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Lee S, Song W, Bates DW, Urman RD, Zhang P. The recent trend of twin epidemic in the United States: a 10-year longitudinal cohort study of co-prescriptions of opioids and stimulants. LANCET REGIONAL HEALTH. AMERICAS 2025; 44:101030. [PMID: 40040818 PMCID: PMC11876894 DOI: 10.1016/j.lana.2025.101030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Revised: 01/24/2025] [Accepted: 02/03/2025] [Indexed: 03/06/2025]
Abstract
Background In recent years, the use of central nervous system stimulant medications has increased among the population already using opioids, referred to as a "twin epidemic." There is an increasing concern about its harmful outcomes in large populations. However, very few studies examined the co-prescription pattern of these two drug categories over a long period, and there is currently no clear restriction on stimulant prescriptions among patients under opioid treatment in the United States. The objectives of our study were to identify opioid prescription dosage time-dependent patterns and patient subgroups representing distinct trajectories on a national level in the recent 10 years, and to further investigate longitudinal associations between stimulant and opioid prescriptions and the impact of stimulant prescriptions on opioid dosage patterns. Methods We obtained patient records from MarketScan, one of the largest clinical databases of health insurance in the United States. 10 years (2012-2021) of prescription records and related patient profiles, who received at least two independent opioid prescriptions, were utilized for developing a group-based opioid dose trajectory model. Findings From an initial cohort including 22 million patients with 96 million opioid prescriptions, we developed a study cohort of 2,895,960 patients with a mean age of 43.9 years (standard deviation [SD] 13.0), of whom 1,244,077 (43%) were male. Significant geographical variations in opioid prescription frequency and dosage among four U.S. regions were observed. The trajectory model identified five distinct opioid dose groups. Stimulant prescription before the initial opioid prescription was positively associated with escalating opioid doses (odds ratio [OR]: 7.58; 95% confidence intervals [CI] 6.14-9.35, opioid dose increasing group compared to the decreasing group). Stimulant co-prescriptions were also associated with increasing opioid doses (OR: 1.73; 95% CI 1.40-2.14) and were identified in patients with a higher prevalence of opioid use disorder. Interpretation During the recent 10 years, stimulant prescription is positively associated with escalating opioid prescription activities in U.S. healthcare systems, suggesting co-prescriptions of these two types of drugs are an important contributing factor for a national-level twin epidemic. Healthcare leaders and policymakers should pay more attention to this issue and its potential harms. Funding National Institute of General Medical Sciences, National Institute on Drug Abuse, and National Science Foundation.
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Affiliation(s)
- Seungyeon Lee
- Department of Computer Science and Engineering, The Ohio State University, Columbus, OH, USA
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH, USA
| | - Wenyu Song
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - David W. Bates
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Richard D. Urman
- Department of Anesthesiology, College of Medicine, The Ohio State University, Columbus, OH, USA
| | - Ping Zhang
- Department of Computer Science and Engineering, The Ohio State University, Columbus, OH, USA
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH, USA
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McKendrick G, Durgin CJ, Huhn AS, Bergeria CL, Finan PH, Antoine D, Dunn KE. Inter-individual divergence in thresholds for detecting opioid effects: Within-subject human laboratory evidence of a testable behavioral phenotype. Drug Alcohol Depend 2025; 271:112644. [PMID: 40086371 DOI: 10.1016/j.drugalcdep.2025.112644] [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] [Received: 10/09/2024] [Revised: 02/24/2025] [Accepted: 02/25/2025] [Indexed: 03/16/2025]
Abstract
Variations in inter-individual response to opioid medications has not been well-investigated in prospective, empirical designs or in persons who have no learned experience with opioids or current pain conditions. These analyses categorized response to opioids during rigorous human laboratory experimental conditions. Healthy individuals (N = 75) with little to no prior opioid exposure completed a 5-day residential study wherein they received triple-blinded doses of placebo or oral hydromorphone (2mg, 4mg, 8mg). Outcomes included a series of general and specific visual analog scale (VAS) ratings completed by participants and blinded observers, physiological endpoints, and analgesic responses to laboratory-evoked pain. The lowest dose at which participants endorsed > 20 point change in self-reported "Drug Effect" VAS ratings from baseline was used to define the following opioid sensitivity thresholds: 2mg ("Low Threshold", N = 9), 4mg ("Medium"; N = 29), and 8mg ("High", N = 14); a "No Threshold" group (N = 31) did not endorse any effects at any dose. Main effects of sensitivity threshold existed for most participant-reported responses and conformed to threshold categories in dose-dependent ways. In contrast, no main effects of sensitivity threshold were observed for blinded observer ratings, physiological endpoints, or evoked analgesic responses, such that hydromorphone produced dose-dependent opioid agonist effects for all participants that diverged from their self-reported experience. These data provide the most granular assessment of inter-individual differences in opioid response among persons with little or no lifetime opioid exposure or existing pain condition. All participants experienced dose-dependent changes in opioid agonist responses, yet their self-awareness of these effects varied and 30 % of participants endorsed no awareness of opioid exposure at any dose. These data demonstrate a consistent and reliable divergence between the subjective experience of opioids from rigorously-assessed physiological, observable, and analgesic responses. Testable implications of these outcomes are discussed.
