.305748] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Objectives. To examine the impact of North Carolina’s 2017 Strengthening Opioid Misuse Prevention (STOP) Act on opioid overdose deaths. Methods. We used quarterly data from the North Carolina Opioid Dashboard to conduct an interrupted time series analysis ranging from 2010 to 2018. Results were stratified by heroin–fentanyl deaths and other opioid deaths. Results. After the STOP Act, there was an initial rate increase of 0.60 opioid deaths per 100 000 population (95% confidence interval [CI] = 0.04, 1.15) and a decrease of 0.42 (95% CI = −0.56, −0.29) every quarter thereafter. Results differed by stratification. Conclusions. Our results suggest that North Carolina’s STOP Act was associated with a reduction in opioid deaths in the year following enactment. The changes in opioid overdose death trends coinciding with the STOP Act were similar to outcomes seen with previous opioid policies. Public Health Implications. Future policies designed to reduce the availability of opioids may benefit from encouraging and increasing the availability of evidence-based treatment of opioid use disorder.
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Affiliation(s)
- Phillip Hughes
- Phillip Hughes, Sheri Denslow, and Bayla Ostrach are with UNC Health Sciences at MAHEC, Asheville, NC. Carriedelle Fusco is with the Mountain Area Health Education Center, Asheville. Casey Tak is with the Division of Pharmaceutical Outcomes and Policy, Eshelman School of Pharmacy, University of North Carolina at Chapel Hill
| | - Sheri Denslow
- Phillip Hughes, Sheri Denslow, and Bayla Ostrach are with UNC Health Sciences at MAHEC, Asheville, NC. Carriedelle Fusco is with the Mountain Area Health Education Center, Asheville. Casey Tak is with the Division of Pharmaceutical Outcomes and Policy, Eshelman School of Pharmacy, University of North Carolina at Chapel Hill
| | - Bayla Ostrach
- Phillip Hughes, Sheri Denslow, and Bayla Ostrach are with UNC Health Sciences at MAHEC, Asheville, NC. Carriedelle Fusco is with the Mountain Area Health Education Center, Asheville. Casey Tak is with the Division of Pharmaceutical Outcomes and Policy, Eshelman School of Pharmacy, University of North Carolina at Chapel Hill
| | - Carriedelle Fusco
- Phillip Hughes, Sheri Denslow, and Bayla Ostrach are with UNC Health Sciences at MAHEC, Asheville, NC. Carriedelle Fusco is with the Mountain Area Health Education Center, Asheville. Casey Tak is with the Division of Pharmaceutical Outcomes and Policy, Eshelman School of Pharmacy, University of North Carolina at Chapel Hill
| | - Casey Tak
- Phillip Hughes, Sheri Denslow, and Bayla Ostrach are with UNC Health Sciences at MAHEC, Asheville, NC. Carriedelle Fusco is with the Mountain Area Health Education Center, Asheville. Casey Tak is with the Division of Pharmaceutical Outcomes and Policy, Eshelman School of Pharmacy, University of North Carolina at Chapel Hill
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20
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Reboussin BA, Rabinowitz JA, Thrul J, Maher B, Green KM, Ialongo NS. Trajectories of cannabis use and risk for opioid misuse in a young adult urban cohort. Drug Alcohol Depend 2020; 215:108182. [PMID: 32745836 PMCID: PMC8420929 DOI: 10.1016/j.drugalcdep.2020.108182] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2020] [Revised: 07/09/2020] [Accepted: 07/13/2020] [Indexed: 12/12/2022]
Abstract
BACKGROUND Although much of the attention surrounding the opioid epidemic has focused on rural and suburban Whites and prescription opioids, heroin overdoses among urban Blacks are on the rise. While some argue that legalization of cannabis will combat the epidemic, there are concerns it ignores the shift in the epidemic and could increase vulnerability to opioid misuse. The goal of this study is to examine the association between cannabis use from adolescence to young adulthood with opioid misuse in a primarily urban Black cohort. METHODS Data are from a study of 580 youth (87 % Black and 71 % low SES) residing in Baltimore City followed from ages 6-26. Cannabis trajectories were identified between ages 14-26 using group-based trajectory modeling. Logistic regressions were conducted to examine the impact of trajectories on opioid misuse in young adulthood adjusting for individual, neighborhood and peer factors. Opioid misuse was defined as using heroin or narcotics or painkillers without a prescription between ages 19-26. RESULTS Four cannabis trajectories were identified: Low/Non-Users (59.7 %), Adolescent Onset Limited (19.5 %), Young Adult Onset (10.8 %), and Adolescent Onset Chronic (10.0 %). Adolescent Onset Chronic cannabis users had the highest rate of opioid misuse (44.8 %) followed by Adolescent Onset Limited (18.8 %), Young Adult Onset (14.8 %) and Low/Non-Users (8.3 %). Prevalences were significantly higher for Adolescent Onset groups relative to Low/Non-Users even after adjustment for individual, neighborhood and peer factors. CONCLUSIONS Adolescent onset cannabis use is associated with opioid misuse in young adulthood among urban Blacks even after adjustment for socioecological factors associated with opioid misuse.
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Affiliation(s)
- Beth A Reboussin
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, NC, USA.
| | - Jill A Rabinowitz
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore MD, USA
| | - Johannes Thrul
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore MD, USA
| | - Brion Maher
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore MD, USA
| | - Kerry M Green
- Department of Behavioral and Community Health, University of Maryland School of Public Health, College Park, MD, USA
| | - Nicholas S Ialongo
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore MD, USA
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21
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Bubier JA, He H, Philip VM, Roy T, Hernandez CM, Bernat R, Donohue KD, O'Hara BF, Chesler EJ. Genetic variation regulates opioid-induced respiratory depression in mice. Sci Rep 2020; 10:14970. [PMID: 32917924 PMCID: PMC7486296 DOI: 10.1038/s41598-020-71804-2] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Accepted: 08/11/2020] [Indexed: 12/14/2022] Open
Abstract
In the U.S., opioid prescription for treatment of pain nearly quadrupled from 1999 to 2014. The diversion and misuse of prescription opioids along with increased use of drugs like heroin and fentanyl, has led to an epidemic in addiction and overdose deaths. The most common cause of opioid overdose and death is opioid-induced respiratory depression (OIRD), a life-threatening depression in respiratory rate thought to be caused by stimulation of opioid receptors in the inspiratory-generating regions of the brain. Studies in mice have revealed that variation in opiate lethality is associated with strain differences, suggesting that sensitivity to OIRD is genetically determined. We first tested the hypothesis that genetic variation in inbred strains of mice influences the innate variability in opioid-induced responses in respiratory depression, recovery time and survival time. Using the founders of the advanced, high-diversity mouse population, the Diversity Outbred (DO), we found substantial sex and genetic effects on respiratory sensitivity and opiate lethality. We used DO mice treated with morphine to map quantitative trait loci for respiratory depression, recovery time and survival time. Trait mapping and integrative functional genomic analysis in GeneWeaver has allowed us to implicate Galnt11, an N-acetylgalactosaminyltransferase, as a gene that regulates OIRD.
