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DiPrete BL, Dasgupta N, Oh GY, Moga DC, Slavova S, Slade E, Delcher C, Pence BW, Ranapurwala SI. Abuse-deterrent formulations and opioid-related harms in North Carolina, 2010-2018. Am J Epidemiol 2025; 194:680-690. [PMID: 39122991 DOI: 10.1093/aje/kwae252] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 07/02/2024] [Accepted: 07/31/2024] [Indexed: 08/12/2024] Open
Abstract
Abuse-deterrent formulations of opioid analgesics (ADFs) were introduced to reduce opioid-related harms among pain patients, but postmarketing study results have been mixed. However, these studies may be subject to bias from selection criteria, comparator choice, and potential confounding by "indication," highlighting the need for thorough study design considerations. In a sample of privately insured patients prescribed ADF or non-ADF extended-release/long-acting (ER/LA) opioids in North Carolina, we implemented a version of the prevalent new-user design to evaluate the relationship between ADFs and opioid use disorder (OUD, n = 235) and opioid overdose (n = 18) through 6 months of follow-up using inverse probability-weighted cumulative incidence functions and Fine-Gray models. The weighted hazard ratio (HRw) of opioid overdose among patients initiating ADFs was 0.87 (95% CI, 0.23-3.24) times as high as among patients who initiated, restarted, or continued non-ADF ER/LA opioids. We observed a short-term benefit of ADFs for incident OUD (HRw = 0.58; 95% CI, 0.35-0.93) compared to non-ADF ER/LA opioids in the first 6 weeks of follow-up, but this benefit disappeared later in follow-up (HRw = 1.30; 95% CI, 0.86-1.95). In summary, our findings add to the expanding body of evidence that there is no clear long-term reduction in harm from ADF opioids among patients in outpatient use. This article is part of a Special Collection on Pharmacoepidemiology.
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Affiliation(s)
- Bethany L DiPrete
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Nabarun Dasgupta
- Injury Prevention Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - G Yeon Oh
- Department of Pharmacy Practice and Science, College of Pharmacy, University of Kentucky, Lexington, KY, United States
- Institute for Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Kentucky, Lexington, KY, United States
- Sanders-Brown Center on Aging, University of Kentucky, Lexington, KY, United States
- Department of Epidemiology and Environmental Health, University of Kentucky, Lexington, KY, United States
| | - Daniela C Moga
- Department of Pharmacy Practice and Science, College of Pharmacy, University of Kentucky, Lexington, KY, United States
- Institute for Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Kentucky, Lexington, KY, United States
- Sanders-Brown Center on Aging, University of Kentucky, Lexington, KY, United States
- Department of Epidemiology and Environmental Health, University of Kentucky, Lexington, KY, United States
| | - Svetla Slavova
- Department of Biostatistics, University of Kentucky College of Public Health, Lexington, KY, United States
| | - Emily Slade
- Department of Biostatistics, University of Kentucky College of Public Health, Lexington, KY, United States
| | - Chris Delcher
- Department of Pharmacy Practice and Science, College of Pharmacy, University of Kentucky, Lexington, KY, United States
- Institute for Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Kentucky, Lexington, KY, United States
| | - Brian W Pence
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Shabbar I Ranapurwala
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
- Injury Prevention Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
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Rockhill KM, Burkett H, Dart R, Black JC. Use of Causal Framework to Evaluate Effect of Abuse Deterrent Properties of Extended-Release Oxycodone on Tampering in a Real-World Settings. Pharmacoepidemiol Drug Saf 2025; 34:e70085. [PMID: 39777767 DOI: 10.1002/pds.70085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Revised: 10/11/2024] [Accepted: 12/10/2024] [Indexed: 01/11/2025]
Abstract