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Affiliation(s)
- Greer McKendrick
- Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Caitlyn J Durgin
- Johns Hopkins University School of Medicine, Baltimore, MD, United States; Pinney Associates, Baltimore, MD, United States
| | - Andrew S Huhn
- Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Cecilia L Bergeria
- Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Patrick H Finan
- Johns Hopkins University School of Medicine, Baltimore, MD, United States; University of Virginia, Charlottesville, VA, United States
| | - Denis Antoine
- Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Kelly E Dunn
- Johns Hopkins University School of Medicine, Baltimore, MD, United States; Kahlert Institute for Addiction Medicine, University of Maryland, Baltimore, MD, United States.
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Ramo S, Frangakis S, Waljee JF, Bicket MC. Risk factors for persistent postoperative opioid use: an entity distinct from chronic postsurgical pain. Reg Anesth Pain Med 2025; 50:121-128. [PMID: 39266222 DOI: 10.1136/rapm-2024-105599] [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: 07/29/2024] [Accepted: 08/28/2024] [Indexed: 09/14/2024]
Abstract
Despite a decline in opioid prescriptions over the past decade, patients commonly receive opioid analgesics as a treatment for postoperative pain in the USA. One complication that patients may experience after surgery is persistent postoperative opioid use (PPOU), or opioid use beyond the typical recovery period. Often defined as beyond 3 months postsurgery, PPOU is frequently conflated with chronic postsurgical pain (CPSP), where pain persists well after the expected healing time following surgery. This narrative review explores the distinct risk factors for each condition, their interrelation, and potential future research directions.For PPOU, major risk factors include the risky use of substances including misuse and use disorders; depression and other mental health disorders; a history of chronic pain before surgery including back pain; and certain surgical types (ie, total knee arthropathy, open cholecystectomy, total hip arthropathy). Conversely, CPSP risk factors include the type of surgery (ie, thoracic and breast surgeries), mental health conditions (particularly catastrophizing), and pain in both the preoperative and postoperative phases. Despite the overlap of some factors, studies typically employ different frameworks when examining PPOU and CPSP, with a biopsychosocial model applied for CPSP and little emphasis on an individual's social environment employed for PPOU. Additionally, existing studies predominantly rely on retrospective insurance claims data, which may not capture the full scope of risk factors.To fill gaps in understanding, investigations may prospectively assess and analyze patient-reported outcomes, implement similar frameworks, and concurrently measure both conditions to advance the scientific understanding of PPOU and CPSP.