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Affiliation(s)
| | - Hao He
- The Jackson Laboratory, Bar Harbor, ME, 04605, USA
| | | | - Tyler Roy
- The Jackson Laboratory, Bar Harbor, ME, 04605, USA
| | | | | | - Kevin D Donohue
- Signal Solutions, LLC, Lexington, KY, USA
- Electrical and Computer Engineering Department, University of Kentucky, Lexington, KY, USA
| | - Bruce F O'Hara
- Signal Solutions, LLC, Lexington, KY, USA
- Department of Biology, University of Kentucky, Lexington, KY, USA
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22
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Wehbeh L, Dobs AS. Opioids and the Hypothalamic-Pituitary-Gonadal (HPG) Axis. J Clin Endocrinol Metab 2020; 105:5890030. [PMID: 32770254 DOI: 10.1210/clinem/dgaa417] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2020] [Accepted: 08/07/2020] [Indexed: 01/22/2023]
Abstract
CONTEXT Hypogonadism is a well-established consequence of opioid use. It has been reported in both men and women, although more widely studied in men. EVIDENCE ACQUISITION PubMed was searched for articles in English until December 2019 for opioids and hypogonadism. Bibliography of retrieved articles was searched for relevant articles. EVIDENCE SYNTHESIS The prevalence of opioid-induced hypogonadism (OIH) varies between studies but was reported to be 69% in a recent systematic review. There is large heterogeneity in the studies, with different factors shown to have stronger association with hypogonadism such as specific types of opioids, higher doses, and longer durations of use. The consequences of OIH include sexual dysfunction, depression, decreased quality of life, and low bone density. There is paucity of randomized controlled trials assessing the efficacy of testosterone replacement therapy (TRT) for OIH in men, and even less studies on treating OIH in women. TRT studies in men reported varying outcomes with some studies favoring and others showing no clear benefit of TRT on different measures. CONCLUSIONS Despite the high prevalence of OIH, it remains underrecognized and undertreated with multiple endocrine and metabolic consequences. A reasonable approach in patients using opioids includes informing them of this complication and its potential consequences, screening for signs and symptoms of hypogonadism then sex hormone levels if prolonged opioid use > 3 months, and treating patients diagnosed with hypogonadism, if and when clinically indicated, with sex hormones if chronic opioids are planned to be continued for ≥ 6 months.
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Affiliation(s)
- Leen Wehbeh
- Division of Endocrinology, Diabetes & Metabolism, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Adrian S Dobs
- Division of Endocrinology, Diabetes & Metabolism, The Johns Hopkins University School of Medicine, Baltimore, Maryland
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23
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Palumbo SA, Adamson KM, Krishnamurthy S, Manoharan S, Beiler D, Seiwell A, Young C, Metpally R, Crist RC, Doyle GA, Ferraro TN, Li M, Berrettini WH, Robishaw JD, Troiani V. Assessment of Probable Opioid Use Disorder Using Electronic Health Record Documentation. JAMA Netw Open 2020; 3:e2015909. [PMID: 32886123 PMCID: PMC7489858 DOI: 10.1001/jamanetworkopen.2020.15909] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
IMPORTANCE Electronic health records are a potentially valuable source of information for identifying patients with opioid use disorder (OUD). OBJECTIVE To evaluate whether proxy measures from electronic health record data can be used reliably to identify patients with probable OUD based on Diagnostic and Statistical Manual of Mental Disorders (Fifth Edition) (DSM-5) criteria. DESIGN, SETTING, AND PARTICIPANTS This retrospective cross-sectional study analyzed individuals within the Geisinger health system who were prescribed opioids between December 31, 2000, and May 31, 2017, using a mixed-methods approach. The cohort was identified from 16 253 patients enrolled in a contract-based, Geisinger-specific medication monitoring program (GMMP) for opioid use, including patients who maintained or violated contract terms, as well as a demographically matched control group of 16 253 patients who were prescribed opioids but not enrolled in the GMMP. Substance use diagnoses and psychiatric comorbidities were assessed using automated electronic health record summaries. A manual medical record review procedure using DSM-5 criteria for OUD was completed for a subset of patients. The analysis was conducted beginning from June 5, 2017, until May 29, 2020. MAIN OUTCOMES AND MEASURES The primary outcome was the prevalence of OUD as defined by proxy measures for DSM-5 criteria for OUD as well as the prevalence of comorbidities among patients prescribed opioids within an integrated health system. RESULTS Among the 16 253 patients enrolled in the GMMP (9309 women [57%]; mean [SD] age, 52 [14] years), OUD diagnoses as defined by diagnostic codes were present at a much lower rate than expected (291 [2%]), indicating the necessity for alternative diagnostic strategies. The DSM-5 criteria for OUD can be assessed using manual medical record review; a manual review of 200 patients in the GMMP and 200 control patients identifed a larger percentage of patients with probable moderate to severe OUD (GMMP, 145 of 200 [73%]; and control, 27 of 200 [14%]) compared with the prevalence of OUD assessed using diagnostic codes. CONCLUSIONS AND RELEVANCE These results suggest that patients with OUD may be identified using information available in the electronic health record, even when diagnostic codes do not reflect this diagnosis. Furthermore, the study demonstrates the utility of coding for DSM-5 criteria from medical records to generate a quantitative DSM-5 score that is associated with OUD severity.