PURPOSE To assess whether exposure to an extended-release (ER) oxycodone with abuse deterrent properties (ADF) reduced tampering of oxycodone in a real-world, postmarket setting to address the thinking behind Category 4 labeling by the FDA. METHODS Data from an observational cross-sectional study of the general adult population (2022) was used under a causal framework to estimate the confounding-adjusted odds of tampering oxycodone after exposure to two types of ADF ER oxycodone. The tampering behaviors of those who used only single entity immediate-release (SE-IR) oxycodone was used as a comparison. The tampering outcome was defined as use by snorting, smoking, or injecting any oxycodone (ER or SE-IR). A directed acyclic graph was used to identify covariates. Average treatment effect among the treated was estimated using inverse propensity score weighting combined with survey weights in a regression. RESULTS In 2022, 0.14% and 3.0% among the general population reported using the two ER oxycodone groups, while 2.4% used SE-IR oxycodone. Propensity score analyses with both comparators (common support > 98%) balanced demographic, health, and drug use covariates. After adjustment for selection and confounding bias, among those who used ER oxycodone group 1 the odds ratio of tampering with any form of oxycodone was elevated but not statistically significant (2.25; 95% CI: 0.94, 5.39). The odds ratio of tampering by users of ER oxycodone group 2 was significantly elevated (1.90; 95% CI: 1.08, 3.19). CONCLUSIONS Tampering of ER oxycodone products by individuals was rare. We found evidence suggestive of elevated odds of tampering behaviors with use of an ADF ER oxycodone.
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Affiliation(s)
- Karilynn M Rockhill
- Rocky Mountain Poison & Drug Safety, Denver Health & Hospital Authority, Denver, Colorado, USA
| | - Hannah Burkett
- Rocky Mountain Poison & Drug Safety, Denver Health & Hospital Authority, Denver, Colorado, USA
| | - Richard Dart
- Rocky Mountain Poison & Drug Safety, Denver Health & Hospital Authority, Denver, Colorado, USA
| | - Joshua C Black
- Rocky Mountain Poison & Drug Safety, Denver Health & Hospital Authority, Denver, Colorado, USA
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DiPrete BL, Oh GY, Moga DC, Dasgupta N, Slavova S, Slade E, Delcher C, Pence BW, Ranapurwala SI. Matching study design to prescribing intention: The prevalent new-user design for studying abuse-deterrent formulations of opioids. Pharmacoepidemiol Drug Saf 2024; 33:e5805. [PMID: 38720402 DOI: 10.1002/pds.5805] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 03/13/2024] [Accepted: 04/15/2024] [Indexed: 10/11/2024]
Abstract
PURPOSE In drug studies, research designs requiring no prior exposure to certain drug classes may restrict important populations. Since abuse-deterrent formulations (ADF) of opioids are routinely prescribed after other opioids, choice of study design, identification of appropriate comparators, and addressing confounding by "indication" are important considerations in ADF post-marketing studies. METHODS In a retrospective cohort study using claims data (2006-2018) from a North Carolina private insurer [NC claims] and Merative MarketScan [MarketScan], we identified patients (18-64 years old) initiating ADF or non-ADF extended-release/long-acting (ER/LA) opioids. We compared patient characteristics and described opioid treatment history between treatment groups, classifying patients as traditional (no opioid claims during prior six-month washout period) or prevalent new users. RESULTS We identified 8415 (NC claims) and 147 978 (MarketScan) ADF, and 10 114 (NC claims) and 232 028 (MarketScan) non-ADF ER/LA opioid initiators. Most had prior opioid exposure (ranging 64%-74%), and key clinical differences included higher prevalence of recent acute or chronic pain and surgery among patients initiating ADFs compared to non-ADF ER/LA initiators. Concurrent immediate-release opioid prescriptions at initiation were more common in prevalent new users than traditional new users. CONCLUSIONS Careful consideration of the study design, comparator choice, and confounding by "indication" is crucial when examining ADF opioid use-related outcomes.