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Affiliation(s)
- Sama Ramo
- Oakland University William Beaumont School of Medicine, Rochester, Michigan, USA
| | - Stephan Frangakis
- Department of Anesthesiology, University of Michigan, Ann Arbor, Michigan, USA
| | - Jennifer F Waljee
- Department of Surgery, University of Michigan, Ann Arbor, Michigan, USA
- Overdose Prevention Engagement Network, Institute for Healthcare Policy and Innovation, Ann Arbor, Michigan, USA
| | - Mark C Bicket
- Department of Anesthesiology, University of Michigan, Ann Arbor, Michigan, USA
- Overdose Prevention Engagement Network, Institute for Healthcare Policy and Innovation, Ann Arbor, Michigan, USA
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Mueller LE, Wexler RS, Lovejoy DA, Stein RB, Slee AM. Teneurin C-terminal associated peptide (TCAP)-1 attenuates the development and expression of naloxone-precipitated morphine withdrawal in male Swiss Webster mice. Psychopharmacology (Berl) 2024; 241:1565-1575. [PMID: 38630316 PMCID: PMC11269454 DOI: 10.1007/s00213-024-06582-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Accepted: 03/26/2024] [Indexed: 07/25/2024]
Abstract
RATIONALE Corticotropin-releasing factor (CRF), the apical stress-inducing hormone, exacerbates stress and addictive behaviors. TCAP-1 is a peptide that directly inhibits both CRF-mediated stress and addiction-related behaviors; however, the direct action of TCAP-1 on morphine withdrawal-associated behaviors has not previously been examined. OBJECTIVE To determine whether TCAP-1 administration attenuates behavioral and physiological consequences of morphine withdrawal in mice. METHODS Mice were administered via subcutaneous route TCAP-1 either before or after initial morphine exposure, after which jumping behavior was quantified to assess the effects of TCAP-1 on naloxone-precipitated morphine withdrawal. As a comparison, mice were treated with nonpeptide CRF1 receptor antagonist CP-154,526. In one experiment, plasma corticosterone (CORT) was also measured as a physiological stress indicator. RESULTS Pretreatment with TCAP-1 (10-250 nmol/kg) before morphine treatment significantly inhibited the development of naloxone-precipitated withdrawal. TCAP-1 (250-500 nmol/kg) treatment administered after morphine treatment attenuated the behavioral expression of naloxone-precipitated withdrawal. TCAP-1 (250 nmol/kg) treatment during morphine treatment was more effective than the optimal dosing of CP-154,526 (20 mg/kg) at suppressing the behavioral expression of naloxone-precipitated withdrawal, despite similar reduction of withdrawal-induced plasma CORT level increases. CONCLUSIONS These findings establish TCAP-1 as a potential therapeutic candidate for the prevention and treatment of morphine withdrawal.
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Affiliation(s)
| | | | - David A Lovejoy
- Protagenic Therapeutics, Inc., New York, NY, USA
- Department of Cell and Systems Biology, University of Toronto, Toronto, CA, Canada
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Webster L, Gudin J. Review of Opioid Abuse-Deterrent Formulations: Impact and Barriers to Access. J Pain Res 2024; 17:1989-2000. [PMID: 38854928 PMCID: PMC11162618 DOI: 10.2147/jpr.s457982] [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: 01/17/2024] [Accepted: 05/06/2024] [Indexed: 06/11/2024] Open
Abstract
The misuse and abuse of opioid analgesics continue to pose a serious public health concern, but for some patients, opioids remain an important analgesic option. Extended-release (ER) opioid formulations are effective for treating chronic pain and are supported by multiple 12-week efficacy studies. ER opioids often contain a high opioid content, and similar to immediate-release (IR) formulations, are subject to abuse, misuse, and diversion. Unintentional misuse may also occur when ER formulations are manipulated for medicinal administration, such as crushing a dose for easier oral intake. As part of a multipronged strategy designed to fight the opioid epidemic, abuse-deterrent formulations (ADFs) were developed to deter misuse, abuse, and diversion of opioids by making manipulation more difficult and nonoral routes of administration less rewarding. Although ADF opioids have been shown to decrease rates of abuse and diversion, they are not equally effective in terms of deterring manipulation for abuse or misuse. Xtampza ER utilizes DETERx technology, which allows it to retain ER characteristics when chewed or crushed, making it the only ER opioid without a boxed warning against these types of manipulation. OxyContin was also developed as an ADF but uses RESISTEC technology, making the tablet hard to crush and viscous in aqueous solutions. ADF utilization has been hampered by patient access issues, including high prices due to lack of insurance coverage. Postmarket real-world studies demonstrate lower rates of abuse, misuse, and diversion for ADF ER opioids compared with non-ADF formulations. However, similar studies comparing abuse-related effectiveness and health care costs for ADF opioids are warranted if clinicians are expected to utilize these potentially safer opioid formulations. These studies would support further education surrounding the benefits and utilization of ADFs and manipulation potential of different ADFs.