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Affiliation(s)
- Sarah A. Palumbo
- Department of Biomedical Science, Schmidt College of Medicine of Florida Atlantic University, Boca Raton
| | | | | | | | | | | | - Colt Young
- Geisinger Clinic, Geisinger, Danville, Pennsylvania
| | - Raghu Metpally
- Department of Molecular and Functional Genomics, Geisinger, Danville, Pennsylvania
| | - Richard C. Crist
- Center for Neurobiology and Behavior, Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia
| | - Glenn A. Doyle
- Center for Neurobiology and Behavior, Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia
| | - Thomas N. Ferraro
- Center for Neurobiology and Behavior, Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia
- Department of Biomedical Sciences, Cooper Medical School of Rowan University, Camden, New Jersey
| | - Mingyao Li
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia
| | - Wade H. Berrettini
- Geisinger Clinic, Geisinger, Danville, Pennsylvania
- Center for Neurobiology and Behavior, Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia
| | - Janet D. Robishaw
- Department of Biomedical Science, Schmidt College of Medicine of Florida Atlantic University, Boca Raton
| | - Vanessa Troiani
- Geisinger Clinic, Geisinger, Danville, Pennsylvania
- Department of Imaging Science and Innovation, Geisinger, Danville, Pennsylvania
- Neuroscience Institute, Geisinger, Danville, Pennsylvania
- Department of Basic Sciences, Geisinger Commonwealth School of Medicine, Scranton, Pennsylvania
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24
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Gaines TL, Wagner KD, Mittal ML, Bowles JM, Copulsky E, Faul M, Harding RW, Davidson PJ. Transitioning from pharmaceutical opioids: A discrete-time survival analysis of heroin initiation in suburban/exurban communities. Drug Alcohol Depend 2020; 213:108084. [PMID: 32544797 PMCID: PMC7371530 DOI: 10.1016/j.drugalcdep.2020.108084] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/05/2019] [Revised: 05/01/2020] [Accepted: 05/09/2020] [Indexed: 11/25/2022]
Abstract
INTRODUCTION Research identifying pathways to heroin use has typically been conducted among urban populations. This study examined heroin initiation following pharmaceutical opioid use in three suburban/exurban Southern California counties. METHODS Interviewer-administered surveys collected data among 330 participants (65.9 % male; 63.9 % non-Hispanic white) whose initial use of any opioid was a pharmaceutical opioid. Retrospective discrete-time survival analysis identified predictors of heroin initiation, measured as self-reported age of first heroin use. RESULTS Median age of first pharmaceutical opioid use was 17 years; 50.6 % initially acquired pharmaceutical opioids from an illicit source, 56.7 % first used pharmaceutical opioids for recreational purposes, and 86 % initiated heroin use. Average time from first pharmaceutical opioid use to first heroin use was 8.2 years. Drug/alcohol treatment (adjusted Hazard Ratio [aHR]: 0.67, 95 % CI: 0.50, 0.88) was associated with delayed time to heroin initiation. Obtaining opioids from non-medical sources (aHR: 2.21, 95 % CI: 1.55, 3.14) was associated with accelerated time to heroin initiation. Reporting supply problems with obtaining pharmaceutical opioids (e.g., unable to acquire pharmaceutical opioids) was associated with accelerated time to heroin initiation, but the magnitude of this effect was dependent on one's history of methamphetamine use (p < 0.05). CONCLUSIONS Time to heroin initiation following pharmaceutical opioid use was accelerated among those reporting supply problems and delayed among those with exposure to substance use treatment. Interventions interrupting supply of opioids might benefit from coordination with evidence-based medication-assisted treatment to minimize the risk of transitioning to heroin use, particularly among those with a long history of non-prescribed pharmaceutical opioid use.
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Affiliation(s)
- T L Gaines
- Division of Infectious Diseases and Global Public Health, Department of Medicine, University of California, San Diego, 9500 Gilman Drive #0507, La Jolla, CA 92093-0507, USA.
| | - K D Wagner
- School of Community Health Sciences, University of Nevada, Reno, 1664 N. Virginia Street, Reno, NV, 89557, USA
| | - M L Mittal
- Division of Infectious Diseases and Global Public Health, Department of Medicine, University of California, San Diego, 9500 Gilman Drive #0507, La Jolla, CA 92093-0507, USA
| | - J M Bowles
- Centre on Drug Policy Evaluation, Li Ka Shing Knowledge Institute, St. Michael's Hospital, 209 Victoria St. Toronto, Ontario, M5B 3M6, Canada
| | - E Copulsky
- Division of Infectious Diseases and Global Public Health, Department of Medicine, University of California, San Diego, 9500 Gilman Drive #0507, La Jolla, CA 92093-0507, USA
| | - M Faul
- Health Systems and Trauma Systems Branch, Mailstop F-62, Centers for Disease Control and Prevention, 1600 Clifton Road, Atlanta, GA 30329, USA
| | - R W Harding
- School of Community Health Sciences, University of Nevada, Reno, 1664 N. Virginia Street, Reno, NV, 89557, USA
| | - P J Davidson
- Division of Infectious Diseases and Global Public Health, Department of Medicine, University of California, San Diego, 9500 Gilman Drive #0507, La Jolla, CA 92093-0507, USA
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25
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Crummy EA, O'Neal TJ, Baskin BM, Ferguson SM. One Is Not Enough: Understanding and Modeling Polysubstance Use. Front Neurosci 2020; 14:569. [PMID: 32612502 PMCID: PMC7309369 DOI: 10.3389/fnins.2020.00569] [Citation(s) in RCA: 138] [Impact Index Per Article: 34.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2020] [Accepted: 05/08/2020] [Indexed: 12/19/2022] Open
Abstract
Substance use disorder (SUD) is a chronic, relapsing disease with a highly multifaceted pathology that includes (but is not limited to) sensitivity to drug-associated cues, negative affect, and motivation to maintain drug consumption. SUDs are highly prevalent, with 35 million people meeting criteria for SUD. While drug use and addiction are highly studied, most investigations of SUDs examine drug use in isolation, rather than in the more prevalent context of comorbid substance histories. Indeed, 11.3% of individuals diagnosed with a SUD have concurrent alcohol and illicit drug use disorders. Furthermore, having a SUD with one substance increases susceptibility to developing dependence on additional substances. For example, the increased risk of developing heroin dependence is twofold for alcohol misusers, threefold for cannabis users, 15-fold for cocaine users, and 40-fold for prescription misusers. Given the prevalence and risk associated with polysubstance use and current public health crises, examining these disorders through the lens of co-use is essential for translatability and improved treatment efficacy. The escalating economic and social costs and continued rise in drug use has spurred interest in developing preclinical models that effectively model this phenomenon. Here, we review the current state of the field in understanding the behavioral and neural circuitry in the context of co-use with common pairings of alcohol, nicotine, cannabis, and other addictive substances. Moreover, we outline key considerations when developing polysubstance models, including challenges to developing preclinical models to provide insights and improve treatment outcomes.