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Affiliation(s)
- Bethany L DiPrete
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA
- Injury Prevention Research Center, University of North Carolina, Chapel Hill, North Carolina, USA
| | - GYeon Oh
- Department of Pharmacy Practice and Science, College of Pharmacy, University of Kentucky, Lexington, Kentucky, USA
- Institute for Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Kentucky, Lexington, Kentucky, USA
- Sanders-Brown Center on Aging, University of Kentucky, Lexington, Kentucky, USA
- Department of Epidemiology and Environmental Health, University of Kentucky, Lexington, Kentucky, USA
| | - Daniela C Moga
- Department of Pharmacy Practice and Science, College of Pharmacy, University of Kentucky, Lexington, Kentucky, USA
- Institute for Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Kentucky, Lexington, Kentucky, USA
- Sanders-Brown Center on Aging, University of Kentucky, Lexington, Kentucky, USA
- Department of Epidemiology and Environmental Health, University of Kentucky, Lexington, Kentucky, USA
| | - Nabarun Dasgupta
- Injury Prevention Research Center, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Svetla Slavova
- Department of Biostatistics, University of Kentucky College of Public Health, Lexington, Kentucky, USA
| | - Emily Slade
- Department of Biostatistics, University of Kentucky College of Public Health, Lexington, Kentucky, USA
| | - Chris Delcher
- Department of Pharmacy Practice and Science, College of Pharmacy, University of Kentucky, Lexington, Kentucky, USA
- Institute for Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Kentucky, Lexington, Kentucky, USA
| | - Brian W Pence
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Shabbar I Ranapurwala
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA
- Injury Prevention Research Center, University of North Carolina, Chapel Hill, North Carolina, USA
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Chhabra N, Smith D, Pachwicewicz P, Lin Y, Bhalla S, Maloney CM, Blue M, Lee P, Sharma B, Afshar M, Karnik NS. Performance of International Classification of Disease-10 codes in detecting emergency department patients with opioid misuse. Addiction 2024; 119:766-771. [PMID: 38011858 PMCID: PMC11162597 DOI: 10.1111/add.16394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Accepted: 10/17/2023] [Indexed: 11/29/2023]
Abstract
BACKGROUND AND AIMS Accurate case discovery is critical for disease surveillance, resource allocation and research. International Classification of Disease (ICD) diagnosis codes are commonly used for this purpose. We aimed to determine the sensitivity, specificity and positive predictive value (PPV) of ICD-10 codes for opioid misuse case discovery in the emergency department (ED) setting. DESIGN AND SETTING Retrospective cohort study of ED encounters from January 2018 to December 2020 at an urban academic hospital in the United States. A sample of ED encounters enriched for opioid misuse was developed by oversampling ED encounters with positive urine opiate screens or pre-existing opioid-related diagnosis codes in addition to other opioid misuse risk factors. CASES A total of 1200 randomly selected encounters were annotated by research staff for the presence of opioid misuse within health record documentation using a 5-point scale for likelihood of opioid misuse and dichotomized into cohorts of opioid misuse and no opioid misuse. MEASUREMENTS Using manual annotation as ground truth, the sensitivity and specificity of ICD-10 codes entered during the encounter were determined with PPV adjusted for oversampled data. Metrics were also determined by disposition subgroup: discharged home or admitted. FINDINGS There were 541 encounters annotated as opioid misuse and 617 with no opioid misuse. The majority were males (54.4%), average age was 47 years and 68.5% were discharged directly from the ED. The sensitivity of ICD-10 codes was 0.56 (95% confidence interval [CI], 0.51-0.60), specificity 0.99 (95% CI, 0.97-0.99) and adjusted PPV 0.78 (95% CI, 0.65-0.92). The sensitivity was higher for patients discharged from the ED (0.65; 95% CI, 0.60-0.69) than those admitted (0.31; 95% CI, 0.24-0.39). CONCLUSIONS International Classification of Disease-10 codes appear to have low sensitivity but high specificity and positive predictive value in detecting opioid misuse among emergency department patients in the United States.