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Affiliation(s)
- Lynn Webster
- Dr. Vince Clinical Research, Overland Park, KS, USA
| | - Jeffrey Gudin
- Department of Anesthesiology and Pain Management, University of Miami, Miller School of Medicine, Miami, FL, USA
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Acharya M, Hayes CJ, Li C, Painter JT, Dayer L, Martin BC. Opioid therapy trajectories of patients with chronic non-cancer pain over 1 year of follow-up after initiation of short-acting opioid formulations. PAIN MEDICINE (MALDEN, MASS.) 2024; 25:173-186. [PMID: 38243702 PMCID: PMC10906713 DOI: 10.1093/pm/pnad169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 11/09/2023] [Indexed: 01/21/2024]
Abstract
OBJECTIVE This study compared opioid utilization trajectories of persons initiating tramadol, short-acting hydrocodone, or short-acting oxycodone, and it characterized opioid dose trajectories and type of opioid in persistent opioid therapy subsamples. METHODS A retrospective cohort study of adults with chronic non-cancer pain who were initiating opioid therapy was conducted with the IQVIA PharMetrics® Plus for Academics data (2008-2018). Continuous enrollment was required for 6 months before ("baseline") and 12 months after ("follow-up") the first opioid prescription ("index date"). Opioid therapy measures were assessed every 7 days over follow-up. Group-based trajectory modeling (GBTM) was used to identify trajectories for any opioid and total morphine milligram equivalent measures, and longitudinal latent class analysis was used for opioid therapy type. RESULTS A total of 40 276 tramadol, 141 023 hydrocodone, and 45 221 oxycodone initiators were included. GBTM on any opioid therapy identified 3 latent trajectories: early discontinuers (tramadol 39.0%, hydrocodone 54.1%, oxycodone 61.4%), late discontinuers (tramadol 37.9%, hydrocodone 39.4%, oxycodone 33.3%), and persistent therapy (tramadol 6.7%, hydrocodone 6.5%, oxycodone 5.3%). An additional fourth trajectory, intermittent therapy (tramadol 16.4%), was identified for tramadol initiators. Of those on persistent therapy, 2687 individuals were on persistent therapy with tramadol, 9169 with hydrocodone, and 2377 with oxycodone. GBTM on opioid dose resulted in 6 similar trajectory groups in each persistent therapy group. Longitudinal latent class analysis on opioid therapy type identified 6 latent classes for tramadol and oxycodone and 7 classes for hydrocodone. CONCLUSION Opioid therapy patterns meaningfully differed by the initial opioid prescribed, notably the presence of intermittent therapy among tramadol initiators and higher morphine milligram equivalents and prescribing of long-acting opioids among oxycodone initiators.
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Affiliation(s)
- Mahip Acharya
- Division of Pharmaceutical Evaluation and Policy, Department of Pharmacy Practice, University of Arkansas for Medical Sciences, Little Rock, AR 72205, United States
| | - Corey J Hayes
- Department of Biomedical Informatics, College of Medicine, University of Arkansas for Medical Sciences, Little Rock, AR 72205, United States
- Center for Mental Healthcare and Outcomes Research, Central Arkansas Veterans Healthcare Systems, North Little Rock, AR 72211, United States
| | - Chenghui Li
- Division of Pharmaceutical Evaluation and Policy, Department of Pharmacy Practice, University of Arkansas for Medical Sciences, Little Rock, AR 72205, United States
| | - Jacob T Painter
- Division of Pharmaceutical Evaluation and Policy, Department of Pharmacy Practice, University of Arkansas for Medical Sciences, Little Rock, AR 72205, United States
- Center for Mental Healthcare and Outcomes Research, Central Arkansas Veterans Healthcare Systems, North Little Rock, AR 72211, United States
| | - Lindsey Dayer
- College of Pharmacy, University of Arkansas for Medical Sciences, Little Rock, AR 72205, United States
| | - Bradley C Martin
- Division of Pharmaceutical Evaluation and Policy, Department of Pharmacy Practice, University of Arkansas for Medical Sciences, Little Rock, AR 72205, United States
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McCrosson M, Jacob R, Chandler K, Scheinberg M, Baidwan N, Naranje S. Variations in opioid prescribing after total joint arthroplasty: An Observational study. J Clin Orthop Trauma 2024; 49:102353. [PMID: 38361510 PMCID: PMC10865388 DOI: 10.1016/j.jcot.2024.102353] [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] [Received: 10/27/2023] [Accepted: 01/30/2024] [Indexed: 02/17/2024] Open
Abstract