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Affiliation(s)
- Elizabeth A Crummy
- Graduate Program in Neuroscience, University of Washington, Seattle, WA, United States.,Center for Neurobiology of Addiction, Pain, and Emotion, University of Washington, Seattle, WA, United States.,Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, United States.,Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, United States
| | - Timothy J O'Neal
- Graduate Program in Neuroscience, University of Washington, Seattle, WA, United States.,Center for Neurobiology of Addiction, Pain, and Emotion, University of Washington, Seattle, WA, United States.,Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, United States.,Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, United States
| | - Britahny M Baskin
- Graduate Program in Neuroscience, University of Washington, Seattle, WA, United States.,Center for Neurobiology of Addiction, Pain, and Emotion, University of Washington, Seattle, WA, United States.,Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, United States.,Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, United States
| | - Susan M Ferguson
- Center for Neurobiology of Addiction, Pain, and Emotion, University of Washington, Seattle, WA, United States.,Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, United States.,Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, United States.,Alcohol and Drug Abuse Institute, University of Washington, Seattle, WA, United States
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Stone EM, Rutkow L, Bicket MC, Barry CL, Alexander GC, McGinty EE. Implementation and enforcement of state opioid prescribing laws. Drug Alcohol Depend 2020; 213:108107. [PMID: 32554171 PMCID: PMC7371528 DOI: 10.1016/j.drugalcdep.2020.108107] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/16/2020] [Revised: 05/11/2020] [Accepted: 05/25/2020] [Indexed: 10/24/2022]
Abstract
BACKGROUND In response to the role overprescribing has played in the U.S. opioid crisis, in the past decade states have enacted four main types of laws to curb opioid prescribing: mandatory prescription drug monitoring program (PDMP) enrollment laws requiring clinicians to register with a PDMP; mandatory PDMP query laws requiring clinicians to check a PDMP prior to prescribing opioids; pill mill laws regulating pain management clinics; and opioid prescribing cap laws limiting the dose/duration of opioid prescriptions. While 47 states now have one or more of these laws in place, little is known about implementation and enforcement strategies, facilitators, and barriers. METHODS From November 2017 to February 2019, we interviewed 114 professionals involved in state opioid prescribing law implementation and enforcement in 20 states and identified common themes. RESULTS Implementation efforts focused on awareness campaigns and targeted training of key front-line implementers. Enforcement strategies included active, complaint-based, and automated strategies. Collaboration across agencies and stakeholders, particularly health agencies and law enforcement, was identified as an important facilitator of implementation and enforcement. Two key interrelated barriers were identified: the complexity of state opioid prescribing laws in terms of which providers, patients, and prescriptions they applied to, and IT infrastructure. CONCLUSION Despite differing approaches, our findings suggest similar barriers to implementation and enforcement across state opioid prescribing laws. Strategies are needed to ease implementation and enforcement of laws that apply only to specific sub-sets of providers, patients, or prescriptions and address issues of access and data utilization of the PDMP.
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Affiliation(s)
- Elizabeth M. Stone
- Johns Hopkins Bloomberg School of Public Health, Department of Health Policy and Management , 624, N. Broadway, Room 509, Baltimore, MD 21205
| | - Lainie Rutkow
- Johns Hopkins Bloomberg School of Public Health, Department of Health Policy and Management, Baltimore, MD, United States.
| | - Mark C. Bicket
- Johns Hopkins School of Medicine, Department of Anesthesiology and Critical Care Medicine , 600 N. Wolfe Street, Baltimore, MD 21205
| | - Colleen L. Barry
- Johns Hopkins Bloomberg School of Public Health, Department of Health Policy and Management , 624 N. Broadway, Room 482, Baltimore, MD 21205
| | - G. Caleb Alexander
- Johns Hopkins Bloomberg School of Public Health, Department of Epidemiology , 615 N. Wolfe Street, Room W6035, Baltimore, Maryland 21205
| | - Emma E. McGinty
- Johns Hopkins Bloomberg School of Public Health, Department of Health Policy and Management , 624 N. Broadway, Room 359, Baltimore, MD 21205
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Meier A, Moore SK, Saunders EC, McLeman B, Metcalf SA, Auty S, Walsh O, Marsch LA. Understanding the increase in opioid overdoses in New Hampshire: A rapid epidemiologic assessment. Drug Alcohol Depend 2020; 209:107893. [PMID: 32065941 PMCID: PMC7127940 DOI: 10.1016/j.drugalcdep.2020.107893] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2019] [Revised: 01/10/2020] [Accepted: 02/01/2020] [Indexed: 10/25/2022]
Abstract
BACKGROUND New Hampshire (NH) has had among the highest rates of fentanyl-related overdose deaths per capita in the United States for several years in a row-more than three times the national average in 2016. This mixed-methods study investigated drug-using practices and perspectives of NH residents who use opioids to inform policy in tackling the overdose crisis. METHODS Seventy-six participants from six NH counties completed demographic surveys and semi-structured interviews focused on drug-using practices and perspectives, including use precursors, fentanyl-seeking behaviors, and experiences with overdose. Rigorous qualitative methods were used to analyze interview data including transcription, coding and content analysis. Descriptive statistics were calculated on quantitative survey data. RESULTS Eighty-four percent of interviewees had knowingly used fentanyl in their lifetime, 70 % reported overdosing at least once, and 42 % had sought a batch of drugs known to have caused an overdose. The majority stated most heroin available in NH was laced with fentanyl and acknowledged that variability across batches increased overdose risk. Participants reported high availability of fentanyl and limited access to prevention, treatment, and harm reduction programs. There was widespread support for expanding education campaigns for youth, increasing treatment availability, and implementing needle exchange programs. CONCLUSIONS A confluence of factors contribute to the NH opioid overdose crisis. Despite consensus that fentanyl is the primary cause of overdoses, individuals continue to use it and affirm limited availability of resources to address the problem. Policies targeting innovative prevention, harm reduction, and treatment efforts are needed to more effectively address the crisis.
