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Laing R, Donnelly CA. Evolution of an epidemic: Understanding the opioid epidemic in the United States and the impact of the COVID-19 pandemic on opioid-related mortality. PLoS One 2024; 19:e0306395. [PMID: 38980856 PMCID: PMC11233025 DOI: 10.1371/journal.pone.0306395] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Accepted: 05/31/2024] [Indexed: 07/11/2024] Open
Abstract
We conduct this research with a two-fold aim: providing a quantitative analysis of the opioid epidemic in the United States (U.S.), and exploring the impact of the COVID-19 pandemic on opioid-related mortality. The duration and persistence of the opioid epidemic lends itself to the need for an overarching analysis with extensive scope. Additionally, studying the ramifications of these concurrent severe public health crises is vital for informing policies to avoid preventable mortality. Using data from CDC WONDER, we consider opioid-related deaths grouped by Census Region spanning January 1999 to October 2022 inclusive, and later add on a demographic component with gender-stratification. Through the lens of key events in the opioid epidemic, we build an interrupted time series model to reveal statistically significant drivers of opioid-related mortality. We then employ a counterfactual to approximate trends in the absence of COVID-19, and estimate excess opioid-related deaths (defined as observed opioid-related deaths minus projected opioid-related deaths) associated with the pandemic. According to our model, the proliferation of fentanyl contributed to sustained increases in opioid-related death rates across three of the four U.S. census regions, corroborating existing knowledge in the field. Critically, each region has an immediate increase to its opioid-related monthly death rate of at least 0.31 deaths per 100,000 persons at the start of the pandemic, highlighting the nationwide knock-on effects of COVID-19. There are consistent positive deviations from the expected monthly opioid-related death rate and a sizable burden from cumulative excess opioid-related deaths, surpassing 60,000 additional deaths nationally from March 2020 to October 2022, ∼70% of which were male. These results suggest that robust, multi-faceted measures are even more important in light of the COVID-19 pandemic to prevent overdoses and educate users on the risks associated with potent synthetic opioids such as fentanyl.
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Affiliation(s)
- Rachel Laing
- Department of Statistics, University of Oxford, Oxford, United Kingdom
- Division of Infectious Diseases, Massachusetts General Hospital, Cambridge, Massachusetts, United States of America
| | - Christl A Donnelly
- Department of Statistics, University of Oxford, Oxford, United Kingdom
- Pandemic Sciences Institute, University of Oxford, Oxford, United Kingdom
- MRC Centre for Global Infectious Disease Analysis, Imperial College London, London, United Kingdom
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2
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McCann C, McCauley CO, Harkin D. Barriers and facilitators to opioid deprescribing among Advanced Nurse Practitioners: A qualitative interview study. J Adv Nurs 2024; 80:2500-2511. [PMID: 38082475 DOI: 10.1111/jan.15995] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Revised: 11/07/2023] [Accepted: 11/19/2023] [Indexed: 05/12/2024]
Abstract
AIM To explore the experiences primary care Advanced Nurse Practitioners have had in relation to deprescribing opioids in chronic non-malignant pain. DESIGN A qualitative interview study. METHODS Primary care Advanced Nurse Practitioners were recruited from across the Northern Ireland GP Federations. Data collection for this study took place between April and June 2022. In total, 10 semi-structured online interviews were conducted. Interviews were audio and visually recorded, transcribed verbatim and interpreted using a thematic analysis framework. The COREQ criteria were used to guide the reporting of this study. RESULTS The Advanced Nurse Practitioners experienced several challenges associated with opioid deprescribing and the implementation of current chronic pain guidelines. The main barriers identified were difficulties engaging patients in deprescribing discussions, a lack of availability of supportive therapies and poor access to secondary care services. The barriers identified directly impacted on their ability to deliver best practice which resulted in a sense of professional powerlessness. CONCLUSION The experiences of the Advanced Nurse Practitioners demonstrate that opioid deprescribing in patients with chronic pain is challenging, and implementation of current chronic pain guidelines is difficult. IMPACT This study contributes to existing literature on the topic of reducing opioid prescribing and as far as the authors are aware, is the first study to examine the experiences of primary care advanced nurse practitioners in this context. These findings will be of interest to other primary care practitioners, and prescribers involved in the management of chronic non-malignant pain. PATIENT OR PUBLIC CONTRIBUTION No patient or public contribution.
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Houghton DC, Merritt CR, Miller SN, Mitchell JM, Parker D, Hommel JD, Cunningham KA, Wilkes DM. Electronic Real-Time Monitoring Reveals Limited Adherence to Long-Term Opioid Prescriptions in Pain Patients. J Pain Res 2024; 17:1815-1827. [PMID: 38799276 PMCID: PMC11127646 DOI: 10.2147/jpr.s436898] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Accepted: 04/15/2024] [Indexed: 05/29/2024] Open
Abstract
Background Pain management physicians are increasingly focused on limiting prescription opioid abuse, yet existing tools for monitoring adherence have limited accuracy. Medication event monitoring system (MEMS) is an emerging technology for tracking medication usage in real-time but has not been tested in chronic pain patients on long-term opioid regimens. Objective We conducted a pilot clinical trial to investigate the utility of MEMS for monitoring opioid adherence and compared to traditional methods including self-report diaries, urine drug screen (UDS), and physicians' opinions. Methods Opioid-maintained chronic pain patients were recruited from a pain management clinic. Participants (n=28) were randomly assigned to either receive MEMS bottles containing their opioid medication for a 90-day period or to continue using standard medication bottles. MEMS bottles were configured to record and timestamp all bottle openings and the number of pills that were removed from the bottle (via measurement of weight change). Results Participants who received MEMS demonstrated highly heterogenous dosing patterns, with a substantial number of patients rapidly removing excessive amounts of medication and/or "stockpiling" medication. By comparison, physicians rated all participants as either "totally compliant" or "mostly compliant". UDS results did not reveal any illicit drug use, but 25% of participants (n=7) tested negative for their prescribed opioid metabolite. MEMS data did not correlate with physician-rated adherence (P=0.24) and UDS results (P=0.77). MEMS data consistently revealed greater non-adherence than self-report data (P<0.001). Conclusion These results highlight the limits in our understanding of naturalistic patterns of daily opioid use in chronic pain patients as well as support the use of MEMS for detecting potential misuse as compared to routine adherence monitoring methods. Future research directions include the need to determine how MEMS could be used to improve patient outcomes, minimize harm, and aid in clinical decision-making. Trial Registration This study was preregistered on ClinicalTrials.gov (NCT03752411).
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Affiliation(s)
- David C Houghton
- Center for Addiction Sciences and Therapeutics, University of Texas Medical Branch, Galveston, TX, USA
- Department of Psychiatry and Behavioral Sciences, University of Texas Medical Branch, Galveston, TX, USA
| | - Christina R Merritt
- Center for Addiction Sciences and Therapeutics, University of Texas Medical Branch, Galveston, TX, USA
- Department of Pharmacology and Toxicology, University of Texas Medical Branch, Galveston, TX, USA
| | - Sierra N Miller
- Center for Addiction Sciences and Therapeutics, University of Texas Medical Branch, Galveston, TX, USA
| | - Jasmine M Mitchell
- Department of Family and Community Medicine, UT McGovern Medical School, Houston, TX, USA
| | - David Parker
- Center for Addiction Sciences and Therapeutics, University of Texas Medical Branch, Galveston, TX, USA
| | - Jonathan D Hommel
- Center for Addiction Sciences and Therapeutics, University of Texas Medical Branch, Galveston, TX, USA
- Department of Pharmacology and Toxicology, University of Texas Medical Branch, Galveston, TX, USA
| | - Kathryn A Cunningham
- Center for Addiction Sciences and Therapeutics, University of Texas Medical Branch, Galveston, TX, USA
- Department of Psychiatry and Behavioral Sciences, University of Texas Medical Branch, Galveston, TX, USA
- Department of Pharmacology and Toxicology, University of Texas Medical Branch, Galveston, TX, USA
| | - Denise M Wilkes
- Center for Addiction Sciences and Therapeutics, University of Texas Medical Branch, Galveston, TX, USA
- Department of Anesthesiology, University of Texas Medical Branch, Galveston, TX, USA
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Shankar DS, Kim J, Bienstock DM, Gao M, Lee Y, Zubizarreta NJ, Poeran J, Lin JD, Chaudhary SB, Hecht AC. Postoperative Opioid Use and Prescribing Patterns among Patients Undergoing Cervical Laminectomy with Instrumented Fusion versus Cervical Laminoplasty with Reconstruction. Global Spine J 2024; 14:561-567. [PMID: 35861211 PMCID: PMC10802526 DOI: 10.1177/21925682221116825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
STUDY DESIGN Retrospective cohort study. OBJECTIVE To compare patterns in opioid usage and prescriptions between patients who undergo cervical laminectomy with instrumented fusion (LF) vs cervical laminoplasty with reconstruction (LP) within single surgeon and national database cohorts. METHODS We identified patients with cervical myelopathy undergoing primary LF or LP in both a single-surgeon series cohort (2004-2018) and a nationally representative cohort drawn from the IBM® Marketscan® database (2014-2016). We recorded opioid usage within 6 months of surgery and identified differences in unadjusted opioid use rates between LF and LP patients. Multivariable logistic regression was used to evaluate the association between procedure type and postoperative opioid use. RESULTS Without adjusting for covariates, LF patients had a higher rate of 6-month opioid use in the single-surgeon cohort (15.7% vs 5.1%, P = .02). After adjusting for covariates, LF patients had higher odds of 6-month postoperative opioid use (OR 2.8 [95% CI 1.0-7.7], P = .04). In the national cohort, without adjusting for covariates, there was no significant difference in 6-month opioid use between LF and LP patients. Even after adjusting for covariates, we found no significant difference in odds. CONCLUSIONS Findings from a single-surgeon cohort reveal that LF is associated with a higher rate of 6-month opioid use than LP. This is at odds with findings from a national database cohort, which suggested that LP and LF patients have similar rates of opioid usage at 6-months postoperatively. To prevent overuse of narcotics, surgeons must consider the distinct pain requirements associated with different procedures even in treatment of the same condition.
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Affiliation(s)
- Dhruv S. Shankar
- Leni & Peter May Department of Orthopaedics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jinseong Kim
- Leni & Peter May Department of Orthopaedics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Dennis M. Bienstock
- Leni & Peter May Department of Orthopaedics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Michael Gao
- Leni & Peter May Department of Orthopaedics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Yunsoo Lee
- Leni & Peter May Department of Orthopaedics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Nicole J. Zubizarreta
- Leni & Peter May Department of Orthopaedics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jashvant Poeran
- Leni & Peter May Department of Orthopaedics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - James D. Lin
- Leni & Peter May Department of Orthopaedics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Saad B. Chaudhary
- Leni & Peter May Department of Orthopaedics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Andrew C. Hecht
- Leni & Peter May Department of Orthopaedics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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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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Miller LW, Murray KA, Branch ED, Thakarar K. Use of Syringe Service Programs in Rural vs Urban Maine: A Harm-Reduction Study. JOURNAL OF MAINE MEDICAL CENTER 2024; 6:7. [PMID: 39118865 PMCID: PMC11309026 DOI: 10.46804/2641-2225.1153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/10/2024]
Abstract
Introduction Syringe service programs (SSPs) reduce HIV and viral hepatitis transmission, as well as the prevalence of improperly disposed needles and needle stick injuries among first responders. Infections associated with injection drug use are rising in rural areas, including Maine, leading to concerns that SSP services are difficult to access for rural residents. Methods A cross-sectional survey of 101 participants hospitalized with infections associated with injection drug use at 4 hospitals in Maine was collected over a 15-month period. Descriptive analyses were performed. Statistical analyses were completed using Fisher's exact tests, Pearson's chi-squared tests, and Student's t tests. Results Of 101 participants, 66 (65%) lived in urban areas, and 35 (35%) lived rurally. Participants living in rural areas reported less SSP use in the past 3 months (76% urban vs 43% rural). Rural participants also had a higher prevalence of injecting buprenorphine than urban participants (6% urban vs 12% rural). Rural participants were also more likely to obtain needles from pharmacies than urban participants (40% urban vs 71% rural). Discussion SSP programs are underrepresented and accessed less in rural areas of Maine. Rural populations of people who inject drugs have unique health characteristics and syringe-use practices. Conclusions These findings highlight the need to develop rural SSP programs that address the unique needs of rural populations.
