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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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Chiappini S, Vickers-Smith R, Guirguis A, Corkery JM, Martinotti G, Harris DR, Schifano F. Pharmacovigilance Signals of the Opioid Epidemic over 10 Years: Data Mining Methods in the Analysis of Pharmacovigilance Datasets Collecting Adverse Drug Reactions (ADRs) Reported to EudraVigilance (EV) and the FDA Adverse Event Reporting System (FAERS). Pharmaceuticals (Basel) 2022; 15:ph15060675. [PMID: 35745593 PMCID: PMC9231103 DOI: 10.3390/ph15060675] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 05/21/2022] [Accepted: 05/24/2022] [Indexed: 01/14/2023] Open
Abstract
In the past twenty years, the consumption of opioid medications has reached significant proportions, leading to a rise in drug misuse and abuse and increased opioid dependence and related fatalities. Thus, the purpose of this study was to determine whether there are pharmacovigilance signals of abuse, misuse, and dependence and their nature for the following prescription opioids: codeine, dihydrocodeine, fentanyl, oxycodone, pentazocine, and tramadol. Both the pharmacovigilance datasets EudraVigilance (EV) and the FDA Adverse Events Reporting System (FAERS) were analyzed to identify and describe possible misuse-/abuse-/dependence-related issues. A descriptive analysis of the selected Adverse Drug Reactions (ADRs) was performed, and pharmacovigilance signal measures (i.e., reporting odds ratio, proportional reporting ratio, information component, and empirical Bayesian geometric mean) were computed for preferred terms (PTs) of abuse, misuse, dependence, and withdrawal, as well as PTs eventually related to them (e.g., aggression). From 2003 to 2018, there was an increase in ADR reports for the selected opioids in both datasets. Overall, 16,506 and 130,293 individual ADRs for the selected opioids were submitted to EV and FAERS, respectively. Compared with other opioids, abuse concerns were mostly recorded in relation to fentanyl and oxycodone, while tramadol and oxycodone were more strongly associated with drug dependence and withdrawal. Benzodiazepines, antidepressants, other opioids, antihistamines, recreational drugs (e.g., cocaine and alcohol), and several new psychoactive substances, including mitragynine and cathinones, were the most commonly reported concomitant drugs. ADRs reports in pharmacovigilance databases confirmed the availability of data on the abuse and dependence of prescription opioids and should be considered a resource for monitoring and preventing such issues. Psychiatrists and clinicians prescribing opioids should be aware of their misuse and dependence liability and effects that may accompany their use, especially together with concomitant drugs.
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Affiliation(s)
- Stefania Chiappini
- Psychopharmacology, Drug Misuse and Novel Psychoactive Substances Research Unit, School of Life and Medical Sciences, University of Hertfordshire, Hertfordshire AL10 9EU, UK; (S.C.); (J.M.C.); (G.M.); (F.S.)
| | - Rachel Vickers-Smith
- Department of Epidemiology, University of Kentucky College of Public Health, 111 Washington Avenue, Lexington, KY 40536, USA
- Correspondence:
| | - Amira Guirguis
- Department of Pharmacy, Swansea University Medical School, The Grove, Swansea University, Swansea, Wales SA2 8PP, UK;
| | - John M. Corkery
- Psychopharmacology, Drug Misuse and Novel Psychoactive Substances Research Unit, School of Life and Medical Sciences, University of Hertfordshire, Hertfordshire AL10 9EU, UK; (S.C.); (J.M.C.); (G.M.); (F.S.)
| | - Giovanni Martinotti
- Psychopharmacology, Drug Misuse and Novel Psychoactive Substances Research Unit, School of Life and Medical Sciences, University of Hertfordshire, Hertfordshire AL10 9EU, UK; (S.C.); (J.M.C.); (G.M.); (F.S.)
- Department of Neurosciences, Imaging and Clinical Sciences, Università degli Studi G. D’Annunzio, 66100 Chieti-Pescara, Italy
| | - Daniel R. Harris
- Institute for Pharmaceutical Outcomes and Policy, University of Kentucky College of Pharmacy, 289 South Limestone Street, Lexington, KY 40536, USA;
- Center for Clinical and Translational Sciences, University of Kentucky, 800 Rose Street, Lexington, KY 40506, USA
| | - Fabrizio Schifano
- Psychopharmacology, Drug Misuse and Novel Psychoactive Substances Research Unit, School of Life and Medical Sciences, University of Hertfordshire, Hertfordshire AL10 9EU, UK; (S.C.); (J.M.C.); (G.M.); (F.S.)