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Affiliation(s)
- Andrea Meier
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth, 46 Centerra Parkway, Suite 315, Lebanon, NH, 03766, USA.
| | - Sarah K. Moore
- Center for Technology and Behavioral Health, Geisel School
of Medicine at Dartmouth, 46 Centerra Parkway, Suite 315, Lebanon, New Hampshire,
03766, USA
| | - Elizabeth C. Saunders
- Center for Technology and Behavioral Health, Geisel School
of Medicine at Dartmouth, 46 Centerra Parkway, Suite 315, Lebanon, New Hampshire,
03766, USA.,The Dartmouth Institute, Lebanon, New Hampshire, 03766,
USA
| | - Bethany McLeman
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth, 46 Centerra Parkway, Suite 315, Lebanon, NH, 03766, USA.
| | - Stephen A. Metcalf
- Center for Technology and Behavioral Health, Geisel School
of Medicine at Dartmouth, 46 Centerra Parkway, Suite 315, Lebanon, New Hampshire,
03766, USA
| | - Samantha Auty
- Boston University School of Public Health, Boston, MA, USA.
| | - Olivia Walsh
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth, 46 Centerra Parkway, Suite 315, Lebanon, NH, 03766, USA.
| | - Lisa A. Marsch
- Center for Technology and Behavioral Health, Geisel School
of Medicine at Dartmouth, 46 Centerra Parkway, Suite 315, Lebanon, New Hampshire,
03766, USA
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Milani SA, Lloyd SL, Serdarevic M, Cottler LB, Striley CW. Gender differences in diversion among non-medical users of prescription opioids and sedatives. THE AMERICAN JOURNAL OF DRUG AND ALCOHOL ABUSE 2020; 46:340-347. [PMID: 31935131 DOI: 10.1080/00952990.2019.1708086] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
BACKGROUND Non-medical use of prescription drugs is a major public health concern in the United States. Prescription opioids and sedatives are among the most widely abused drugs and their combined use can be lethal. Increasingly rigid prescribing guidelines may contribute to the changing context of opioid use and increase drug diversion. OBJECTIVE To examine gender differences in diversion of prescription opioids and sedatives among non-medical prescription opioid and sedative polysubstance users. We hypothesize that men will be more likely than women to engage in incoming diversion. METHODS Data from the Prescription Drug Abuse, Misuse, and Dependence Study, a cross-sectional study focused on prescription drug users, were analyzed. Non-medical use was defined as use of a drug that was not prescribed or use in a way other than prescribed. Individuals who reported past 12-month non-medical opioid and sedative use were included; diversion was defined as incoming (obtaining drugs from a source other than a health professional) and outgoing (giving away/selling/trading prescription drugs). RESULTS Among the 198 polysubstance users, 41.4% were female. Men were 2.85 times as likely as women to report incoming diversion (95% CI: 1.21-6.72). Women were more likely to obtain opioids from a healthcare professional; men were more likely to obtain sedatives from a roommate, coworker, or friend. Over half of men and women reported outgoing diversion opioids or sedatives. CONCLUSION Drug diversion highlights an important point of intervention. Current prevention efforts that target prescribers should be expanded to include users and diversion activities; these interventions should be gender-specific.
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Affiliation(s)
- Sadaf Arefi Milani
- Sealy Center on Aging, University of Texas Medical Branch , Galveston, TX, USA
| | - Shawnta L Lloyd
- Department of Epidemiology, College of Medicine and College of Public Health and Health Professions, University of Florida , Gainesville, FL, USA
| | | | - Linda B Cottler
- Department of Epidemiology, College of Medicine and College of Public Health and Health Professions, University of Florida , Gainesville, FL, USA
| | - Catherine Woodstock Striley
- Department of Epidemiology, College of Medicine and College of Public Health and Health Professions, University of Florida , Gainesville, FL, USA
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Cicero TJ, Ellis MS, Kasper ZA. Polysubstance Use: A Broader Understanding of Substance Use During the Opioid Crisis. Am J Public Health 2019; 110:244-250. [PMID: 31855487 DOI: 10.2105/ajph.2019.305412] [Citation(s) in RCA: 177] [Impact Index Per Article: 35.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Objectives. To understand important changes in co-occurring opioid and nonopioid drug use (i.e., polysubstance use) within the opioid epidemic in the United States.Methods. We analyzed survey data on the past month co-use of prescription and illicit opioids and 12 nonopioid psychoactive drug classes from a national sample of 15 741 persons entering treatment of opioid use disorder.Results. Past-month illicit opioid use increased from 44.8% in 2011 to 70.1% in 2018, while the use of prescription opioids alone dropped from 55.2% to 29.9%, yet overall remained high (94.5% to 85.2%). Past-month use of at least 1 nonopioid drug occurred in nearly all participants (> 90%), with significant increases in methamphetamine (+85%) and decreases across nonopioid prescription drug classes (range: -40% to -68%).Conclusions. Viewing opioid trends in a "silo" ignores the fact not only that polysubstance use is ubiquitous among those with opioid use disorder but also that significant changes in polysubstance use should be monitored alongside opioid trends.Public Health Implications. Treatment, prevention, and policymaking must address not only the supply and demand of a singular drug class but also the global nature of substance use overall.
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Affiliation(s)
- Theodore J Cicero
- All of the authors are with Washington University in St Louis, St Louis, MO
| | - Matthew S Ellis
- All of the authors are with Washington University in St Louis, St Louis, MO
| | - Zachary A Kasper
- All of the authors are with Washington University in St Louis, St Louis, MO
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30
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Meadowcroft D, Whitacre B. Do prescription drug monitoring programs encourage prescription - or illicit - opioid abuse? Subst Abus 2019; 42:65-75. [PMID: 31821128 DOI: 10.1080/08897077.2019.1695707] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
BACKGROUND Prescription drug monitoring programs (PDMPs) are tools that states can use to fight prescription opioid misuse within their jurisdiction. However, because PDMPs make prescription opioids more difficult to access, these programs may have the unintended consequence of increasing deaths related to illicit opioids. Methods: This study uses fixed effects models to estimate how PDMP regulatory strength is associated with both prescription opioid- and heroin-related deaths between 1999 and 2016. PDMP regulatory strength is measured by creating a score using multiple correspondence analysis (MCA). Additional models replace the MCA score with a binary indicator for the presence of one particular regulation requiring physicians to access the system before writing opioid prescriptions. Results: Results show that continuous measures of PDMP strength are not generally associated with prescription opioid- or heroin-related death rates. Yet, one model does show that PDMP scores are positively associated with the heroin-related death rate. The models using the binary mandatory access variable show a strong positive association with both prescription opioid and heroin deaths. Conclusions: This study supports the theory that more stringent state PDMPs are associated with higher rates of heroin-related deaths, potentially due to decreases in prescription opioid availability.