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Affiliation(s)
| | | | - Emma Day Branch
- Center for Interdisciplinary Population and Health Research, Portland, Maine
| | - Kinna Thakarar
- Division of Infectious Disease, Maine Medical Center, Portland, Maine
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Verma A, Chauhan A, Islam MM, Kahlon MS, Singh A. Navigating the Opioid Crisis: Exploring Innovative Approaches to Pain Management. Curr Pharm Biotechnol 2024; 25:1629-1631. [PMID: 38093445 DOI: 10.2174/0113892010277968231127072017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Revised: 10/25/2023] [Accepted: 10/31/2023] [Indexed: 09/04/2024]
Affiliation(s)
- Abhishek Verma
- Department of Pharmaceutics, ISF College of Pharmacy, Moga, Punjab, 142001, India
| | - Abhishek Chauhan
- Department of Pharmaceutics, ISF College of Pharmacy, Moga, Punjab, 142001, India
| | - Md Moidul Islam
- Department of Pharmaceutics, ISF College of Pharmacy, Moga, Punjab, 142001, India
| | - Milan Singh Kahlon
- Department of Pharmaceutics, ISF College of Pharmacy, Moga, Punjab, 142001, India
| | - Amandeep Singh
- Department of Pharmaceutics, ISF College of Pharmacy, Moga, Punjab, 142001, India
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Dash GF, Conlin WE, Winograd RP. Causation and Common Liability in the Progression of the U.S. Opioid Crisis. J Stud Alcohol Drugs 2024; 85:12-18. [PMID: 38095266 PMCID: PMC10846605 DOI: 10.15288/jsad.23-00289] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Accepted: 11/20/2023] [Indexed: 01/23/2024] Open
Affiliation(s)
- Genevieve F. Dash
- Department of Psychological Sciences, University of Missouri, Columbia, Missouri
| | - William E. Conlin
- Department of Psychological Sciences, University of Missouri, Columbia, Missouri
| | - Rachel P. Winograd
- Missouri Institute of Mental Health, University of Missouri St. Louis, St. Louis, Missouri
- Department of Psychological Sciences, University of Missouri St. Louis, St. Louis, Missouri
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Tatar M, Faraji MR, Keyes K, Wilson FA, Jalali MS. Social vulnerability predictors of drug poisoning mortality: A machine learning analysis in the United States. Am J Addict 2023; 32:539-546. [PMID: 37344967 DOI: 10.1111/ajad.13445] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2022] [Revised: 04/16/2023] [Accepted: 06/05/2023] [Indexed: 06/23/2023] Open
Abstract
BACKGROUND AND OBJECTIVES Drug poisoning is a leading cause of unintentional deaths in the United States. Despite the growing literature, there are a few recent analyses of a wide range of community-level social vulnerability features contributing to drug poisoning mortality. Current studies on this topic face three limitations: often studying a limited subset of vulnerability features, focusing on small sample sizes, or solely including local data. To address this gap, we conducted a national-level analysis to study the impacts of several social vulnerability features in predicting drug mortality rates in the United States. METHODS We used machine learning to investigate the role of 16 social vulnerability features in predicting drug mortality rates for US counties in 2014, 2016, and 2018-the most recent available data. We estimated each vulnerability feature's gain relative contribution in predicting drug poisoning mortality. RESULTS Among all social vulnerability features, the percentage of noninstitutionalized persons with a disability is the most influential predictor, with a gain relative contribution of 18.6%, followed by population density and the percentage of minority residents (13.3% and 13%, respectively). Percentages of households with no available vehicles, mobile homes, and persons without a high school diploma are the following features with gain relative contributions of 6.3%, 5.8%, and 5.1%, respectively. CONCLUSION AND SCIENTIFIC SIGNIFICANCE We identified social vulnerability features that are most predictive of drug poisoning mortality. Public health interventions and policies targeting vulnerable communities may increase the resilience of these communities and mitigate the overdose death and drug misuse crisis.
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Affiliation(s)
- Moosa Tatar
- Center for Value-Based Care Research, Cleveland Clinic, Cleveland, Ohio, USA
| | - Mohammad R Faraji
- Department of Computer Science and Information Technology, Institute for Advanced Studies in Basic Sciences, Zanjan, Iran
| | - Katherine Keyes
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, New York, USA
| | - Fernando A Wilson
- Matheson Center for Health Care Studies, University of Utah, Salt Lake City, Utah, USA
- Department of Population Health Sciences, University of Utah, Salt Lake City, Utah, USA
| | - Mohammad S Jalali
- MGH Institute for Technology Assessment, Harvard Medical School, Boston, Massachusetts, USA
- Sloan School of Management, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
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Brady BR, Taj EA, Cameron E, Yoder AM, De La Rosa JS. A Diagram of the Social-Ecological Conditions of Opioid Misuse and Overdose. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:6950. [PMID: 37887688 PMCID: PMC10606085 DOI: 10.3390/ijerph20206950] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2023] [Revised: 10/10/2023] [Accepted: 10/16/2023] [Indexed: 10/28/2023]
Abstract
The United States is experiencing a crisis of opioid misuse and overdose. To understand the underlying factors, researchers have begun looking upstream to identify social and structural determinants. However, no study has yet aggregated these into a comprehensive ecology of opioid overdose. We scoped 68 literature sources and compiled a master list of opioid misuse and overdose conditions. We grouped the conditions and used the Social Ecological Model to organize them into a diagram. We reviewed the diagram with nine subject matter experts (SMEs) who provided feedback on its content, design, and usefulness. From a literature search and SME interviews, we identified 80 unique conditions of opioid overdose and grouped them into 16 categories. In the final diagram, we incorporated 40 SME-recommended changes. In commenting on the diagram's usefulness, SMEs explained that the diagram could improve intervention planning by demonstrating the complexity of opioid overdose and highlighting structural factors. However, care is required to strike a balance between comprehensiveness and legibility. Multiple design formats may be useful, depending on the communication purpose and audience. This ecological diagram offers a visual perspective of the conditions of opioid overdose.
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Affiliation(s)
- Benjamin R. Brady
- Comprehensive Pain and Addiction Center, University of Arizona Health Sciences, Tucson, AZ 85721, USA; (E.A.T.); (E.C.); (J.S.D.L.R.)
- School of Interdisciplinary Health Programs, College of Health and Human Services, Western Michigan University, Kalamazoo, MI 49008, USA
| | - Ehmer A. Taj
- Comprehensive Pain and Addiction Center, University of Arizona Health Sciences, Tucson, AZ 85721, USA; (E.A.T.); (E.C.); (J.S.D.L.R.)
| | - Elena Cameron
- Comprehensive Pain and Addiction Center, University of Arizona Health Sciences, Tucson, AZ 85721, USA; (E.A.T.); (E.C.); (J.S.D.L.R.)
| | - Aaron M. Yoder
- Comagine Health, Seattle, WA 98133, USA;
- Lifecourse Epidemiology of Adiposity and Diabetes (LEAD) Center, University of Colorado, Aurora, CO 80045, USA
| | - Jennifer S. De La Rosa
- Comprehensive Pain and Addiction Center, University of Arizona Health Sciences, Tucson, AZ 85721, USA; (E.A.T.); (E.C.); (J.S.D.L.R.)
- Department of Family and Community Medicine, College of Medicine, University of Arizona, Tucson, AZ 85721, USA
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Picco L, Jung M, Cangadis-Douglass H, Lam T, Nielsen S. Identifying Prescription-Opioid-Related Risks Using Prescription Drug Monitoring Programs' Algorithms and Clinical Screening Tools. PHARMACY 2023; 11:164. [PMID: 37888509 PMCID: PMC10609676 DOI: 10.3390/pharmacy11050164] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Revised: 10/02/2023] [Accepted: 10/09/2023] [Indexed: 10/28/2023] Open
Abstract
BACKGROUND Pharmacists adopt various approaches to identifying prescription-opioid-related risks and harms, including prescription drug monitoring programs (PDMPs) and clinical screening tools. This study aims to compare 'at-risk' patients according to the published Australian PDMP algorithms with the validated Routine Opioid Outcome Monitoring (ROOM) clinical screening tool. METHODS Data were used from an implementation study amongst people who had been prescribed regular opioids. We examined the results from ROOM and the patients' dispensing history over the previous 90 days. A chi-squared test was used to examine the association between risk according to (i) a PDMP alert and a clinical risk per ROOM; (ii) a PDMP alert and positive screening for opioid use disorder; and (iii) a PDMP 'high-dose' alert (average of >100 mg OME/day in the past 90 days) and any ROOM-validated risk. RESULTS No significant associations were found between being 'at-risk' according to any of the PDMP alerts and clinical risk as identified via the ROOM tool (x2 = 0.094, p = 0.759). There was only minimal overlap between those identified as 'at-risk' via PDMP alerts and those meeting the clinical risk indicators; most patients who were 'at-risk' of clinical opioid-related risk factors were not identified as 'at-risk' based on PDMP alerts. CONCLUSIONS PDMP alerts were not predictive of clinical risk (as per the ROOM tool), as many people with well-established clinical risks would not receive a PDMP alert. Pharmacists should be aware that PDMPs are limited to identifying medication-related risks which are derived using algorithms; therefore, augmenting PDMP information with clinical screening tools can help create a more detailed narrative of patients' opioid-related risks.
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Affiliation(s)
- Louisa Picco
- Monash Addiction Research Centre, Peninsula Campus, Monash University, 47-49 Moorooduc Hwy Frankston, Victoria 3199, Australia; (M.J.); (H.C.-D.); (T.L.)
| | - Monica Jung
- Monash Addiction Research Centre, Peninsula Campus, Monash University, 47-49 Moorooduc Hwy Frankston, Victoria 3199, Australia; (M.J.); (H.C.-D.); (T.L.)
- Centre for Medicine Use and Safety (CMUS), Parkville Campus, Monash University, 381 Royal Parade Parkville, Victoria 3052, Australia
| | - Helena Cangadis-Douglass
- Monash Addiction Research Centre, Peninsula Campus, Monash University, 47-49 Moorooduc Hwy Frankston, Victoria 3199, Australia; (M.J.); (H.C.-D.); (T.L.)
- Centre for Medicine Use and Safety (CMUS), Parkville Campus, Monash University, 381 Royal Parade Parkville, Victoria 3052, Australia
| | - Tina Lam
- Monash Addiction Research Centre, Peninsula Campus, Monash University, 47-49 Moorooduc Hwy Frankston, Victoria 3199, Australia; (M.J.); (H.C.-D.); (T.L.)
| | - Suzanne Nielsen
- Monash Addiction Research Centre, Peninsula Campus, Monash University, 47-49 Moorooduc Hwy Frankston, Victoria 3199, Australia; (M.J.); (H.C.-D.); (T.L.)
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Jones D. Location, location, location: The variable geography of opioid use and misuse. Anaesth Intensive Care 2023; 51:316-320. [PMID: 37340681 DOI: 10.1177/0310057x231172999] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/22/2023]
Affiliation(s)
- David Jones
- Department of Anaesthesia and Pain Clinic, Dunedin Hospital, Dunedin, New Zealand
- Department of Surgical Sciences, University of Otago, Dunedin, New Zealand
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Lopatina E, Thanh NX, Tanguay R, Pereira JX, Wasylak T. Opioid prescriptions and patients' health services utilization and cost before and during the COVID-19 pandemic: an exploratory population-based administrative data analysis. Can J Physiol Pharmacol 2023; 101:466-474. [PMID: 37235884 DOI: 10.1139/cjpp-2022-0544] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
The objective was to explore percentages of the population treated with prescribed opioids and costs of opioid-related hospitalizations and emergency department (ED) visits among individuals treated with prescription opioids and costs of all opioid-related hospitalizations and ED visits in the province (i.e., provincial costs) before and during the coronavirus disease 2019 (COVID-19) pandemic in Alberta, Canada. In administrative data, we identified individuals treated with prescription opioids and opioid-related hospitalizations and ED visits among those individuals and among all individuals in the province between 2015/16 and 2021/22 fiscal years. Services used were counted on an item-by-item basis and costed using case-mix approaches. Annually, from 9.98% (2020/21-2021/22) to 14.52% (2017/18) of the provincial population was treated with prescription opioids. Between 2015/16 and 2021/22, annual costs of opioid-related hospitalizations and ED visits among individuals treated with prescription opioids were ∼$5 and ∼$2 million, respectively. In 2020/21-2021/22, the provincial costs of opioid-related hospitalizations (∼$14 million) and ED visits (∼$7.0 million) were almost twice the costs observed in 2015/16 and immediately before the pandemic (2019/20). Our findings suggest that increases in the opioid-related utilization of inpatient and ED services between 2015/16 and 2021/22, including the drastic increases observed during the COVID-19 pandemic, were likely driven by unregulated substances.