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Phaugat P, Nishal S, Dhiman R. Abuse Deterrent Formulations in Constraining the Abuse Potential of Prescription Medicines: A Myth or Truth. Curr Drug Deliv 2021; 19:466-478. [PMID: 34353262 DOI: 10.2174/1567201818666210805145819] [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: 12/19/2020] [Revised: 06/07/2021] [Accepted: 06/16/2021] [Indexed: 11/22/2022]
Abstract
BACKGROUND Diverse pain killers used for the management of varied categories of pain are being misused in order to have extreme pleasant effect by a large number of populations. To overcome the misuse of prescription drugs, regulatory bodies have given stress on development of abuse resistance. METHODS We studied numerous literatures: (1) Research and review papers including the guidelines for pain management, abuse, and abuse deterrence; (2) Description and categorization of pain along with the management approaches; (3) advantages and disadvantages of the abuse deterrent formulations were described. RESULTS Abuse deterrent formulations are the contemporary remedial treatment for pain with reduced prospects of being abused. But these comprise the huge expense in contrast to the generic drugs as well as the non-deterrent branded equivalents. CONCLUSION Many challenges are faced throughout the development of abuse deterrent formulations. These formulations displayed substantial drop in abuse incidences but it may lead to other modes of abuse which may prove more harmful for the users.
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Affiliation(s)
- Parmita Phaugat
- Drug Safety Associate; Pharmacovigilance, Parexel International. India
| | - Suchitra Nishal
- College of Pharmacy, University of Health Sciences Rohtak. India
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Abuse deterrent immediate release film technology (ADRIFT): A novel bilayer film technology for limiting intentional drug abuse. Int J Pharm 2020; 590:119944. [DOI: 10.1016/j.ijpharm.2020.119944] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2020] [Revised: 09/29/2020] [Accepted: 09/30/2020] [Indexed: 12/30/2022]
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The Potential Role of Dual Mechanistic Opioids in Combating Opioid Misuse. CURRENT ANESTHESIOLOGY REPORTS 2020. [DOI: 10.1007/s40140-020-00414-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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Nielsen S, Crossin R, Middleton M, Martin C, Wilson J, Lam T, Scott D, Smith K, Lubman D. Comparing rates and characteristics of ambulance attendances related to extramedical use of pharmaceutical opioids in Australia: a protocol for a retrospective observational study. BMJ Open 2019; 9:e029170. [PMID: 31138584 PMCID: PMC6549600 DOI: 10.1136/bmjopen-2019-029170] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/15/2019] [Revised: 04/11/2019] [Accepted: 04/17/2019] [Indexed: 01/09/2023] Open
Abstract
INTRODUCTION AND AIMS Extramedical use of, and associated harms with pharmaceutical opioids are common. Analysis of coded ambulance clinical records provides a unique opportunity to examine a national population-level indicator of relative harms. This protocol describes an observational study with three aims: (1) to compare supply adjusted rates of pharmaceutical opioid-related ambulance attendances for buprenorphine, codeine, fentanyl, oxycodone, oxycodone-naloxone, morphine, pethidine, tramadol and tapentadol; (2) to compare presentation characteristics for these commonly used pharmaceutical opioids and (3) to describe the context surrounding ambulance presentations related to oxycodone, a widely used opioid with an established abuse liability, and tapentadol, a more recent 'atypical' opioid on the Australian market, with fewer studies that have directly examined signals of extramedical use. METHOD Trained coders extract data from clinical records for ambulance presentations relating to extramedical use of commonly used pharmaceutical opioids. These data form the basis of a large, national database that captures alcohol-related and drug-related harms. Supply adjusted rates of presentations will be examined using Poisson regression. Multinomial logistic regression will be used to compare severity and other characteristics of attendances relating to different pharmaceutical opioids. Tapentadol-related and oxycodone-related cases will be qualitatively examined to understand the situationally specific contexts of the ambulance attendances outside of the characteristics captured in routinely coded variables. ETHICS AND DISSEMINATION Ethics approval related to analysis of ambulance attendance data was obtained from the Eastern Health Human Research Ethics Committee (E122 08-09), with an amendment specific to the qualitative analysis. Findings will be submitted for peer review in 2019. The understanding of risk profiles in real-world settings is of international public health importance. The analysis and publication of findings from this national dataset of clinical records will provide one of the most nuanced analyses to date of relative harms across nine pharmaceutical opioids over a 6-year period.