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Affiliation(s)
- Devon Meadowcroft
- Department of Agricultural Economics, Oklahoma State University, Stil, Oklahoma, USA
| | - Brian Whitacre
- Department of Agricultural Economics, Oklahoma State University, Stil, Oklahoma, USA
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31
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Schatman ME, Shapiro H. Damaging State Legislation Regarding Opioids: The Need To Scrutinize Sources Of Inaccurate Information Provided To Lawmakers. J Pain Res 2019; 12:3049-3053. [PMID: 31807060 PMCID: PMC6857667 DOI: 10.2147/jpr.s235366] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2019] [Accepted: 11/01/2019] [Indexed: 12/13/2022] Open
Affiliation(s)
- Michael E Schatman
- Boston PainCare, Waltham, MA, USA
- Department of Diagnostic Sciences, Tufts University School of Dental Medicine, Boston, MA, USA
- Department of Public Health and Community Medicine, Tufts University School of Medicine, Boston, MA, USA
| | - Hannah Shapiro
- Department of Biopsychology, Tufts University, Medford, MA, USA
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32
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Preference for drugs containing fentanyl from a cross-sectional survey of people who use illicit opioids in three United States cities. Drug Alcohol Depend 2019; 204:107547. [PMID: 31536877 DOI: 10.1016/j.drugalcdep.2019.107547] [Citation(s) in RCA: 52] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/16/2019] [Revised: 07/13/2019] [Accepted: 07/14/2019] [Indexed: 01/18/2023]
Abstract
BACKGROUND Death from fentanyl-related overdose is now a leading cause of mortality among US adults. We sought to characterize fentanyl preference among street-based people who use drugs (PWUD). METHODS Cross-sectional surveys were administered to PWUD (N = 308) who illicitly used heroin or prescription opioids in the prior six months. Recruitment occurred in 2017 in three US east coast cities with high overdose mortality: Baltimore, Boston, and Providence. Our main outcome was preference for fentanyl (yes/no); exposures included sociodemographics, drug use, and overdose history. Pearson's χ2, Shapiro-Wilk-Mann rank-sum tests, and tiered log-binomial regression determined sociodemographic and exposure-related factors associated with fentanyl preference. RESULTS Preference for nonmedical use of fentanyl was reported by 27% (n = 83) of the sample. Fentanyl preference was associated with non-Hispanic white race (adjusted risk ratio (ARR) = 1.68, 95% confidence interval (CI):1.18-2.40), daily illicit drug use (aRR = 2.2, CI:1.71-2.87), and overdose ≥1 year ago (aRR = 1.33, CI:1.18-1.50). Age (in decades; aRR = 0.77, CI:0.61-0.98) and overdose <1 year ago (aRR = 0.92, CI:0.87-0.97) were associated with a decreased likelihood of preference. In our model excluding sociodemographics, initiating opioid use with non-prescribed opioids was associated with fentanyl preference (aRR = 1.48, CI:1.26-1.73). CONCLUSION In three cities with high levels of opioid use and overdose, a quarter of street based PWUD reported preferring fentanyl. An opioid use age cohort effect and disproportionate access to prescription opioids by race could be contributing to preference. Frequency of opioid use, not route of administration, was associated with preference. Our data demonstrate the need to consider preferences for fentanyl when targeting services and interventions for PWUD.
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33
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Brighthaupt SC, Stone EM, Rutkow L, McGinty EE. Effect of pill mill laws on opioid overdose deaths in Ohio & Tennessee: A mixed-methods case study. Prev Med 2019; 126:105736. [PMID: 31152831 DOI: 10.1016/j.ypmed.2019.05.024] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2019] [Revised: 04/24/2019] [Accepted: 05/27/2019] [Indexed: 10/26/2022]
Abstract
Pill mill laws impose strict regulations on pain management clinics to prevent them from issuing opioid prescriptions without medical indication. To date, little is known about the implementation or effects of these laws on opioid overdose deaths. A previously untested concern is that by restricting access to prescription opioids, pill mill laws could increase overdose from heroin and synthetic opioids, like illicitly produced fentanyl. We evaluated the effects of pill mill laws on opioid overdose deaths in Ohio and Tennessee. Of the 11 total U.S. states with pill mill laws, Ohio and Tennessee were the only two where: (1) the pill mill law was the only state law designed to curb opioid prescribing implemented in a two-year period, one-year pre/post law; and (2) high-quality drug-specific overdose death data were available from CDC. We conducted synthetic control analyses examining differences in post-pill mill law trends in overdose deaths in Ohio and Tennessee compared to weighted combinations of comparison states. We also conducted qualitative interviews with 11 leaders responsible for pill mill law implementation and enforcement in Ohio and Tennessee. Pill mill law enactment had no effects on overall, prescription opioid, heroin, or synthetic opioid overdose deaths in Ohio or Tennessee. Interview results suggest that both states engaged in robust enforcement and implementation of the law. A multi-pronged policy approach, including but not limited to pill mill laws, may be required to effectively address opioid overdose deaths.
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Affiliation(s)
- S C Brighthaupt
- Johns Hopkins Bloomberg School of Public Health, Dept. of Mental Health, Baltimore, MD, United States of America..
| | - E M Stone
- Johns Hopkins School of Medicine, Division of General Internal Medicine, Baltimore, MD, United States of America
| | - L Rutkow
- Johns Hopkins Bloomberg School of Public Health, Dept. of Health Policy & Management, Baltimore, MD, United States of America
| | - E E McGinty
- Johns Hopkins Bloomberg School of Public Health, Dept. of Mental Health, Baltimore, MD, United States of America.; Johns Hopkins Bloomberg School of Public Health, Dept. of Health Policy & Management, Baltimore, MD, United States of America
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34
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Ciccarone D. The triple wave epidemic: Supply and demand drivers of the US opioid overdose crisis. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2019; 71:183-188. [PMID: 30718120 PMCID: PMC6675668 DOI: 10.1016/j.drugpo.2019.01.010] [Citation(s) in RCA: 347] [Impact Index Per Article: 69.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2018] [Revised: 12/29/2018] [Accepted: 01/08/2019] [Indexed: 11/19/2022]
Abstract
The US mortality rate has gone up three years in a row from 2014 to 2017 (Murphy, Xu, Kochanek, & Arias, 2016 , 2018 ; National Center for Health Statistics, 2017 ). Correspondingly, life expectancy at birth has declined; the first triple year decline since World War One and the devastating influenza pandemic one hundred years ago (Tejada Vera B, 2017 ). Most of the top ten causes of death are declining year over year; however, the third leading cause of death, unintentional injuries, has climbed in rate and rank since 2014 (Murphy et al., 2016 ). Driving this are deaths due to drug poisoning which exceeded 70,000 in 2017 (Hedegaard H, 2018 ). Annual deaths due to drug overdoses now exceed those from motor vehicle deaths, gun violence and even HIV at the height of the 1990s HIV epidemic (J Katz, 2017 ).