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Affiliation(s)
- Elena Lopatina
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Nguyen X Thanh
- Strategic Clinical Networks™, Alberta Health Services, Edmonton, AB, Canada
| | - Robert Tanguay
- Departments of Psychiatry and Surgery, Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - John X Pereira
- Department of Family Medicine, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Tracy Wasylak
- Strategic Clinical Networks™, Alberta Health Services; Faculty of Nursing, University of Calgary, Calgary, AB, Canada
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Trujillo KA. Opiophobia and the tragedy of needless pain: A call for education and balance. Pharmacol Biochem Behav 2023; 230:173616. [PMID: 37572968 DOI: 10.1016/j.pbb.2023.173616] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Accepted: 08/02/2023] [Indexed: 08/14/2023]
Affiliation(s)
- Keith A Trujillo
- Department of Psychology, California State University, San Marcos, 333 S. Twin Oaks Valley Rd, San Marcos, CA 92096, USA.
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15
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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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16
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Demographics, Diagnoses, Drugs, and Adjuvants in Patients on Chronic Opioid Therapy vs. Intermittent Use in a Tertiary Pediatric Chronic Pain Clinic. CHILDREN (BASEL, SWITZERLAND) 2022; 10:children10010037. [PMID: 36670588 PMCID: PMC9856724 DOI: 10.3390/children10010037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Revised: 12/12/2022] [Accepted: 12/21/2022] [Indexed: 12/28/2022]
Abstract
Anywhere from 11.6% to 20% of pediatric and adolescent patients treated for chronic pain are prescribed opioids, but little is known about these patients. The purpose of this study was to determine the characteristics of patients on chronic opioid therapy (COT) and what therapies had been utilized prior to or in conjunction with COT. The study was a retrospective chart review of all chronic pain patients seen during 2020 with those patients on COT separated for analysis. A total of 346 unique patients were seen of which 257 were female (74.3%). The average age was 15.5 years. A total of 48 patients (13.9%) were identified as being on COT with an average age of 18.1 years. Of these, 23 (47.9%) were male which was significantly more than expected. The most common reason for patients to be receiving COT was palliative (13/48), and the second most common was sickle cell anemia (10/48). Patients on COT were significantly more likely to be male, be older, and to be concurrently prescribed benzodiazepines. Concurrent opioid and benzodiazepine therapy is a risk factor for respiratory depression and overdose. Further investigation into the increased proportion of males and benzodiazepine usage in patients on COT is warranted.
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17
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Dash GF, Gizer IR, Slutske WS. Contextualizing prescription opioid misuse and heroin use within dimensional models of drug involvement. DRUG AND ALCOHOL DEPENDENCE REPORTS 2022; 5:100123. [PMID: 36591566 PMCID: PMC9802645 DOI: 10.1016/j.dadr.2022.100123] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Background Prescription opioid misuse (POM) is often implicated in heroin initiation, despite evidence that POM does not predict heroin initiation any better than other drug use. Additionally, prescription misuse and illicit use behaviors tend to respectively "cluster" together. This study aimed to test a series of theory-driven factor models to explore how POM and heroin use are situated within the broader constellation of drug use that typically occurs alongside opioid (mis)use. Methods 36,309 individuals from NESARC-III (56.31% female; mean age=45.63 [SD=17.53]) reported their lifetime (mis)use of prescription opioids, prescription stimulants, prescription sedatives, heroin, cannabis, cocaine/crack, illicit stimulants (e.g., methamphetamine), club drugs, hallucinogens, and inhalants, and were administered a DSM-5 substance use disorder (SUD) assessment. Bifactor, correlated factors, and one-factor confirmatory factor models were fit using all drug use/SUD variables and subsequently compared. Results POM was most strongly correlated with prescription sedative misuse; heroin use was most strongly correlated with cocaine/crack use. All factor models fit the data well. Highly correlated factors and patterns of factor loadings suggested that POM and heroin use were most parsimoniously captured within a general factor alongside all other forms of drug use. This was also the case for SUD. Additional analyses testing an alternate factor structure provided further support for unidimensionality. Conclusions POM and heroin use, as well as prescription- and heroin-based SUDs, were neither separable nor distinctly associated. Future research should account for other drug use more comprehensively rather than isolating POM as a primary risk factor in heroin use and use disorder.
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Affiliation(s)
- Genevieve F. Dash
- Department of Psychological Sciences, University of Missouri, Columbia, MO, USA,Corresponding author at: 210 McAlester Hall, 320 S. 6th Street, Columbia, MO, 65211. (G.F. Dash)
| | - Ian R. Gizer
- Department of Psychological Sciences, University of Missouri, Columbia, MO, USA
| | - Wendy S. Slutske
- Center for Tobacco Research and Intervention and Department of Family Medicine and Community Health, University of Wisconsin, Madison, WI, USA
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18
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Effect of a Multimodal Analgesic Protocol on Short-Term and Long-Term Opioid Use After Orthopaedic Trauma. J Orthop Trauma 2022; 36:326-331. [PMID: 34999625 DOI: 10.1097/bot.0000000000002346] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 01/04/2022] [Indexed: 02/02/2023]
Abstract
OBJECTIVE To determine whether the use of a multimodal analgesic protocol reduced short-term and long-term opioid use in patients hospitalized after orthopaedic trauma. DESIGN Retrospective pre-post intervention study. SETTING Regional, academic, Level 1 trauma center in Central Kentucky. PATIENTS/PARTICIPANTS Patients were hospitalized after orthopaedic injury before (n = 393) and after (n = 378) the implementation of a multimodal analgesic protocol. INTERVENTION The intervention involved a multimodal analgesic protocol consisting of acetaminophen, ibuprofen/ketorolac, gabapentinoids, skeletal muscle relaxants, and standardized doses of opioids plus standardized pain management education before hospital discharge. MAIN OUTCOME MEASUREMENTS End points included discharge opioid prescription, days' supply and daily morphine milligram equivalent (MME), and long-term opioid use after hospitalization. Opioid use in the 90 days before and after hospitalization was assessed using state prescription drug monitoring program data. RESULTS Discharge opioid prescription rates were similar in the intervention and control cohorts [79.9% vs. 78.4%, odds ratio (OR) 1.30 (0.83-2.03), P = 0.256]. Patients in the intervention cohort received a shorter days' supply [5.7 ± 4.1 days vs. 8.1 ± 6.2 days, rate ratio 0.70 (0.65-0.76), P < 0.001] and lower average daily MME [34.8 ± 24.9 MME vs. 51.5 ± 44.0 MME, rate ratio 0.68 (0.62-0.75), P < 0.001]. The incidence of long-term opioid use was also significantly lower in the intervention cohort [7.7% vs. 12.0%, OR 0.53 (0.28-0.98), P = 0.044]. CONCLUSIONS Implementation of a multimodal analgesic protocol was associated with reductions in both short-term and long-term opioid use, including long-term opioid therapy, after orthopaedic trauma. LEVEL OF EVIDENCE Therapeutic Level III. See Instructions for Authors for a complete description of levels of evidence.
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19
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Wang Z, Nautiyal A, Alexopoulos C, Aqrawi R, Huang X, Ali A, Lawson KE, Riley K, Adamczyk AJ, Dong P, Zhang X. Fentanyl Assay Derived from Intermolecular Interaction-Enabled Small Molecule Recognition (iMSR) with Differential Impedance Analysis for Point-of-Care Testing. Anal Chem 2022; 94:9242-9251. [PMID: 35737979 DOI: 10.1021/acs.analchem.2c00017] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Rapid and effective differentiation and quantification of a small molecule drug, such as fentanyl, in bodily fluids are major challenges for diagnosis and personal medication. However, the current toxicology methods used to measure drug concentration and metabolites require laboratory-based testing, which is not an efficient or cost-effective way to treat patients in a timely manner. Here, we show an assay for monitoring fentanyl levels by combining the intermolecular interaction-enabled small molecule recognition (iMSR) with differential impedance analysis of conjugated polymers. The differential interactions with the designed anchor interface were transduced through the perturbance of the electric status of the flexible conducting polymer. This assay showed excellent fentanyl selectivity against common interferences, as well as in variable body fluids through either testing strips or skin patches. Directly using the patient blood, the sensor provided 1%-5% of the average deviation compared to the "gold" standard method LC-MS results in the medically relevant fentanyl range of 20-90 nM. The superior sensing properties, in conjunction with mechanical flexibility and compatibility, enabled point-of-care detection and provided a promising avenue for applications beyond the scope of biomarker detection.
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Affiliation(s)
- Zhe Wang
- Chemistry Department, Oakland University, Rochester, Michigan 48309, United States
| | - Amit Nautiyal
- Department of Chemistry, Xavier University of Louisiana, New Orleans, Louisiana 70125, United States
| | | | - Rania Aqrawi
- Chemistry Department, Oakland University, Rochester, Michigan 48309, United States
| | - Xiaozhou Huang
- Department of Mechanical Engineering, George Mason University, Fairfax, Virginia 22030, United States
| | - Ashraf Ali
- Department of Chemical Engineering, Auburn University, Auburn, Alabama 36849, United States
| | - Katherine E Lawson
- Department of Chemical Engineering, Auburn University, Auburn, Alabama 36849, United States
| | - Kevin Riley
- Department of Chemistry, Xavier University of Louisiana, New Orleans, Louisiana 70125, United States
| | - Andrew J Adamczyk
- Department of Chemical Engineering, Auburn University, Auburn, Alabama 36849, United States
| | - Pei Dong
- Department of Mechanical Engineering, George Mason University, Fairfax, Virginia 22030, United States
| | - Xinyu Zhang
- Department of Chemical Engineering, Auburn University, Auburn, Alabama 36849, United States
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20
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Abstract
Aim: Since publication of the CDC 2016 Guideline, opioid-related mortality in the USA has doubled and a crisis has developed among the 15-20 million Americans with chronic, moderate-to-severe, noncancer pain. Our aim was to develop a comprehensive alternative approach to management of chronic pain. Methods: Analytic review of the clinical literature. Results: Published science provides a solid framework for the management of chronic non-cancer pain, detailed here, even as it leaves many knowledge gaps, which we fill with insights from clinical experience. Conclusion: There is a sufficient basis in science and in clinical experience to achieve adequate control of chronic pain in nearly all patients in a way that adequately balances benefits and potential harms.
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Affiliation(s)
- Stephen E Nadeau
- Neurology Service & the Brain Rehabilitation Research Center, Malcom Randall VA Medical Center & the Department of Neurology, University of Florida College of Medicine, FL 32608-1197, USA
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21
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Reply: An Analgesic Regimen for Opioid Reduction in Elective Plastic Surgery: A Randomized Prospective Study. Plast Reconstr Surg 2022; 149:1044e-1046e. [PMID: 35312643 DOI: 10.1097/prs.0000000000008995] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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22
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Giordano NA, Seilern Und Aspang J, Baker J, Medline A, Rice CW, Barrell B, Kirk L, Ortega E, Wallace M, Steck A, Schenker ML. Integration of Life Care Specialists Into Orthopaedic Trauma Care to Improve Postoperative Outcomes: A Pilot Study. Pain Manag Nurs 2022; 23:608-615. [PMID: 35477669 DOI: 10.1016/j.pmn.2022.03.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Revised: 03/08/2022] [Accepted: 03/23/2022] [Indexed: 10/18/2022]
Abstract
BACKGROUND AIM: This pilot study assessed the feasibility and impact of integrating a Life Care Specialist (LCS) into orthopaedic trauma care. DESIGN This was a prospective feasibility single group pilot study at a level 1 trauma center. METHOD The LCS is a paraprofessional behavior-based "pain coach" and delivered patient-centered opioid safety education, trained participants on nonpharmacologic pain management approaches, conducted opioid risk assessments, and coordinated care. Numeric Rating Scale pain scores were assessed on admission, at discharge, and at 2-week follow-up. Daily morphine milligram equivalents (MME) during hospitalization, opioid medication use at 2-weeks, and patient satisfaction were recorded. T test compared mean morphine milligram equivalents (MME) to historical orthopaedic trauma patient population's mean dosage at discharge from the study site. Generalized linear models assessed pain scores over time. RESULTS Twenty-two percent of 121 total participants met criteria for moderate to severe risk of opioid misuse at initial hospitalization. On average, 2.8 LCS pain management interventions were utilized, most frequently progressive muscle relaxation (80%) and sound therapy (48%). Mean inpatient MME/day was 40.5, which was significantly lower than mean historical MME/day of 49.7 (p < .001). Pain scores improved over time from admission to 2-weeks postoperatively (p < .001). Nearly all participants agreed that the LCS was helpful in managing pain (99%). CONCLUSIONS The findings indicate feasibility to integrate LCS into orthopaedic trauma care, evident by participant engagement and satisfaction, and that LCS serve as valuable resources to assist with pain management and opioid education.