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Affiliation(s)
- Neeraj Chhabra
- Division of Medical Toxicology, Department of Emergency Medicine, Cook County Health, Chicago, Illinois, USA
- Department of Emergency Medicine, Rush Medical College, Rush University, Chicago, Illinois, USA
| | - Dale Smith
- Addiction Data Science Laboratory, Department of Psychiatry and Behavioral Science, Rush University Medical Center, Chicago, Illinois, USA
- Institute for Juvenile Research, Department of Psychiatry, University of Illinois Chicago, Chicago, Illinois, USA
| | - Paul Pachwicewicz
- Addiction Data Science Laboratory, Department of Psychiatry and Behavioral Science, Rush University Medical Center, Chicago, Illinois, USA
| | - Yiqi Lin
- Rush Medical College, Rush University, Chicago, Illinois, USA
| | - Sameer Bhalla
- Department of Medicine, Rush Medical College, Rush University, Chicago, Illinois, USA
| | | | - Mennefer Blue
- Addiction Data Science Laboratory, Department of Psychiatry and Behavioral Science, Rush University Medical Center, Chicago, Illinois, USA
| | - Power Lee
- Rush Medical College, Rush University, Chicago, Illinois, USA
| | - Brihat Sharma
- Addiction Data Science Laboratory, Department of Psychiatry and Behavioral Science, Rush University Medical Center, Chicago, Illinois, USA
| | - Majid Afshar
- Department of Medicine, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Niranjan S. Karnik
- Institute for Juvenile Research, Department of Psychiatry, University of Illinois Chicago, Chicago, Illinois, USA
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Sandbrink F, Murphy JL, Johansson M, Olson JL, Edens E, Clinton-Lont J, Sall J, Spevak C. The Use of Opioids in the Management of Chronic Pain: Synopsis of the 2022 Updated U.S. Department of Veterans Affairs and U.S. Department of Defense Clinical Practice Guideline. Ann Intern Med 2023; 176:388-397. [PMID: 36780654 DOI: 10.7326/m22-2917] [Citation(s) in RCA: 34] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/15/2023] Open
Abstract
DESCRIPTION In May 2022, leadership within the U.S. Department of Veterans Affairs (VA) and U.S. Department of Defense (DoD) approved a joint clinical practice guideline for the use of opioids when managing chronic pain. This synopsis summarizes the recommendations that the authors believe are the most important to highlight. METHODS In December 2020, the VA/DoD Evidence-Based Practice Work Group assembled a team to update the 2017 VA/DoD Clinical Practice Guideline for Opioid Therapy for Chronic Pain. The guideline development team included clinical stakeholders and conformed to the National Academy of Medicine's tenets for trustworthy clinical practice guidelines. The guideline team developed key questions to guide a systematic evidence review that was done by an independent third party and distilled 20 recommendations for care using the GRADE (Grading of Recommendations Assessment, Development and Evaluation) system. The guideline team also created 3 one-page algorithms to help guide clinical decision making. This synopsis presents the recommendations and highlights selected recommendations on the basis of clinical relevance. RECOMMENDATIONS This guideline is intended for clinicians who may be considering opioid therapy to manage patients with chronic pain. This synopsis reviews updated recommendations for the initiation and continuation of opioid therapy; dose, duration, and taper of opioids; screening, assessment, and evaluation; and risk mitigation. New additions are highlighted, including recommendations about the use of buprenorphine instead of full agonist opioids; assessing for behavioral health conditions and factors associated with higher risk for harm, such as pain catastrophizing; and the use of pain and opioid education to reduce the risk for prolonged opioid use for postsurgical pain.