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Affiliation(s)
- Suzanne Nielsen
- Monash Addiction Research Centre, Eastern Health Clinical School, Monash University, Melbourne, Victoria, Australia
- National Drug and Alcohol Research Centre, UNSW Sydney, Randwick, New South Wales, Australia
- Turning Point, Monash University Eastern Health Clinical School, North Richmond, Victoria, Australia
| | - Rose Crossin
- Monash Addiction Research Centre, Eastern Health Clinical School, Monash University, Melbourne, Victoria, Australia
- Turning Point, Monash University Eastern Health Clinical School, North Richmond, Victoria, Australia
| | - Melissa Middleton
- Monash Addiction Research Centre, Eastern Health Clinical School, Monash University, Melbourne, Victoria, Australia
| | - Catherine Martin
- Biostatistics Unit, Public Health and Preventative Medicine, Monash University, Melbourne, New South Wales, Australia
| | - James Wilson
- Turning Point, Monash University Eastern Health Clinical School, North Richmond, Victoria, Australia
| | - Tina Lam
- Monash Addiction Research Centre, Eastern Health Clinical School, Monash University, Melbourne, Victoria, Australia
| | - Debbie Scott
- Monash Addiction Research Centre, Eastern Health Clinical School, Monash University, Melbourne, Victoria, Australia
- Turning Point, Monash University Eastern Health Clinical School, North Richmond, Victoria, Australia
| | - Karen Smith
- Monash Addiction Research Centre, Eastern Health Clinical School, Monash University, Melbourne, Victoria, Australia
- Centre for Research and Evaluation, Ambulance Victoria, Doncaster, Victoria, Australia
- Department of Community Emergency Health and Paramedic Practice, Monash University, Frankston, Victoria, Australia
| | - Dan Lubman
- Monash Addiction Research Centre, Eastern Health Clinical School, Monash University, Melbourne, Victoria, Australia
- Turning Point, Monash University Eastern Health Clinical School, North Richmond, Victoria, Australia
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Nelson LS. Are abuse-deterrent opioid formulations all they are crushed up to be? Addiction 2019; 114:401-402. [PMID: 30397972 DOI: 10.1111/add.14472] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/02/2018] [Accepted: 10/08/2018] [Indexed: 11/27/2022]
Affiliation(s)
- Lewis S Nelson
- Department of Emergency Medicine, Rutgers New Jersey Medical School, Newark, NJ, USA
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Peacock A, Larance B, Bruno R, Pearson SA, Buckley NA, Farrell M, Degenhardt L. Effectiveness and framing of pharmaceutical opioid abuse-deterrent formulations. Addiction 2019; 114:404-405. [PMID: 30767388 PMCID: PMC6656581 DOI: 10.1111/add.14556] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2019] [Accepted: 01/14/2019] [Indexed: 12/17/2022]
Abstract
Abuse-deterrent formulations (ADFs) of pharmaceutical opioids have limited capacity to reduce extra-medical use and harm; their impact is likely restricted to prevention of specific practices among population sub-groups. This debate highlights the importance of viewing ADFs as one component in a range of public health responses. Greater involvement of invested parties (e.g., prescribers, consumers) and reframing terminology will reduce discrimination and stigma.