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Affiliation(s)
| | | | - J'Lynn Baker
- Emory University Orthopaedic Surgery, Grady Memorial Hospital, Atlanta, Georgia
| | - Alexandra Medline
- Emory University Orthopaedic Surgery, Grady Memorial Hospital, Atlanta, Georgia
| | | | | | | | - Erika Ortega
- Emory University Orthopaedic Surgery, Grady Memorial Hospital, Atlanta, Georgia
| | | | - Alaina Steck
- Emory University Department of Emergency Medicine, Grady Memorial Hospital, Atlanta, Georgia
| | - Mara L Schenker
- Emory University Orthopaedic Surgery, Grady Memorial Hospital, Atlanta, Georgia; Grady Memorial Hospital, Atlanta, Georgia.
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23
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Azmanov H, Bayatra A, Ilan Y. Digital Analgesic Comprising a Second-Generation Digital Health System: Increasing Effectiveness by Optimizing the Dosing and Minimizing Side Effects. J Pain Res 2022; 15:1051-1060. [PMID: 35444460 PMCID: PMC9013915 DOI: 10.2147/jpr.s356319] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Accepted: 03/02/2022] [Indexed: 12/30/2022] Open
Abstract
Opioids remain an essential part of the treatment of chronic pain. However, their use and increasing rates of misuse are associated with high morbidity and mortality. The development of tolerance to opioids and analgesics further complicates dosing and the need to reduce side effects. First-generation digital systems were developed to improve analgesics but are not always capable of making clinically relevant associations and do not necessarily lead to better clinical efficacy. A lack of improved clinical outcomes makes these systems less applicable for adoption by clinicians and patients. There is a need to enhance the therapeutic regimens of opioids. In the present paper, we present the use of a digital analgesic that consists of an analgesic administered under the control of a second-generation artificial intelligence system. Second-generation systems focus on improved patient outcomes measured based on clinical response and reduced side effects in a single subject. The algorithm regulates the administration of analgesics in a personalized manner. The digital analgesic provides advantages for both users and providers. The system enables dose optimization, improving effectiveness, and minimizing side effects while increasing adherence to beneficial therapeutic regimens. The algorithm improves the clinicians’ experience and assists them in managing chronic pain. The system reduces the financial burden on healthcare providers by lowering opioid-related morbidity and provides a market disruptor for pharma companies.
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Affiliation(s)
- Henny Azmanov
- Hebrew University, Faculty of Medicine, Hadassah Medical Center, Jerusalem, Israel
| | - Areej Bayatra
- Hebrew University, Faculty of Medicine, Hadassah Medical Center, Jerusalem, Israel
| | - Yaron Ilan
- Hebrew University, Faculty of Medicine, Hadassah Medical Center, Jerusalem, Israel
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24
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Bettinger JJ, Amarquaye W, Fudin J, Schatman ME. Misinterpretation of the “Overdose Crisis” Continues to Fuel Misunderstanding of the Role of Prescription Opioids. J Pain Res 2022; 15:949-958. [PMID: 35414752 PMCID: PMC8994995 DOI: 10.2147/jpr.s367753] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Accepted: 03/29/2022] [Indexed: 12/14/2022] Open
Affiliation(s)
| | | | - Jeffrey Fudin
- President, Remitigate Therapeutics, Delmar, NY, USA
- Department of Pharmacy Practice, Albany College of Pharmacy & Health Sciences, Albany, NY, USA
- Department of Pharmacy Practice, Western New England University College of Pharmacy, Springfield, MA, USA
- Department of Pharmacy and Pain Management, Stratton VA Medical Center, Albany, NY, USA
| | - Michael E Schatman
- Department of Anesthesiology, Perioperative Care, and Pain Medicine, NYU Grossman School of Medicine, New York, NY, USA
- Department of Population Health – Division of Medical Ethics, NYU Grossman School of Medicine, New York, NY, USA
- School of Social Work, North Carolina State University, Raleigh, NC, USA
- Correspondence: Michael E Schatman, Department of Anesthesiology, Perioperative Care, and Pain Medicine, NYU Grossman School of Medicine, 550 1st Ave., New York, NY, 10016, USA, Tel +425-647-4880, Email
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Pain, opioid use, depressive symptoms, and mortality in adults living in precarious housing or homelessness. Pain 2022; 163:2213-2223. [DOI: 10.1097/j.pain.0000000000002619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Accepted: 02/15/2022] [Indexed: 11/26/2022]
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26
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Martignetti L, Sun W. Perspectives of Stakeholders of Equitable Access to Community Naloxone Programs: A Literature Review. Cureus 2022; 14:e21461. [PMID: 35223245 PMCID: PMC8858082 DOI: 10.7759/cureus.21461] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/20/2022] [Indexed: 12/02/2022] Open
Abstract
The purpose of this review is to examine the existing literature about facilitators and barriers influencing equitable access to naloxone programs by individuals who use opioids. A total of 49 published articles were examined, which generated four overarching themes:(1) Stigma as a barrier to access; (2) Lack of a wide range of stakeholder perspectives; (3) Need for a comprehensive understanding of factors affecting equitable access to naloxone programs; (4) Facilitators to increase the access of community naloxone programs. Our review highlighted the importance of advocacy in practice, education, administration, and policy to address the health inequities that exist in naloxone distribution programs. Advocacy activities involve the need for health care professionals to engage in social justice practice through evidence-based informed research about the facts of opioid use; challenging the stigma toward victim-blaming against naloxone users; as well as promoting program development and health policy to bring about equitable access to naloxone programs by marginalized and socially disadvantaged populations.
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Rothstein MA, Irzyk J. Physician Liability for Suicide after Negligent Tapering of Opioids. THE JOURNAL OF LAW, MEDICINE & ETHICS : A JOURNAL OF THE AMERICAN SOCIETY OF LAW, MEDICINE & ETHICS 2022; 50:184-189. [PMID: 35243987 DOI: 10.1017/jme.2022.23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
The precipitous and medically contraindicated reduction or "tapering" of opioids for patients with chronic pain due to serious medical conditions has caused needless suffering and, increasingly, suicide. Physicians could be liable for wrongful death based on negligent tapering of opioids.
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28
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Schwarz E, Replogle K, McLemore K, Kohli R. Faculty and dental student knowledge, attitudes, and practices concerning the prescribing of opioids: Informing curricular change. J Dent Educ 2021; 86:689-699. [PMID: 34970993 DOI: 10.1002/jdd.12858] [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: 05/17/2021] [Revised: 11/05/2021] [Accepted: 12/05/2021] [Indexed: 01/15/2023]
Abstract
OBJECTIVES This study aimed to assess the knowledge, attitudes, and practices surrounding the prescribing of opioids and addiction in a dental school population. METHODS Predoctoral dental students, residents, and dental faculty were surveyed about their beliefs, awareness, opinions about, and prior training in the prescribing of opioids, current prescribing practices, and confidence with risk mitigation strategies. Demographic information collected included gender, race/ethnicity, faculty/student role, year of birth, and year of graduation. RESULTS Responses were received from 220 faculty and students (n = 47 and n = 173, respectively). Both faculty and students agreed that opioids were overprescribed for the treatment of dental pain. A majority of faculty and dental students (DS)3 + DS4 and DS1 + DS2 students expressed no or limited prior training in (1) the approved state opioid guidelines (75%, 79%, and 95%, respectively), (2) the identification/assessment of substance use disorders (68%, 81%, and 92%, respectively), and (3) patient education to accompany the prescribing of opioids (71%, 80%, and 92%, respectively). A majority of faculty reported moderate or extreme confidence in their clinical skills related to the prescribing of opioids (75%), their ability to identify patients with substance use disorders (55%), and their ability to discuss addiction risk and secure storage of opioids (65%). In contrast, DS3 + DS4 and DS1 + DS2 students expressed significantly less confidence and training. Faculty and students agreed that the role of a dentist included risk mitigation, but reported actions did not match their beliefs, reportedly due to lack of time, less confidence, and the assumption that a pharmacist would assume risk mitigation conversations. CONCLUSIONS A cohesive curriculum across the four predoctoral years is needed focusing on factual knowledge about the prescribing of opioids, safe prescribing, and confidence with patient communication and risk mitigation strategies. In addition, a need for parallel faculty development synchronized with and reinforced by curricular content was identified.
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Affiliation(s)
- Eli Schwarz
- Department of Community Dentistry, School of Dentistry, Oregon Health and Science University, Portland, Oregon, USA
| | - Karan Replogle
- Department of Endodontology and Clinical Affairs, School of Dentistry, Oregon Health and Science University, Portland, Oregon, USA
| | - Kenneth McLemore
- Department of Community Dentistry, School of Dentistry, Oregon Health and Science University, Portland, Oregon, USA
| | - Richie Kohli
- Department of Community Dentistry, School of Dentistry, Oregon Health and Science University, Portland, Oregon, USA
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29
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Giordano NA, Seilern Und Aspang J, Baker J, Rice CW, Barrell B, Kirk L, Ortega E, Wallace M, Steck A, Schenker ML. The effect of a Life Care Specialist on pain management and opioid-related outcomes among patients with orthopedic trauma: study protocol for a randomized controlled trial. Trials 2021; 22:858. [PMID: 34838101 PMCID: PMC8626911 DOI: 10.1186/s13063-021-05841-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2021] [Accepted: 11/18/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Orthopedic trauma patients face complex pain management needs and are frequently prescribed opioids, leaving them at-risk for prolonged opioid use. To date, post-trauma pain management research has placed little emphasis on individualized risk assessments for misuse and systematically implementing non-pharmacologic pain management strategies. Therefore, a community-academic partnership was formed to design a novel position in the healthcare field (Life Care Specialist (LCS)), who will educate patients on the risks of opioids, tapering usage, safe disposal practices, and harm reduction strategies. In addition, the LCS teaches patients behavior-based strategies for pain management, utilizing well-described techniques for coping and resilience. This study aims to determine the effects of LCS intervention on opioid utilization, pain control, and patient satisfaction in the aftermath of orthopedic trauma. METHODS In total, 200 orthopedic trauma patients will be randomized to receive an intervention (LCS) or a standard-of-care control at an urban level 1 trauma center. All patients will be assessed with comprehensive social determinants of health and substance use surveys immediately after surgery (baseline). Follow-up assessments will be performed at 2, 6, and 12 weeks postoperatively, and will include pain medication utilization (morphine milligram equivalents), pain scores, and other substance use. In addition, overall patient wellness will be evaluated with objective actigraphy measures and patient-reported outcomes. Finally, a survey of patient understanding of risks of opioid use and misuse will be collected, to assess the influence of LCS opioid education. DISCUSSION There is limited data on the role of individualized, multimodal, non-pharmacologic, behavioral-based pain management intervention in opioid-related risk-mitigation in high-risk populations, including the orthopedic trauma patients. The findings from this randomized controlled trial will provide scientific and clinical evidence on the efficacy and feasibility of the LCS intervention. Moreover, the final aim will provide early evidence into which patients benefit most from LCS intervention. TRIAL REGISTRATION ClinicalTrials.gov NCT04154384 . Registered on 11/6/2019 (last updated on 6/10/2021).