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Affiliation(s)
- Friedhelm Sandbrink
- National Pain Management, Opioid Safety, and Prescription Drug Monitoring Program, Veterans Health Administration, Washington DC VA Medical Center, and Department of Neurology, George Washington University, Washington, DC (F.S.)
| | - Jennifer L Murphy
- Pain Management, Opioid Safety, and Prescription Drug Monitoring Program, Veterans Health Administration, Washington, DC (J.L.M.)
| | - Melanie Johansson
- Walter Reed National Military Medical Center, Bethesda, Maryland (M.J.)
| | | | - Ellen Edens
- Opioid Reassessment Clinic, Yale Addiction Psychiatry Service, National TeleMental Health Center, VA Connecticut Healthcare System, West Haven, Connecticut (E.E.)
| | | | - James Sall
- Evidence Based Practice, Quality and Patient Safety, Veterans Health Administration, Washington, DC (J.S.)
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Chen HY, Wang ZN, Zhang WY, Zhu T. Advances in the clinical application of oxycodone in the perioperative period. World J Clin Cases 2022; 10:5156-5164. [PMID: 35812649 PMCID: PMC9210879 DOI: 10.12998/wjcc.v10.i16.5156] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Revised: 01/29/2022] [Accepted: 04/03/2022] [Indexed: 02/06/2023] Open
Abstract
To review the research progress of pure opioid receptor agonist oxycodone. The research progress of oxycodone in terms of pharmacokinetics, pharmacodynamics, adverse reactions, clinical application, combined medication and new progress in clinical application was summarized by referring to the literature. Oxycodone is a semi-synthetic thebaine derivative of opioid alkaloids, and is a pure opioid μ and κ receptor agonist. The main action sites are the central nervous system and visceral smooth muscle. Due to its advantages of low adverse reactions, good analgesic effects, and a wide range of safe doses, the drug has been widely used in the control of acute and chronic postoperative pain, as well as malignant and non-malignant pain. Since the end of the 20th century, researchers have begun to formulate antipyretic analgesics, opioid receptor agonists, opioid receptor antagonists, dopamine receptor antagonists and other drugs with oxycodone in different proportions to enhance the analgesic effect. At the same time, it can reduce the dosage of oxycodone and reduce its adverse reactions, so as to achieve the purpose of limiting opioid abuse. With the continuous research on the efficacy and safety of oxycodone in the perioperative period at home and abroad, oxycodone has become the only dual-opioid potent analgesic that can be used in clinical work.
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Affiliation(s)
- Hong-Yang Chen
- Department of Anesthesiology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
- The Research Units of West China(2018RU012)-Chinese Academy of Medical Sciences, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
| | - Zi-Ning Wang
- Department of Anesthesiology, West China School of Clinical Medicine, Sichuan University, Chengdu 610041, Sichuan Province, China
| | - Wei-Yi Zhang
- Department of Anesthesiology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
- The Research Units of West China(2018RU012)-Chinese Academy of Medical Sciences, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
| | - Tao Zhu
- Department of Anesthesiology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
- The Research Units of West China(2018RU012)-Chinese Academy of Medical Sciences, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
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Paljarvi T, Strang J, Quinn PD, Luciano S, Fazel S. Abuse-deterrent extended-release oxycodone and risk of opioid-related harm. Addiction 2021; 116:3541. [PMID: 34553443 DOI: 10.1111/add.15667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
| | - John Strang
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Patrick D Quinn
- Department of AppliedHealth Science, School of Public Health, Indiana University, Bloomington, IN, USA
| | | | - Seena Fazel
- Department of Psychiatry, Oxford University, UK
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Dasgupta N. Commentary on Paljarvi et al: Can harder-to-crush oxycodone prevent overdose? Addiction 2021; 116:2416-2417. [PMID: 34263500 DOI: 10.1111/add.15617] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Accepted: 06/16/2021] [Indexed: 10/20/2022]
Affiliation(s)
- Nabarun Dasgupta
- Injury Prevention Research Center, Gillings School of Global Public Health, University of North Carolina, 725 MLK Jr. Blvd., CB 7505, Chapel Hill, NC, 27599, USA
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