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Affiliation(s)
- Daniel Ciccarone
- Department of Family and Community Medicine, University of California San Francisco, United States
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35
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Abstract
Opioid use disorder (OUD) is a disorder that can lead to several negative outcomes, including overdose and death. A variety of opioids can be abused by individuals including both prescribed and non-prescribed opioids. Continued opioid use can be driven by negative affective states associated with opioid withdrawal. Several treatments exist in the field including medication assisted treatments such as methadone, buprenorphine, and naltrexone. Treatments such as clonidine and lofexidine can also be used to assist with decreasing withdrawal symptoms. Increasing adherence to treatment can further improve patient outcomes and promote continuation with treatment. A variety of methods to reduce relapse can also be utilized such as opioid agonists and maintenance therapy. According to the Centers for Disease Control, opioid overdoses contributed to 67.8% of overdose deaths in 2017.
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36
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Oliver JE, Carlson C. Misperceptions about the 'Opioid Epidemic:' Exploring the Facts. Pain Manag Nurs 2019; 21:100-109. [PMID: 31327624 DOI: 10.1016/j.pmn.2019.05.004] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2019] [Revised: 05/01/2019] [Accepted: 05/22/2019] [Indexed: 11/16/2022]
Abstract
A plethora of statistics and claims exist concerning the rise in prescription opioid use and the increase in opioid-related deaths. Eleven misperceptions were identified that underlie some of the growing national concern and backlash against opioid use. Misperceptions include the number of opioid overdose deaths, the quality of government-sponsored data and guidelines, the impact of opioid dose escalation on overdose risk, postoperative opioid use associated with long-term use, and the link between prescription opioid use and heroin initiation. Implications for research, practice and education include (a) a call for improvement in data recording, (b) unbiased and clear reporting of information, (c) a call for health care providers to ask critical questions when presented with data, and (d) a call for policymakers to avoid unnecessarily restrictive practices that are founded in fear and may cause unintended harm to patients in pain.
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Affiliation(s)
- June E Oliver
- Pain Service, Swedish Covenant Hospital, Chicago, Illinois, USA
| | - Cathy Carlson
- School of Nursing, Northern Illinois University, DeKalb, Illinois, USA.
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37
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Pravetoni M, Comer SD. Development of vaccines to treat opioid use disorders and reduce incidence of overdose. Neuropharmacology 2019; 158:107662. [PMID: 31173759 DOI: 10.1016/j.neuropharm.2019.06.001] [Citation(s) in RCA: 58] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Revised: 05/01/2019] [Accepted: 06/02/2019] [Indexed: 02/06/2023]
Abstract
Vaccines offer a promising therapeutic strategy to treat substance use disorders (SUD). Vaccines have shown extensive preclinical proof of selectivity, safety, and efficacy against opioids, nicotine, cocaine, methamphetamine, and designer drugs. Despite clinical evaluation of vaccines targeting nicotine and cocaine showing proof of concept for this approach, no vaccine for SUD has yet reached the market. This review first discusses how vaccines for treatment of opioid use disorders (OUD) and reduction of opioid-induced fatal overdoses fit within the current medication assisted treatment (MAT) portfolio, and then summarizes ongoing efforts toward translation of vaccines targeting heroin, oxycodone, fentanyl, and other opioids. This article is part of the Special Issue entitled 'New Vistas in Opioid Pharmacology'.
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Affiliation(s)
- Marco Pravetoni
- University of Minnesota Medical School, Departments of Pharmacology and Medicine, Minneapolis, MN, USA; Hennepin Healthcare Research Institute, Minneapolis, MN, USA.
| | - Sandra D Comer
- Columbia University Irving Medical Center, Department of Psychiatry, The New York State Psychiatric Institute, New York, NY, USA
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Stringer KL, Marotta P, Baker E, Turan B, Kempf MC, Drentea P, Stepanikova I, Turan JM. Substance Use Stigma and Antiretroviral Therapy Adherence Among a Drug-Using Population Living with HIV. AIDS Patient Care STDS 2019; 33:282-293. [PMID: 31166784 PMCID: PMC6588110 DOI: 10.1089/apc.2018.0311] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Among people living with HIV (PLWH), HIV-related stigma predicts nonadherence to antiretroviral therapy (ART); however, the role of stigma associated with drug use is largely unknown. We examined the association between substance use (SU) stigma and optimal ART adherence in a sample of 172 self-reported HIV-infected drug users. Participants completed surveys on SU, stigma, and ART adherence. The three substance classes with the greatest number of participants exhibiting moderate/high-risk scores were for cocaine/crack cocaine (66.28%), cannabis (64.53%), and hazardous alcohol consumption (65.70%). Multivariable logistic regression was conducted to investigate associations between levels of SU stigma and optimal ART adherence, adjusting for sociodemographic characteristics, severity of illicit drug use (alcohol, smoking and substance involvement screening test) and alcohol use severity (Alcohol Use Disorders Identification Test-C), HIV-related stigma, and social support. The odds of optimal adherence among participants experiencing moderate [Adjusted Odds Ratio (AOR) = 0.36, p = 0.039] and very high (AOR = 0.25, p = 0.010) levels of anticipated SU stigma were significantly lower than participants experiencing low levels of anticipated SU stigma. No other stigma subscales were significant predictors of ART adherence. Interventions aiming to improve ART adherence among drug-using PLWH need to address anticipated SU stigma.