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Affiliation(s)
- Nicholas A Giordano
- Emory University, Nell Hodgson Woodruff School of Nursing, 1520 Clifton Road, Atlanta, GA, 30322, USA
| | - Jesse Seilern Und Aspang
- Emory University Orthopaedic Surgery, Grady Memorial Hospital, 80 Jesse Hill Jr Drive SE, Atlanta, GA, 30303, USA
| | - J'Lynn Baker
- Emory University Orthopaedic Surgery, Grady Memorial Hospital, 80 Jesse Hill Jr Drive SE, Atlanta, GA, 30303, USA
| | | | | | | | - Erika Ortega
- Emory University Orthopaedic Surgery, Grady Memorial Hospital, 80 Jesse Hill Jr Drive SE, Atlanta, GA, 30303, USA
| | | | - Alaina Steck
- Emory University Department of Emergency Medicine, Grady Memorial Hospital, 80 Jesse Hill Jr Drive SE, Atlanta, GA, 30303, USA
| | - Mara L Schenker
- Emory University Orthopaedic Surgery, Grady Memorial Hospital, 80 Jesse Hill Jr Drive SE, Atlanta, GA, 30303, USA. .,Grady Memorial Hospital, Atlanta, GA, USA.
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Tamblyn R, Girard N, Boulet J, Dauphinee D, Habib B. Association of clinical competence, specialty and physician country of origin with opioid prescribing for chronic pain: a cohort study. BMJ Qual Saf 2021; 31:340-352. [PMID: 34725228 PMCID: PMC9046738 DOI: 10.1136/bmjqs-2021-013503] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Accepted: 08/31/2021] [Indexed: 11/24/2022]
Abstract
Background Although little is known about why opioid prescribing practices differ between physicians, clinical competence, specialty training and country of origin may play a role. We hypothesised that physicians with stronger clinical competence and communication skills are less likely to prescribe opioids and prescribe lower doses, as do medical specialists and physicians from Asia. Methods Opioid prescribing practices were examined among international medical graduates (IMGs) licensed to practise in the USA who evaluated Medicare patients for chronic pain problems in 2014–2015. Clinical competence was assessed by the Educational Commission for Foreign Medical Graduates (ECFMG) Clinical Skills Assessment. Physicians in the ECFMG database were linked to the American Medical Association Masterfile. Patients evaluated for chronic pain were obtained by linkage to Medicare outpatient and prescription files. Opioid prescribing was measured within 90 days of evaluation visits. Prescribed dose was measured using morphine milligram equivalents (MMEs). Generalised estimating equation logistic and linear regression estimated the association of clinical competence, specialty, and country of origin with opioid prescribing and dose. Results 7373 IMGs evaluated 65 012 patients for chronic pain; 15.2% received an opioid prescription. Increased clinical competence was associated with reduced opioid prescribing, but only among female physicians. For every 10% increase in the clinical competence score, the odds of prescribing an opioid decreased by 16% for female physicians (OR 0.84, 95% CI 0.75 to 0.94) but not male physicians (OR 0.99, 95% CI 0.92 to 1.07). Country of origin was associated with prescribed opioid dose; US and Canadian citizens prescribed higher doses (adjusted MME difference +3.56). Primary care physicians were more likely to prescribe opioids, but surgical and hospital-based specialists prescribed higher doses. Conclusions Clinical competence at entry into US graduate training, physician gender, specialty and country of origin play a role in opioid prescribing practices.
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Affiliation(s)
- Robyn Tamblyn
- Department of Medicine and Department of Epidemiology and Biostatistics, McGill University, Montreal, Quebec, Canada
| | - Nadyne Girard
- Clinical and Health Informatics Research Group, McGill University, Montreal, Quebec, Canada
| | - John Boulet
- Foundation for Advancement of International Medical Education and Research (FAIMER), Philadelphia, Pennsylvania, USA
| | - Dale Dauphinee
- Foundation for Advancement of International Medical Education and Research (FAIMER), Philadelphia, Pennsylvania, USA.,McGill University Montreal, Montreal, Quebec, Canada
| | - Bettina Habib
- Clinical and Health Informatics Research Group, McGill University, Montreal, Quebec, Canada
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Goyal A, Payne S, Sangaralingham LR, Jeffery MM, Naessens JM, Gazelka HM, Habermann EB, Krauss W, Spinner RJ, Bydon M. Incidence and risk factors for prolonged postoperative opioid use following lumbar spine surgery: a cohort study. J Neurosurg Spine 2021; 35:583-591. [PMID: 34359026 DOI: 10.3171/2021.2.spine202205] [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] [Received: 12/24/2020] [Accepted: 02/01/2021] [Indexed: 11/06/2022]
Abstract
OBJECTIVE Sustained postoperative opioid use after elective surgery is a matter of growing concern. Herein, the authors investigated incidence and predictors of long-term opioid use among patients undergoing elective lumbar spine surgery, especially as a function of opioid prescribing practices at postoperative discharge (dose in morphine milligram equivalents [MMEs] and type of opioid). METHODS The OptumLabs Data Warehouse (OLDW) was queried for postdischarge opioid prescriptions for patients undergoing elective lumbar decompression and discectomy (LDD) or posterior lumbar fusion (PLF) for degenerative spine disease. Only patients who received an opioid prescription at postoperative discharge and those who had a minimum of 180 days of insurance coverage prior to surgery and 180 days after surgery were included. Opioid-naive patients were defined as those who had no opioid fills in 180 days prior to surgery. The following patterns of long-term postoperative use were investigated: additional fills (at least one opioid fill 90-180 days after surgery), persistent fills (any span of opioid use starting in the 180 days after surgery and lasting at least 90 days), and Consortium to Study Opioid Risks and Trends (CONSORT) criteria for persistent use (episodes of opioid prescribing lasting longer than 90 days and 120 or more total days' supply or 10 or more prescriptions in 180 days after the index fill). Multivariable logistic regression was performed to identify predictors of long-term use. RESULTS A total of 25,587 patients were included, of whom 52.7% underwent PLF (n = 13,486) and 32.5% (n = 8312) were opioid-naive prior to surgery. The rates of additional fills, persistent fills, and CONSORT use were 47%, 30%, and 23%, respectively, after PLF and 35.4%, 19%, and 14.2%, respectively, after LDD. The rates among opioid-naive patients were 18.9%, 5.6%, and 2.5% respectively, after PLF and 13.3%, 2.0%, and 0.8%, respectively, after LDD. Using multivariable logistic regression, the following were identified to be significantly associated with higher risk of long-term opioid use following PLF: discharge opioid prescription ≥ 500 MMEs, prescription of a long-acting opioid, female sex, multilevel surgery, and comorbidities such as depression and drug abuse (all p < 0.05). Elderly (age ≥ 65 years) and opioid-naive patients were found to be at lower risk (all p < 0.05). Similar results were obtained on analysis for LDD with the following significant additional risk factors identified: discharge opioid prescription ≥ 400 MMEs, prescription of tramadol alone at discharge, and inpatient surgery (all p < 0.05). CONCLUSIONS In an analysis of pharmacy claims from a national insurance database, the authors identified incidence and predictors of long-term opioid use after elective lumbar spine surgery.
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Affiliation(s)
| | | | | | | | | | | | - Elizabeth B Habermann
- 3Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minnesota
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Nadeau SE, Wu JK, Lawhern RA. Opioids and Chronic Pain: An Analytic Review of the Clinical Evidence. FRONTIERS IN PAIN RESEARCH 2021; 2:721357. [PMID: 35295493 PMCID: PMC8915556 DOI: 10.3389/fpain.2021.721357] [Citation(s) in RCA: 38] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2021] [Accepted: 07/16/2021] [Indexed: 12/11/2022] Open
Abstract
We conducted an analytic review of the clinical scientific literature bearing on the use of opioids for treatment of chronic non-cancer pain in the United States. There is substantial, albeit not definitive, scientific evidence of the effectiveness of opioids in treating pain and of high variability in opioid dose requirements and side effects. The estimated risk of death from opioid treatment involving doses above 100 MMED is ~0.25%/year. Multiple large studies refute the concept that short-term use of opioids to treat acute pain predisposes to development of opioid use disorder. The prevalence of opioid use disorder associated with prescription opioids is likely <3%. Morbidity, mortality, and financial costs of inadequate treatment of the 18 million Americans with moderate to severe chronic pain are high. Because of the absence of comparative effectiveness studies, there are no scientific grounds for considering alternative non-pharmacologic treatments as an adequate substitute for opioid therapy but these treatments might serve to augment opioid therapy, thereby reducing dosage. There are reasons to question the ostensible risks of co-prescription of opioids and benzodiazepines. As the causes of the opioid crisis have come into focus, it has become clear that the crisis resides predominantly in the streets and that efforts to curtail it by constraining opioid treatment in the clinic are unlikely to succeed.
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Affiliation(s)
- Stephen E. Nadeau
- Research Service and the Brain Rehabilitation Research Center, Malcom Randall VA Medical Center and the Department of Neurology, University of Florida College of Medicine, Gainesville, FL, United States
- *Correspondence: Stephen E. Nadeau
| | | | - Richard A. Lawhern
- Independent Researcher and Patient Advocate, Fort Mill, SC, United States
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Vearrier D, Grundmann O. Clinical Pharmacology, Toxicity, and Abuse Potential of Opioids. J Clin Pharmacol 2021; 61 Suppl 2:S70-S88. [PMID: 34396552 DOI: 10.1002/jcph.1923] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Accepted: 06/03/2021] [Indexed: 12/15/2022]
Abstract
Opioids were the most common drug class resulting in overdose deaths in the United States in 2019. Widespread clinical use of prescription opioids for moderate to severe pain contributed to the ongoing opioid epidemic with the subsequent emergence of fentanyl-laced heroin. More potent analogues of fentanyl and structurally diverse opioid receptor agonists such as AH-7921 and MT-45 are fueling an increasingly diverse illicit opioid supply. Overdose from synthetic opioids with high binding affinities may not respond to a typical naloxone dose, thereby rendering autoinjectors less effective, requiring higher antagonist doses or resulting in a confusing clinical picture for health care providers. Nonscheduled opioid drugs such as loperamide and dextromethorphan are associated with dependence and risk of overdose as easier access makes them attractive to opioid users. Despite a common opioid-mediated pathway, several opioids present with unique pharmacodynamic properties leading to acute toxicity and dependence development. Pharmacokinetic considerations involve half-life of the parent opioid and its metabolites as well as resulting toxicity, as is established for tramadol, codeine, and oxycodone. Pharmacokinetic considerations, toxicities, and treatment approaches for notable opioids are reviewed.
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Affiliation(s)
- David Vearrier
- Emergency Medicine, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Oliver Grundmann
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, Florida, USA
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Wilkes JL, Montalban JN, Pringle BD, Monroe D, Miller A, Zapata I, Brooks AE, Ross DW. A Demographic and Regional Comparison of Opioid-Related Hospital Visits within Community Type in the United States. J Clin Med 2021; 10:3460. [PMID: 34441753 PMCID: PMC8397219 DOI: 10.3390/jcm10163460] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2021] [Revised: 07/30/2021] [Accepted: 08/02/2021] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND The opioid epidemic is a complex national crisis in the United States with a 400% increase in related deaths over the past two decades with no signs of slowing. The purpose of this study was to assess the incidence of opioid use, based on the geographic and population characteristics. METHODS The opioid-related hospital inpatient stays and emergency department visits obtained from the 2010 to 2018 Healthcare Cost and Utilization Project and demographic confounders, including age, race, education, and income gathered from US Census data were analyzed through generalized linear mixed models and reported by community size and region. RESULTS Opioid use varies among population center sizes and the region analyzed. In general, opioid visits in the southwest region were greatest across the majority of population center sizes. Rural usage was greatest in the northeast, southeast, and southwest. Unemployment and diverse ethnicities were commonly associated with opioid use in the metro areas studied but these associations were not seen in rural areas. CONCLUSION Opioid use remains significant among diverse populations across the United States. Understanding the unique dynamics associated with opioid usage in populations within the regions studied is important in guiding future interventions to fight this crisis.