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Affiliation(s)
- Amy Peacock
- National Drug and Alcohol Research Centre, University of
New South Wales Sydney, NSW, Australia,School of Psychology, University of Wollongong, NSW,
Australia
| | - Briony Larance
- National Drug and Alcohol Research Centre, University of
New South Wales Sydney, NSW, Australia,School of Psychology, University of Wollongong, NSW,
Australia
| | - Raimondo Bruno
- National Drug and Alcohol Research Centre, University of
New South Wales Sydney, NSW, Australia,School of Medicine, University of Tasmania, TAS,
Australia
| | - Sallie-Anne Pearson
- Centre for Big Data Research in Health, University of New
South Wales Sydney, NSW, Australia
| | | | - Michael Farrell
- National Drug and Alcohol Research Centre, University of
New South Wales Sydney, NSW, Australia
| | - Louisa Degenhardt
- National Drug and Alcohol Research Centre, University of
New South Wales Sydney, NSW, Australia
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9
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Humphreys K. Evaluating dynamic impacts of abuse-deterrent prescription opioid formulations. Addiction 2019; 114:400-401. [PMID: 30380587 DOI: 10.1111/add.14454] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/18/2018] [Accepted: 09/24/2018] [Indexed: 11/28/2022]
Affiliation(s)
- Keith Humphreys
- Veterans Affairs Health Care System and Stanford University, Palo Alto, CA, USA
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10
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Affiliation(s)
- Marianne Jauncey
- Uniting Medically Supervised Injecting Centre, Sydney, New South Wales, Australia
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Nukala PK, Palekar S, Patki M, Patel K. Abuse Deterrent Immediate Release Egg-Shaped Tablet (Egglets) Using 3D Printing Technology: Quality by Design to Optimize Drug Release and Extraction. AAPS PharmSciTech 2019; 20:80. [PMID: 30645704 DOI: 10.1208/s12249-019-1298-y] [Citation(s) in RCA: 61] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2018] [Accepted: 12/26/2018] [Indexed: 01/22/2023] Open
Abstract
Opioid abuse is a growing problem and has become a national health crisis over the past decade in the USA. Oral ingestion, snorting, and injection are the most commonly employed routes of abuse for an immediate release product. To circumvent these issues, we have developed an egg-shaped tablet (egglet) using fused deposition modeling (FDM) 3D printing technology. Drug-loaded polymeric filaments (1.5 mm) were prepared using hot melt extrusion (HME) followed by printing into egglets of different sizes and infill densities. Based on printability and crush resistance, polyvinyl alcohol (PVA) was found to be the most suitable polymer for the preparation of abuse deterrent egglets. Further, egglets were evaluated and optimized for mechanical manipulation using household equipment, milling, particle size distribution, solvent extraction, and drug release as per the FDA guidance (November 2017). A multifactorial design was used to optimize egglets for solvent extraction and drug release. Extreme hardness (> 500 N) and very large particle size (> 1 mm) on mechanical manipulation confirmed the snorting deterring property while less than 15% drug extraction in 5 min (% Sext) demonstrated the deterrence for injection abuse. Quality target product profile D85 < 30 min and % Sext < 15 was achieved with egglets of 6 mm diameter, 45% infill density, and 15% w/w drug loading. Dose of drug can be easily customized by varying dimension and infill density without altering the composition. HME coupled with FDM 3D printing could be a promising tool in the preparation of patient-tailored, immediate release abuse deterrent formulation.
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Walker AM, Coplan PM, Beachler DC. Conditional power for assessing population interventions. J Comp Eff Res 2018; 7:1027-1035. [PMID: 30130977 DOI: 10.2217/cer-2018-0053] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
AIM To calculate conditional power in comparative two-period studies with previously observed baseline data. METHOD Isolate the variability attributable to the yet-to-observed data and modify the standard power formulae. RESULTS For illustration, we examine rates of opioid overdose before and after a reformulation of one opioid product. The null hypothesis posited no impact of the reformulation, alternative hypotheses posited possible impacts, and ancillary hypotheses posited different secular pre-post changes directly observable in comparators. Conditional power varied with the size of the comparator population and with the assumed pre-post change for the comparator. CONCLUSION Pre-post designs can be initiated after the baseline period is over. Power calculations that are conditioned on observed baseline data account differently for variability in the baseline and follow-up periods.
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Affiliation(s)
| | - Paul M Coplan
- Purdue Pharma LP, Stamford, CT 06901, USA.,Adjunct, Department of Epidemiology & Biostatistics, Perelman School of Medicine, University of Pennsylvania, PA 19104, USA
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