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Affiliation(s)
| | - Phillip Marotta
- Department of Social Work, Columbia University, New York, New York
| | - Elizabeth Baker
- Department of Sociology, and University of Alabama at Birmingham, Birmingham, Alabama
| | - Bulent Turan
- Department of Psychology, University of Alabama at Birmingham, Birmingham, Alabama
| | - Mirjam-Colette Kempf
- Schools of Nursing, Public Health, and Medicine, University of Alabama at Birmingham, Birmingham, Alabama
| | - Patricia Drentea
- Department of Sociology, and University of Alabama at Birmingham, Birmingham, Alabama
| | - Irena Stepanikova
- Department of Sociology, and University of Alabama at Birmingham, Birmingham, Alabama
| | - Janet M. Turan
- Department of Healthcare Organization and Policy, School of Public Health, University of Alabama at Birmingham, Birmingham, Alabama
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Abbasi AB, Salisbury-Afshar E, Jovanov D, Berberet C, Arunkumar P, Aks SE, Layden JE, Pho MT. Health Care Utilization of Opioid Overdose Decedents with No Opioid Analgesic Prescription History. J Urban Health 2019; 96:38-48. [PMID: 30607879 PMCID: PMC6391294 DOI: 10.1007/s11524-018-00329-x] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Opioid overprescribing is a major driver of the current opioid overdose epidemic. However, annual opioid prescribing in the USA dropped from 782 to 640 morphine milligram equivalents per capita between 2010 and 2015, while opioid overdose deaths increased by 63%. To better understand the role of prescription opioids and health care utilization prior to opioid-related overdose, we analyzed the death records of decedents who died of an opioid overdose in Illinois in 2016 and linked to any existing controlled substance monitoring program (CSMP) and emergency department (ED) or hospital discharge records. We found that of the 1893 opioid-related overdoses, 573 (30.2%) decedents had not filled an opioid analgesic prescription within the 6 years prior to death. Decedents without an opioid prescription were more likely to be black (33.3% vs 20.2%, p < .001), Hispanic (16.3% vs 8.8%, p < .001), and Chicago residents (46.8% vs 25.6%, p < .001) than decedents with at least one filled opioid prescription. Decedents who did not fill an opioid prescription were less likely to die of an overdose involving prescribed opioids (7.3% vs 19.5%, p < .001) and more likely to fatally overdose on heroin (63% vs 50.4%, p < .001) or fentanyl/fentanyl analogues (50.3% vs 41.8%, p = .001). Between 2012 and the time of death, decedents without an opioid prescription had fewer emergency department admissions (2.5 ± 4.2 vs 10.6 ± 15.8, p < .001), were less likely to receive an opioid use disorder diagnosis (41.3% vs 47.5%, p = .052), and were less likely to be prescribed buprenorphine for opioid use disorder treatment (3.3% vs 8.6%, p < .001). Public health interventions have often focused on opioid prescribing and the use of CSMPs as the core preventive measures to address the opioid crisis. We identified a subset of individuals in Illinois who may not be impacted by such interventions. Additional research is needed to understand what strategies may be successful among high-risk populations that have limited opioid analgesic prescription history and low health care utilization.
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Affiliation(s)
- Ali B Abbasi
- University of Chicago Pritzker School of Medicine, Chicago, IL, USA. .,Illinois Department of Public Health, Chicago, IL, USA.
| | - Elizabeth Salisbury-Afshar
- Center for Multi-System Solutions to the Opioid Epidemic, American Institutes for Research, Chicago, IL, USA
| | - Dejan Jovanov
- Division of Patient Safety and Quality, Illinois Department of Public Health, Chicago, IL, USA
| | - Craig Berberet
- Prescription Monitoring Program, Illinois Department of Human Services, Chicago, IL, USA
| | | | - Steven E Aks
- Department of Emergency Medicine, Cook County Health and Hospitals System, Chicago, IL, USA
| | | | - Mai T Pho
- Illinois Department of Public Health, Chicago, IL, USA.,Section of Infectious Diseases and Global Health, University of Chicago Medicine, Chicago, IL, USA
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Are Temporal Trends Important Measures of Opioid-prescribing Risk? J Addict Med 2018; 13:5-6. [PMID: 30418259 DOI: 10.1097/adm.0000000000000475] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Higgins SA, Simons J. The Opioid Epidemic and the Role of the Occupational Health Nurse. Workplace Health Saf 2018; 67:36-45. [PMID: 30305006 DOI: 10.1177/2165079918796242] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
The opioid epidemic is a national public health crisis. It began with the misuse of commonly used prescription opioid pain relievers and has led to the increased use of heroin and illicit fentanyl. Large-scale initiatives have begun on the federal and state level and place an emphasis on improved opioid prescribing, which have important implications for the workplace. Treatment of work injury may initiate the use of prescription opioids and result in misuse and possible overdose. Prescription drug abuse affects all aspects of society so potentially any workplace could be affected. A multifaceted approach is needed to reduce opioid morbidity and mortality and the occupational health nurse should be actively involved. The intent of this article is to provide an overview of the epidemic and its impact on health, the challenges for the workplace, and recommended strategies for the occupational health nurse to impact the problem.
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Rigg KK, McLean K, Monnat SM, Sterner GE, Verdery AM. Opioid misuse initiation: Implications for intervention. J Addict Dis 2018; 37:111-122. [PMID: 31084486 PMCID: PMC8867518 DOI: 10.1080/10550887.2019.1609336] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
The nonmedical use of opioids (e.g., prescription painkillers and heroin) has drastically increased over the past two decades. Despite the popular media narrative suggesting initiation often begins with misused personal prescriptions, there has been surprisingly little investigation into how persons initiate their misuse of opioids. Inattention to initiation patterns is an important limitation because understandings of onset directly inform prevention and treatment interventions. The primary goals of this study, therefore, were to: (1) describe the age patterns of opioid misuse initiation, (2) identify the opioid most commonly used at initiation and the source of the initial opioids, and (3) explore the narrative accounts of the circumstances surrounding opioid misuse onset. Surveys (n = 125) and in-depth interviews (n = 30) were conducted with nonmedical opioid users currently residing in southwest Pennsylvania between July 2017 and July 2018. Survey results show that initiation of opioid misuse (both heroin and prescription opioids) tends to occur prior to age 25, peaking between the ages of 18-25, with most (81%) initiating with prescription opioids. Qualitative findings provided additional context regarding the timing of initiation, acquiring opioids at initiation, and motivations for initiating. This study adds to the limited research on opioid misuse initiation and provides insights to drug treatment providers, prescribers, and public health professionals in identifying who is at risk for opioid misuse initiation, and more importantly, when and how to intervene most effectively.
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Affiliation(s)
- Khary K Rigg
- Department of Mental Health Law and Policy, College of Behavioral and Community Sciences, University of South Florida, Tampa, FL, USA
| | - Katherine McLean
- Administration of Justice, Penn State Greater Allegheny, McKeesport, PA, USA
| | - Shannon M Monnat
- Lerner Center for Public Health Promotion and Department of Sociology, Maxwell School of Citizenship and Public Affairs, Syracuse University, Syracuse, NY, USA
| | - Glenn E Sterner
- The Justice Center for Research, The Pennsylvania State University, University Park, PA, USA
| | - Ashton M Verdery
- Department of Sociology and Criminology, The Pennsylvania State University, University Park, PA, USA
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