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Affiliation(s)
- Jordan L. Wilkes
- Department of Specialty Medicine, Rocky Vista University, Parker, CO 80134, USA; (J.L.W.); (J.N.M.); (B.D.P.); (D.M.); (A.M.)
| | - Jessica N. Montalban
- Department of Specialty Medicine, Rocky Vista University, Parker, CO 80134, USA; (J.L.W.); (J.N.M.); (B.D.P.); (D.M.); (A.M.)
| | - Brian D. Pringle
- Department of Specialty Medicine, Rocky Vista University, Parker, CO 80134, USA; (J.L.W.); (J.N.M.); (B.D.P.); (D.M.); (A.M.)
| | - Devin Monroe
- Department of Specialty Medicine, Rocky Vista University, Parker, CO 80134, USA; (J.L.W.); (J.N.M.); (B.D.P.); (D.M.); (A.M.)
| | - Adela Miller
- Department of Specialty Medicine, Rocky Vista University, Parker, CO 80134, USA; (J.L.W.); (J.N.M.); (B.D.P.); (D.M.); (A.M.)
| | - Isain Zapata
- Department of Biomedical Sciences, Rocky Vista University, Parker, CO 80134, USA;
| | - Amanda E. Brooks
- Office of Research and Scholarly Activity, Rocky Vista University, Ivins, UT 84738, USA;
| | - David W. Ross
- Department of Specialty Medicine, Rocky Vista University, Parker, CO 80134, USA; (J.L.W.); (J.N.M.); (B.D.P.); (D.M.); (A.M.)
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Mechanisms of Central Hypogonadism. Int J Mol Sci 2021; 22:ijms22158217. [PMID: 34360982 PMCID: PMC8348115 DOI: 10.3390/ijms22158217] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Revised: 07/23/2021] [Accepted: 07/24/2021] [Indexed: 02/01/2023] Open
Abstract
Reproductive function depends upon an operational hypothalamo–pituitary–gonadal (HPG) axis. Due to its role in determining survival versus reproductive strategies, the HPG axis is vulnerable to a diverse plethora of signals that ultimately manifest with Central Hypogonadism (CH) in all its many guises. Acquired CH can result from any pituitary or hypothalamic lesion, including its treatment (such as surgical resection and/or radiotherapy). The HPG axis is particularly sensitive to the suppressive effects of hyperprolactinaemia that can occur for many reasons, including prolactinomas, and as a side effect of certain drug therapies. Physiologically, prolactin (combined with the suppressive effects of autonomic neural signals from suckling) plays a key role in suppressing the gonadal axis and establishing temporary CH during lactation. Leptin is a further key endocrine regulator of the HPG axis. During starvation, hypoleptinaemia (from diminished fat stores) results in activation of hypothalamic agouti-related peptide neurons that have a dual purpose to enhance appetite (important for survival) and concomitantly suppresses GnRH neurons via effects on neural kisspeptin release. Obesity is associated with hyperleptinaemia and leptin resistance that may also suppress the HPG axis. The suppressibility of the HPG axis also leaves it vulnerable to the effects of external signals that include morphine, anabolic-androgenic steroids, physical trauma and stress, all of which are relatively common causes of CH. Finally, the HPG axis is susceptible to congenital malformations, with reports of mutations within >50 genes that manifest with congenital CH, including Kallmann Syndrome associated with hyposmia or anosmia (reduction or loss of the sense of smell due to the closely associated migration of GnRH with olfactory neurons during embryogenesis). Analogous to the HPG axis itself, patients with CH are often vulnerable, and their clinical management requires both sensitivity and empathy.
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Lavoie-Gagne O, Nwachukwu BU, Allen AA, Leroux T, Lu Y, Forsythe B. Factors Predictive of Prolonged Postoperative Narcotic Usage Following Orthopaedic Surgery. JBJS Rev 2021; 8:e0154. [PMID: 33006460 DOI: 10.2106/jbjs.rvw.19.00154] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
BACKGROUND The purpose of this comprehensive review was to investigate risk factors associated with prolonged opioid use after orthopaedic procedures. A comprehensive review of the opioid literature may help to better guide preoperative management of expectations as well as opioid-prescribing practices. METHODS A systematic review of all studies pertaining to opioid use in relation to orthopaedic procedures was conducted using the MEDLINE, Embase, and CINAHL databases. Data from studies reporting on postoperative opioid use at various time points were collected. Opioid use and risk of prolonged opioid use were subcategorized by subspecialty, and aggregate data for each category were calculated. RESULTS There were a total of 1,445 eligible studies, of which 45 met inclusion criteria. Subspecialties included joint arthroplasty, spine, trauma, sports, and hand surgery. A total of 458,993 patients were included, including 353,330 (77%) prolonged postoperative opioid users and 105,663 (23%) non-opioid users. Factors associated with prolonged postoperative opioid use among all evaluated studies included body mass index (BMI) of ≥40 kg/m (relative risk [RR], 1.06 to 2.32), prior substance abuse (RR, 1.08 to 3.59), prior use of other medications (RR, 1.01 to 1.46), psychiatric comorbidities (RR, 1.08 to 1.54), and chronic pain conditions including chronic back pain (RR, 1.01 to 10.90), fibromyalgia (RR, 1.01 to 2.30), and migraines (RR, 1.01 to 5.11). Age cohorts associated with a decreased risk of prolonged postoperative opioid use were those ≥31 years of age for hand procedures (RR, 0.47 to 0.94), ≥50 years of age for total hip arthroplasty (RR, 0.70 to 0.80), and ≥70 years of age for total knee arthroplasty (RR, 0.40 to 0.80). Age cohorts associated with an increased risk of prolonged postoperative opioid use were those ≥50 years of age for sports procedures (RR, 1.11 to 2.57) or total shoulder arthroplasty (RR, 1.26 to 1.40) and those ≥70 years of age for spine procedures (RR, 1.61). Identified risk factors for postoperative use were similar across subspecialties. CONCLUSIONS We provide a comprehensive review of the various preoperative and postoperative risk factors associated with prolonged opioid use after elective and nonelective orthopaedic procedures. Increased BMI, prior substance abuse, psychiatric comorbidities, and chronic pain conditions were most commonly associated with prolonged postoperative opioid use. Careful consideration of elective surgical intervention for painful conditions and perioperative identification of risk factors within each patient's biopsychosocial context will be essential for future modulation of physician opioid-prescribing patterns. LEVEL OF EVIDENCE Prognostic Level IV. See Instructions for Authors for a complete description of levels of evidence.
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Affiliation(s)
- Ophelie Lavoie-Gagne
- 1Midwest Orthopaedics at Rush, Rush University, Chicago, Illinois 2HSS Sports Medicine Institute West Side, Hospital for Special Surgery, New York, NY 3Department of Orthopaedic Surgery, University of Toronto, Toronto, Ontario, Canada
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Goyal A, Payne S, Sangaralingham LR, Jeffery MM, Naessens JM, Gazelka HM, Habermann EB, Krauss WE, Spinner RJ, Bydon M. Variations in Postoperative Opioid Prescription Practices and Impact on Refill Prescriptions Following Lumbar Spine Surgery. World Neurosurg 2021; 153:e112-e130. [PMID: 34153486 DOI: 10.1016/j.wneu.2021.06.060] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Revised: 06/10/2021] [Accepted: 06/11/2021] [Indexed: 11/28/2022]
Abstract
OBJECTIVE Understanding postsurgical prescribing patterns and their impact on persistent opioid use is important for establishing reasonable opioid prescribing protocols. We aimed to determine national variation in postoperative opioid prescription practices following elective lumbar spine surgery and their impact on short-term refill prescriptions. METHODS The OptumLabs Data Warehouse was queried from 2016 to 2017 for adults undergoing anterior lumbar fusion, posterior lumbar fusion, circumferential lumbar fusion, and lumbar decompression/discectomy for degenerative spine disease. Discharge opioid prescription fills were obtained and converted to morphine milligram equivalents (MMEs). Age- and sex-adjusted MMEs and frequency of discharge prescriptions >200 MMEs were determined for each U.S. census division and procedure type. RESULTS The study included 43,572 patients with 37,894 postdischarge opioid prescription fills. There was wide variation in mean filled MMEs across all census divisions (anterior lumbar fusion: 774-1147 MMEs; posterior lumbar fusion: 717-1280 MMEs; circumferential lumbar fusion: 817-1271 MMEs; lumbar decompression/discectomy: 619-787 MMEs). A significant proportion of cases were found to have filled discharge prescriptions >200 MMEs (posterior lumbar fusion: 78.6%-95%; anterior lumbar fusion: 87.5%-95.6%; circumferential lumbar fusion: 81.4%-96.5%; lumbar decompression/discectomy: 80.5%-91%). Multivariable logistic regression showed that female sex and inpatient surgery were associated with a top-quartile discharge prescription and a short-term second opioid prescription fill, while the opposite was noted for elderly and opioid-naïve patients (all P ≤ 0.05). Prescriptions with long-acting opioids were associated with higher odds of a second opioid prescription fill (reference: nontramadol short-acting opioid). CONCLUSIONS In analysis of filled opioid prescriptions, we observed a significant proportion of prescriptions >200 MMEs and wide regional variation in postdischarge opioid prescribing patterns following elective lumbar spine surgery.
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Affiliation(s)
- Anshit Goyal
- Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota, USA
| | - Stephanie Payne
- Department of Health Care Policy and Research, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Molly M Jeffery
- Department of Health Care Policy and Research, Mayo Clinic, Rochester, Minnesota, USA
| | - James M Naessens
- Department of Health Care Policy and Research, Mayo Clinic, Rochester, Minnesota, USA
| | - Halena M Gazelka
- Department of Anesthesiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Elizabeth B Habermann
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minnesota, USA
| | - William E Krauss
- Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota, USA
| | - Robert J Spinner
- Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota, USA
| | - Mohamad Bydon
- Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota, USA.
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Dance/Movement Therapists’ Attitudes and Practices Toward Opioid Use Disorder. AMERICAN JOURNAL OF DANCE THERAPY 2021. [DOI: 10.1007/s10465-021-09350-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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Bardwell G, Ivsins A, Socías ME, Kerr T. Examining factors that shape use and access to diverted prescription opioids during an overdose crisis: A qualitative study in Vancouver, Canada. J Subst Abuse Treat 2021; 130:108418. [PMID: 34118706 DOI: 10.1016/j.jsat.2021.108418] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Revised: 04/13/2021] [Accepted: 04/15/2021] [Indexed: 12/17/2022]
Abstract
OBJECTIVE Prescription opioid (PO) diversion is widely regarded as a driver of overdose mortality. However, less is known about the rationale for using diverted POs during an overdose epidemic and how contextual factors (e.g., poverty, drug policies) may affect this practice. Therefore, we sought to examine this phenomenon. METHOD We conducted qualitative interviews with 24 participants who accessed diverted POs in Vancouver, Canada. Participants were recruited from ongoing cohort studies of people who use drugs (PWUD). RESULTS Participants preferred a variety of POs due to their known contents and lower overdose risk compared to street drugs and used them for pain relief and pleasure. Participants reported barriers in accessing POs from physicians, with some being cut off or having insufficient prescriptions. Prices for diverted POs varied and affected access among impoverished participants. These access challenges led some to acquire fentanyl. Some participants reported concerns over the contents of counterfeit pills, while others relied on trusted sources or using visual cues to identify legitimate pills. CONCLUSIONS Our findings demonstrate that diverted POs are being used by PWUD with the goal of reducing opioid-related harms, although PO use comes with challenges associated with limited accessibility and risks posed by counterfeit pills. Poverty also limited PO accessibility, leading some to purchase more toxic, yet affordable, street drugs. Given the risks and barriers affecting people seeking to use diverted POs, our findings emphasize the need for the continued implementation and evaluation of safer drug supply initiatives, including those providing access to various drug types.