Background This study aimed to analyze the prescribing patterns of opioids by different categories of providers for postoperative pain after primary total hip and knee arthroplasty (THA, TKA) at a single institution. Methods A retrospective review was conducted on 1774 patients who underwent primary THA or TKA between 2014 and 2019 at a single, level one academic trauma center. Patients were excluded for additional procedures within 90 days of the index surgery. Patient demographics, operative variables, and opioid prescriptions were collected and analyzed. Generalized linear models accounting for within-person correlations were used to model the association between patient age, prescriber, etiology, opioid category, and mean morphine milligram equivalent (MME) prescribed. Results The mean MME prescribed per patient up to 90 days postoperatively was 1591. Significant variations were observed in prescribing habits based on patient gender, age, prescriber category, and drug type. Females were prescribed more MMEs than males (CI 8.58, 667.16; p = 0.0443) and patients 65 years or younger received higher MMEs compared to those above 65 (CI 231.11, 926.48; p = 0.0011). Non-orthopedic physicians prescribed higher MMEs than orthopedic surgeons (CI 402.76, 1219.48; p < 0.0001). Hydrocodone and oxycodone prescriptions had significantly higher MMEs than tramadol prescriptions (CI 446.33, 719.52; p < 0.0001 and CI 681.09, 1065.26; p < 0.0001, respectively). Conclusion These findings suggest the need for standardized guidelines and interventions to address variations in opioid prescribing practices for postoperative pain control. Understanding baseline prescription habits can help guide efforts to optimize pain management and reduce opioid overprescribing in the surgical setting.
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Affiliation(s)
- Matthew McCrosson
- Department of Orthopaedic Surgery, University of Alabama at Birmingham, 1313 13th Street S, Ste 226, Birmingham, AL, 35205, USA
| | - Roshan Jacob
- Department of Orthopaedic Surgery, University of Alabama at Birmingham, 1313 13th Street S, Ste 226, Birmingham, AL, 35205, USA
| | - Kelly Chandler
- Department of Orthopaedic Surgery, University of Alabama at Birmingham, 1313 13th Street S, Ste 226, Birmingham, AL, 35205, USA
| | - Mila Scheinberg
- Department of Orthopaedic Surgery, University of Alabama at Birmingham, 1313 13th Street S, Ste 226, Birmingham, AL, 35205, USA
| | - Navneet Baidwan
- Department of Family and Community Medicine, University of Alabama at Birmingham, 1201 11th Avenue South, Suite 410, Birmingham, AL, 35205, USA
| | - Sameer Naranje
- Department of Orthopaedic Surgery, University of Alabama at Birmingham, 1313 13th Street S, Ste 226, Birmingham, AL, 35205, USA
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Ballard PJ, Arnold TJ, Vidrascu EM, Hernandez GC, Ozer E, Wolfson M, Lassiter R, Nayyar H, Daniel SS. Pathways to opioid use and implications for prevention: voices of young adults in recovery. Subst Abuse Treat Prev Policy 2024; 19:8. [PMID: 38238852 PMCID: PMC10795392 DOI: 10.1186/s13011-023-00584-5] [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: 08/30/2023] [Accepted: 11/24/2023] [Indexed: 01/22/2024] Open
Abstract
BACKGROUND Opioid use remains a major public health issue, especially among young adults. Despite investment in harm reduction and supply-side strategies such as reducing overprescribing and safe medication disposal, little is known about demand-side issues, such as reasons for use and pathways to opioid use. Adolescents and young adults who struggle with opioid use disorder (OUD) are multifaceted individuals with varied individual histories, experiences, challenges, skills, relationships, and lives. METHODS To inform the development of prevention strategies that hold promise for addressing opioid use, this study employs brief structured surveys and semi-structured in-depth interviews with 30 young adults (ages 18-29; 19 female, 23 White, 16 from Suburban areas) in recovery from OUD. For survey data, we used descriptive statistics to summarize the means and variance of retrospectively reported risk and protective factors associated with opioid use. For in-depth interview data, we used a combination of thematic analysis and codebook approaches to generate common themes and experiences shared by participants. RESULTS Surveys revealed that the most endorsed risk factors pertained to emotions (emotional neglect and emotional abuse) followed by sexual abuse, physical abuse, and physical neglect. Themes generated from qualitative analyses reveal challenging experiences during adolescence, such as unaddressed mental health, social, and emotional needs, which were often reported as reasons for opioid initiation and use. Through surveys and interviews, we also identified positive assets, such as skills and social relationships that were present for many participants during adolescence. CONCLUSION Implications include the need for universal prevention strategies that include emotion-focused interventions and supports alongside current harm reduction and environmental strategies to regulate prescriptions; the potential utility of more emotion-focused items being included on screening tools; and more voices of young people in recovery.