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Affiliation(s)
- Geoff Bardwell
- Department of Medicine, University of British Columbia, St. Paul's Hospital, 608-1081 Burrard Street, Vancouver V6Z 1Y6, BC, Canada; British Columbia Centre on Substance Use, 400-1045 Howe Street, Vancouver V6Z 2A9, BC, Canada.
| | - Andrew Ivsins
- Department of Medicine, University of British Columbia, St. Paul's Hospital, 608-1081 Burrard Street, Vancouver V6Z 1Y6, BC, Canada; British Columbia Centre on Substance Use, 400-1045 Howe Street, Vancouver V6Z 2A9, BC, Canada
| | - M Eugenia Socías
- Department of Medicine, University of British Columbia, St. Paul's Hospital, 608-1081 Burrard Street, Vancouver V6Z 1Y6, BC, Canada; British Columbia Centre on Substance Use, 400-1045 Howe Street, Vancouver V6Z 2A9, BC, Canada
| | - Thomas Kerr
- Department of Medicine, University of British Columbia, St. Paul's Hospital, 608-1081 Burrard Street, Vancouver V6Z 1Y6, BC, Canada; British Columbia Centre on Substance Use, 400-1045 Howe Street, Vancouver V6Z 2A9, BC, Canada
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40
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Chou D. Commentary: Impact of Opioid Prescribing Guidelines on Postoperative Opioid Prescriptions Following Elective Spine Surgery: Results From an Institutional Quality Improvement Initiative. Neurosurgery 2021; 89:E149-E150. [PMID: 34114032 DOI: 10.1093/neuros/nyab211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Accepted: 05/04/2021] [Indexed: 11/13/2022] Open
Affiliation(s)
- Dean Chou
- Department of Neurosurgery, University of California, San Francisco, San Francisco, California, USA
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Krauss WE, Habermann EB, Goyal A, Ubl DS, Alvi MA, Whipple DC, Glasgow AE, Gazelka HM, Bydon M. Impact of Opioid Prescribing Guidelines on Postoperative Opioid Prescriptions Following Elective Spine Surgery: Results From an Institutional Quality Improvement Initiative. Neurosurgery 2021; 89:460-470. [PMID: 34114041 DOI: 10.1093/neuros/nyab196] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2021] [Accepted: 04/03/2021] [Indexed: 11/12/2022] Open
Abstract
BACKGROUND With a dramatic rise in prescription opioid use, it is imperative to review postsurgical prescribing patterns given their contributions to the opioid epidemic. OBJECTIVE To evaluate the impact of departmental postoperative prescribing guidelines on opioid prescriptions following elective spine surgery. METHODS Patients undergoing elective cervical or lumbar spine surgery between 2017 and 2018 were identified. Procedure-specific opioid prescribing guidelines to limit postoperative prescribing following neurosurgical procedures were developed in 2017 and implemented in January 2018. Preguideline data were available from July to December 2017, and postguideline data from July to December 2018. Discharge prescriptions in morphine milliequivalents (MMEs), the proportion of patients (i) discharged with an opioid prescription, (ii) needing refills within 30 d, (iii) with guideline compliant prescriptions were compared in the 2 groups. Multivariable (MV) analyses were performed to assess the impact of guideline implementation on refill prescriptions within 30 d. RESULTS A total of 1193 patients were identified (cervical: 308; lumbar: 885) with 569 (47.7%) patients from the preguideline period. Following guideline implementation, fewer patients were discharged with a postoperative opioid prescription (92.5% vs 81.7%, P < .001) and median postoperative opioid prescription decreased significantly (300 MMEs vs 225 MMEs, P < .001). The 30-d refill prescription rate was not significantly different between preguideline and postguideline cohorts (pre: 24.4% vs post: 20.2%, P = .079). MV analyses did not demonstrate any impact of guideline implementation on need for 30-d refill prescriptions for both cervical (odds ratio [OR] = 0.68, confidence interval [CI] = 0.37-1.26, P = .22) and lumbar cohorts (OR = 0.95, CI = 0.66-1.36, P = .78). CONCLUSION Provider-aimed interventions such as implementation of procedure-specific prescribing guidelines can significantly reduce postoperative opioid prescriptions following spine surgery without increasing the need for refill prescriptions for pain control.
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Affiliation(s)
- William E Krauss
- Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota, USA
| | - Elizabeth B Habermann
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery Surgical Outcomes Program, Mayo Clinic, Rochester, Minnesota, USA
| | - Anshit Goyal
- Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota, USA
| | - Daniel S Ubl
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery Surgical Outcomes Program, Mayo Clinic, Rochester, Minnesota, USA
| | - Mohammed Ali Alvi
- Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota, USA
| | - Daniel C Whipple
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery Surgical Outcomes Program, Mayo Clinic, Rochester, Minnesota, USA
| | - Amy E Glasgow
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery Surgical Outcomes Program, Mayo Clinic, Rochester, Minnesota, USA
| | - Halena M Gazelka
- Department of Anesthesiology, Mayo Clinic, Rochester, Minnesota, USA
| | - Mohamad Bydon
- Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota, USA
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Chiappini S, Schifano F, Corkery JM, Guirguis A. Beyond the 'purple drank': Study of promethazine abuse according to the European Medicines Agency adverse drug reaction reports. J Psychopharmacol 2021; 35:681-692. [PMID: 33427017 PMCID: PMC8278560 DOI: 10.1177/0269881120959615] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
BACKGROUND Promethazine is a medicinal product, available on its own or in combination with other ingredients including dextromethorphan, paracetamol and/or expectorants. Anecdotal reports have however indicated that promethazine may have a misuse potential, especially in adolescents. OBJECTIVE We here aimed at studying how this phenomenon has been reported to the European Monitoring Agency Adverse Drug Reactions database. METHODS After a formal request to the European Monitoring Agency, the promethazine-specific dataset has been studied, performing a descriptive analysis of misuse/abuse/dependence-related adverse drug reaction reports. The study was approved by the University of Hertfordshire (LMS/PGR/UH/03234). RESULTS The analysis of promethazine data showed increasing levels of misuse/abuse/ dependence issues over time (2003-2019). Out of a total number of 1543 cases of adverse drug reactions, the abuse/misuse/dependence-related cases reported were 557, with 'drug abuse' (300/557: 53.8%) and 'intentional product misuse' (117/557: 21.0%). being the most represented adverse drug reactions. A high number of fatalities were described (310/557: 55.6%), mostly recorded as 'drug toxicity/drug abuse' cases, with opiates/opioids having been the most commonly reported concomitant drugs used. CONCLUSION Anecdotal promethazine misuse/abuse reports have been confirmed by European Monitoring Agency data. Promethazine misuse/abuse appears to be an alarming issue, being associated with drug-related fatalities. Thus, healthcare professionals should be warned about a possible misuse of promethazine and be vigilant, as in some countries medicinal products containing promethazine can be purchased over the counter. Since promethazine is often available in association with opioids, its abuse may be considered a public health issue, with huge implications for clinical practice.
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Affiliation(s)
- Stefania Chiappini
- Psychopharmacology, Drug Misuse and Novel Psychoactive Substances Research Unit, University of Hertfordshire, Hatfield, UK
| | - Fabrizio Schifano
- Psychopharmacology, Drug Misuse and Novel Psychoactive Substances Research Unit, University of Hertfordshire, Hatfield, UK,Fabrizio Schifano, Psychopharmacology, Drug Misuse and Novel Psychoactive Substances Research Unit, School of Life and Medical Sciences, University of Hertfordshire, College Lane Campus, Hatfield, Hertfordshire AL10 9AB, UK.
| | - John Martin Corkery
- Psychopharmacology, Drug Misuse and Novel Psychoactive Substances Research Unit, University of Hertfordshire, Hatfield, UK
| | - Amira Guirguis
- Swansea University Medical School, Institute of Life Sciences 2, Swansea University, Swansea, UK
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Overview of this issue: "Pain management in an opioid crisis". Int J Clin Pharm 2021; 43:309-312. [PMID: 33907962 DOI: 10.1007/s11096-021-01245-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/04/2021] [Indexed: 10/21/2022]
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Levy N, Quinlan J, El-Boghdadly K, Fawcett WJ, Agarwal V, Bastable RB, Cox FJ, de Boer HD, Dowdy SC, Hattingh K, Knaggs RD, Mariano ER, Pelosi P, Scott MJ, Lobo DN, Macintyre PE. An international multidisciplinary consensus statement on the prevention of opioid-related harm in adult surgical patients. Anaesthesia 2021; 76:520-536. [PMID: 33027841 DOI: 10.1111/anae.15262] [Citation(s) in RCA: 101] [Impact Index Per Article: 33.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/29/2020] [Indexed: 01/01/2023]
Abstract
This international multidisciplinary consensus statement was developed to provide balanced guidance on the safe peri-operative use of opioids in adults. An international panel of healthcare professionals evaluated the literature relating to postoperative opioid-related harm, including persistent postoperative opioid use; opioid-induced ventilatory impairment; non-medical opioid use; opioid diversion and dependence; and driving under the influence of prescription opioids. Recommended strategies to reduce harm include pre-operative assessment of the risk of persistent postoperative opioid use; use of an assessment of patient function rather than unidimensional pain scores alone to guide adequacy of analgesia; avoidance of long-acting (modified-release and transdermal patches) opioid formulations and combination analgesics; limiting the number of tablets prescribed at discharge; providing deprescribing advice; avoidance of automatic prescription refills; safe disposal of unused medicines; reducing the risk of opioid diversion; and better education of healthcare professionals, patients and carers. This consensus statement provides a framework for better prescribing practices that could help reduce the risk of postoperative opioid-related harm in adults.
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Affiliation(s)
- N Levy
- Department of Anaesthesia and Peri-operative Medicine, West Suffolk Hospital, Bury St. Edmunds, UK
| | - J Quinlan
- Nuffield Department of Anaesthetics, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - K El-Boghdadly
- Department of Anaesthesia, Guy's and St Thomas' NHS Foundation Trust, London, UK
- King's College London, London, UK
| | - W J Fawcett
- Department of Anaesthesia and Pain Medicine, Royal Surrey County Hospital NHS Foundation Trust, Guildford, UK
| | - V Agarwal
- Department of Anaesthesia, Critical Care and Pain, Tata Memorial Centre, Homi Bhabha National Institute, Mumbai, Maharashtra, India
| | | | - F J Cox
- Pain Management Service, Critical Care and Anaesthesia, Royal Brompton and Harefield NHS Foundation Trust, London, UK
| | - H D de Boer
- Department of Anaesthesiology, Pain Medicine and Procedural Sedation and Analgesia, Martini General Hospital Groningen, Groningen, The Netherlands
| | - S C Dowdy
- Division of Gynecologic Oncology, Mayo Clinic, Rochester, MN, USA
| | - K Hattingh
- Bendigo Health, Bendigo, Victoria, Australia
| | - R D Knaggs
- School of Pharmacy, Pain Centre Versus Arthritis, University of Nottingham, Nottingham, UK
| | - E R Mariano
- Department of Anesthesiology, Peri-operative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA
- Anesthesiology and Peri-operative Care Service, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
| | - P Pelosi
- Department of Surgical Sciences and Integrated Diagnostics, University of Genoa, Genoa, Italy
- IRCCS for Oncology and Neurosciences, San Martino Policlinico Hospital, Genoa, Italy
| | - M J Scott
- Anesthesiology and Critical Care Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - D N Lobo
- Gastrointestinal Surgery, Nottingham Digestive Diseases Centre, National Institute for Health Research (NIHR) Nottingham Biomedical Research Centre, Nottingham University Hospitals NHS Trust and University of Nottingham, Queen's Medical Centre, Nottingham, UK
- David Greenfield Metabolic Physiology Unit, MRC Versus Arthritis Centre for Musculoskeletal Ageing Research, School of Life Sciences, University of Nottingham, Queen's Medical Centre, Nottingham, UK
| | - P E Macintyre
- Department of Anaesthesia, Pain Medicine and Hyperbaric Medicine, Royal Adelaide Hospital and University of Adelaide, Adelaide, South Australia, Australia
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Substances detected in used syringes of injecting drug users across 7 cities in Europe in 2017 and 2018: The European Syringe Collection and Analysis Project Enterprise (ESCAPE). THE INTERNATIONAL JOURNAL OF DRUG POLICY 2021; 95:103130. [PMID: 33487529 DOI: 10.1016/j.drugpo.2021.103130] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Revised: 12/31/2020] [Accepted: 01/06/2021] [Indexed: 11/22/2022]
Abstract
BACKGROUND AND AIMS Injecting drug use is a matter of public health concern, associated with risks of overdoses, addiction and increased risk of bloodborne viral transmissions. Self-reported data on substances injected can be inaccurate or subject to bias or drug users might be oblivious to their injected substances or adulterations. Gathering of robust analytical information on the actual composition of substances injected might provide better information about the drugs that are being used. Therefore, this study aimed to analyse the residual content of discarded syringes collected across 7 European cities, collectively called the European Syringe Collection and Analysis Project Enterprise (ESCAPE). METHODS Used syringes were collected at street automatic injection kit dispensers or at harm-reduction services in Amsterdam, Budapest, Cologne, Glasgow, Helsinki, Lausanne and Paris. Two sampling periods were executed thus far, in 2017 and 2018. Qualitative chemical analysis of the content of used syringes was performed combining gas chromatographic (GC) and ultra(high)performance liquid chromatographic ((U)HPLC) analytical techniques with detection by mass spectrometry (MS). RESULTS Substances detected most frequently across both campaigns were cocaine, heroin, buprenorphine, amphetamines and synthetic cathinones. In Amsterdam, Cologne, Lausanne and Glasgow heroin and cocaine were the psychoactive substances most often detected, often in conjunction with each other. Helsinki showed a high presence of buprenorphine and amphetamines. In Budapest and Paris, synthetic cathinones were frequently detected. Less synthetic cathinones and cocaine was detected in 2018, whereas buprenorphine was detected almost twice as much. Inner-city variations were found, probably reflecting the types of people who inject drugs (PWID) in different areas of the city. CONCLUSION Overall, laboratory-confirmed local data on injected substances showed resemblance to national surveys done among PWID. However, the ESCAPE data also showed some interesting differences, showing it can be used for local interventions and complementing existing monitoring data.
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Blackley SV, MacPhaul E, Martin B, Song W, Suzuki J, Zhou L. Using Natural Language Processing and Machine Learning to Identify Hospitalized Patients with Opioid Use Disorder. AMIA ... ANNUAL SYMPOSIUM PROCEEDINGS. AMIA SYMPOSIUM 2021; 2020:233-242. [PMID: 33936395 PMCID: PMC8075424] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Opioid use disorder (OUD) represents a global public health crisis that challenges classic clinical decision making. As existing hospital screening methods are resource-intensive, patients with OUD are significantly under-detected. An automated and accurate approach is needed to improve OUD identification so that appropriate care can be provided to these patients in a timely fashion. In this study, we used a large-scale clinical database from Mass General Brigham (MGB; formerly Partners HealthCare) to develop an OUD patient identification algorithm, using multiple machine learning methods. Working closely with an addiction psychiatrist, we developed a set of hand-crafted rules for identifying information suggestive of OUD from free-text clinical notes. We implemented a natural language processing (NLP)-based classification algorithm within the Medical Text Extraction, Reasoning and Mapping System (MTERMS) tool suite to automatically label patients as positive or negative for OUD based on these rules. We further used the NLP output as features to build multiple machine learning and a neural classifier. Our methods yielded robust performance for classifying hospitalized patients as positive or negative for OUD, with the best performing feature set and model combination achieving an F1 score of 0.97. These results show promise for the future development of a real-time tool for quickly and accurately identifying patients with OUD in the hospital setting.
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Affiliation(s)
- Suzanne V Blackley
- Clinical and Quality Analysis, Information Systems, Mass General Brigham, Boston, MA, USA
| | - Erin MacPhaul
- Division of General Medicine and Primary Care, Brigham and Women's Hospital, Boston, MA, USA
| | - Bianca Martin
- Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
| | - Wenyu Song
- Division of General Medicine and Primary Care, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Joji Suzuki
- Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
| | - Li Zhou
- Division of General Medicine and Primary Care, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
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Goetz TG, Becker JB, Mazure CM. Women, opioid use and addiction. FASEB J 2021; 35:e21303. [PMID: 33433026 DOI: 10.1096/fj.202002125r] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2020] [Revised: 12/01/2020] [Accepted: 12/08/2020] [Indexed: 12/22/2022]
Abstract
In the midst of the current coronavirus pandemic, the United States continues to struggle with an ongoing opioid epidemic, initially fueled by widespread prescribing of opioid medications during the 1990s. The primary reason for prescribing opioids is to treat pain. Women have more acute and chronic pain and have been prescribed these drugs in significantly greater numbers than men. Comparison of women and men with chronic pain also shows that women receive the majority of prescription opioids, and the use of these prescribed medications became the major pathway to misuse and addiction for women. Yet, recognition of the extent of women's exposure to opioids and the attendant consequences has been limited. Attempts to stem the overall tide of the epidemic focused on reducing the availability of prescription opioids. However, as these medications became more difficult to obtain and treatment opportunities were limited, many turned to other synthetic opioids, such as heroin and fentanyl. Thus, the public health crisis of opioid addiction has endured. This paper highlights the importance of understanding differences among women and men in opioid use and its biological and psychosocial effects to advance the gender-based treatment approaches and effective public health policy.
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Affiliation(s)
- Teddy G Goetz
- Vagelos College of Physicians and Surgeons, Columbia University, New York, NY, USA
| | - Jill B Becker
- Biopsychology Area Chair, University of Michigan, Ann Arbor, MI, USA
| | - Carolyn M Mazure
- Department of Psychiatry, Women's Health Research at Yale, Yale University School of Medicine, New Haven, CT, USA
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Balsamo D, Bajardi P, Salomone A, Schifanella R. Patterns of Routes of Administration and Drug Tampering for Nonmedical Opioid Consumption: Data Mining and Content Analysis of Reddit Discussions. J Med Internet Res 2021; 23:e21212. [PMID: 33393910 PMCID: PMC7813634 DOI: 10.2196/21212] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Revised: 10/15/2020] [Accepted: 10/28/2020] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND The complex unfolding of the US opioid epidemic in the last 20 years has been the subject of a large body of medical and pharmacological research, and it has sparked a multidisciplinary discussion on how to implement interventions and policies to effectively control its impact on public health. OBJECTIVE This study leverages Reddit, a social media platform, as the primary data source to investigate the opioid crisis. We aimed to find a large cohort of Reddit users interested in discussing the use of opioids, trace the temporal evolution of their interest, and extensively characterize patterns of the nonmedical consumption of opioids, with a focus on routes of administration and drug tampering. METHODS We used a semiautomatic information retrieval algorithm to identify subreddits discussing nonmedical opioid consumption and developed a methodology based on word embedding to find alternative colloquial and nonmedical terms referring to opioid substances, routes of administration, and drug-tampering methods. We modeled the preferences of adoption of substances and routes of administration, estimating their prevalence and temporal unfolding. Ultimately, through the evaluation of odds ratios based on co-mentions, we measured the strength of association between opioid substances, routes of administration, and drug tampering. RESULTS We identified 32 subreddits discussing nonmedical opioid usage from 2014 to 2018 and observed the evolution of interest among over 86,000 Reddit users potentially involved in firsthand opioid usage. We learned the language model of opioid consumption and provided alternative vocabularies for opioid substances, routes of administration, and drug tampering. A data-driven taxonomy of nonmedical routes of administration was proposed. We modeled the temporal evolution of interest in opioid consumption by ranking the popularity of the adoption of opioid substances and routes of administration, observing relevant trends, such as the surge in synthetic opioids like fentanyl and an increasing interest in rectal administration. In addition, we measured the strength of association between drug tampering, routes of administration, and substance consumption, finding evidence of understudied abusive behaviors, like chewing fentanyl patches and dissolving buprenorphine sublingually. CONCLUSIONS This work investigated some important consumption-related aspects of the opioid epidemic using Reddit data. We believe that our approach may provide a novel perspective for a more comprehensive understanding of nonmedical abuse of opioids substances and inform the prevention, treatment, and control of the public health effects.
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Affiliation(s)
- Duilio Balsamo
- Department of Mathematics, University of Turin, Turin, Italy
| | | | | | - Rossano Schifanella
- ISI Foundation, Turin, Italy
- Department of Computer Science, University of Turin, Turin, Italy
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Betsos A, Valleriani J, Boyd J, Bardwell G, Kerr T, McNeil R. "I couldn't live with killing one of my friends or anybody": A rapid ethnographic study of drug sellers' use of drug checking. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2021; 87:102845. [PMID: 33246303 PMCID: PMC8020365 DOI: 10.1016/j.drugpo.2020.102845] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2019] [Revised: 06/03/2020] [Accepted: 06/11/2020] [Indexed: 12/21/2022]
Abstract
INTRODUCTION Drug sellers are often represented as morally bereft actors and as being, in part, responsible for North America's overdose crisis. In Canada and the United States, drug sellers selling fentanyl and fentanyl-adulterated drugs have been charged with manslaughter when their clients fatally overdose, representing a retrenchment of drug war tactics. However, targeting drug sellers for drug checking interventions may have potential for reducing fentanyl-related harms. This study explores drug sellers' negotiation of and engagement with drug checking technologies in Vancouver, Canada. METHODS Rapid ethnographic fieldwork was conducted from November 2018 to January 2019, including 26 semi-structured interviews with people who tested their drugs at an overdose prevention site to examine perceptions of the efficacy of drug checking. As drug sellers were also using the drug checking services, we specifically examined their perceptions of drug checking and the market aspects of the overdose crisis. Data were analyzed using Nvivo 12 and interpreted drawing on the concept of structural vulnerability. FINDINGS Drug sellers accessing drug checking services were concerned about the safety of their customers, and drug checking was one way of reducing the likelihood of harm. Drug sellers were embedded in the community, thereby, enmeshing practices of community care and ethics with the selling of drugs. When they had access to drug checking knowledge, sellers were able to modify risks related to the fentanyl market, including tailoring drugs sold to clients, returning dangerous batches and modifying fentanyl in order to make it safer to consume. CONCLUSIONS Our findings reposition drug sellers as embedded within their communities and demonstrate their potential role in alleviating the dangers of the volatile fentanyl market. Policies that target people who sell drugs, particularly murder or manslaughter charges, are likely to make the crisis worse, and serious consideration should be put into harm reduction approaches with drug sellers.
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Affiliation(s)
- Alex Betsos
- British Columbia Centre on Substance Use, 400 - 1045 Howe Street, Vancouver, BC V6Z 2A9, Canada
| | - Jenna Valleriani
- British Columbia Centre on Substance Use, 400 - 1045 Howe Street, Vancouver, BC V6Z 2A9, Canada
| | - Jade Boyd
- British Columbia Centre on Substance Use, 400 - 1045 Howe Street, Vancouver, BC V6Z 2A9, Canada; Department of Medicine, University of British Columbia, Vancouver, Canada
| | - Geoff Bardwell
- British Columbia Centre on Substance Use, 400 - 1045 Howe Street, Vancouver, BC V6Z 2A9, Canada; Department of Medicine, University of British Columbia, Vancouver, Canada
| | - Thomas Kerr
- British Columbia Centre on Substance Use, 400 - 1045 Howe Street, Vancouver, BC V6Z 2A9, Canada; Department of Medicine, University of British Columbia, Vancouver, Canada
| | - Ryan McNeil
- British Columbia Centre on Substance Use, 400 - 1045 Howe Street, Vancouver, BC V6Z 2A9, Canada; Department of Medicine, University of British Columbia, Vancouver, Canada; Yale School of Medicine, 367 Cedar Street, New Haven, CT, 06510, United States; Social & Behavioral Sciences, Yale School of Public Health, 60 College St, New Haven, CT 06510, United States.
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Leslie MJ, Sheppard-Jones K, Bishop ML. Implications of the Opioid Crisis for the American Disability Community. REHABILITATION RESEARCH, POLICY, AND EDUCATION 2020. [DOI: 10.1891/re-19-25] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
PurposeThe profession of rehabilitation counseling has long been responsive to emerging disabilities. To date, however, the profession's attention and response to the ongoing opioid crisis in the United States has been incommensurate with the scope and detriment of opioids and opioid use disorder (OUD) on Americans with disabilities. The opioid crisis, including the overuse, abuse, and overdose rates associated with prescription and illegal opioids, affects people of all ages and backgrounds. However, people with disabilities are at increased risk for developing OUDs, and they experience greater barriers to OUD treatment than people without disabilities.MethodThis article describes the origins and development of this crisis, the relationship between disability and increased risk for OUD, and the barriers to treatment that exist. We then evaluate the role of rehabilitation counseling, including the need for further action in advocacy, research, education, and policy.Results and ConclusionsThroughout this article, we encourage a more urgent and concerted response than seems to be the case presently.
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