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Affiliation(s)
- Parissa J Ballard
- Wake Forest University School of Medicine, 1920 West 1st St, Winston-Salem, NC, 27104, USA.
| | - Taylor J Arnold
- Wake Forest University School of Medicine, 1920 West 1st St, Winston-Salem, NC, 27104, USA
| | - Elena M Vidrascu
- Psychology & Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | - Emily Ozer
- Community Health Sciences, School of Public Health, University of California Berkeley, Berkeley, CA, 94720, USA
| | - Mark Wolfson
- Department of Social Medicine, Population, and Public Health, University of California, Riverside, CA, 92521, USA
| | | | | | - Stephanie S Daniel
- Wake Forest University School of Medicine, 1920 West 1st St, Winston-Salem, NC, 27104, USA
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Khouja T, Shah NH, Suda KJ, Polk DE. Trajectories of opioid prescribing by general dentists, specialists, and oral and maxillofacial surgeons in the United States, 2015-2019. J Am Dent Assoc 2024; 155:7-16.e7. [PMID: 37988047 PMCID: PMC10870999 DOI: 10.1016/j.adaj.2023.10.002] [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: 02/08/2023] [Revised: 09/28/2023] [Accepted: 10/02/2023] [Indexed: 11/22/2023]
Abstract
BACKGROUND Despite decreases in opioid prescribing from 2016 through 2019, some dentists (general, specialists, oral and maxillofacial surgeons) in the United States continue to prescribe opioids at high rates. The authors' objective was to define dentists' trajectories of opioid prescribing. METHODS The authors identified actively prescribing dentists from the IQVIA Longitudinal Prescription data set, from 2015 through 2019. Group-based trajectory modeling identified opioid prescribing trajectories on the basis of dentists' annual prescribing rates for the overall sample (model 1) and for high prescribers (model 2). The authors used χ2 or Mann-Whitney U tests to characterize the model 2 trajectory groups. RESULTS In model 1 (n = 199,145 prescribers), group-based trajectory modeling identified 8 trajectories that were grouped into 5 categories. A total of 14.8% were nonprescribers who composed less than 1% of all prescriptions, low prescribers (3 groups; 46.0%) prescribed at low rates (2015: 5.5%-16.9%; 2019: 1.5%-11.9%), decliners (7.3%) decreased prescribing rapidly (2015: 29.4%; 2019: 5.1%), moderately high prescribers (2 groups; 28.5%) prescribed moderately (2015: 28.7% and 39.2%; 2019: 18.1% and 28.8%), and consistently high prescribers (3.4%) prescribed at high rates (2015: 54.6%; 2019: 44.7%). In model 2, from consistently high prescribers (n = 6,845), 4 trajectories were identified. Of these 4 groups, 1 group (7.5%) declined prescribing rapidly. The groups did not differ meaningfully; however, the rapid decliners included fewer oral and maxillofacial surgeons (13.0% vs 18.4%), saw more Medicaid patients (2.5% vs 1.0%), and had higher opioid prescribing rates in 2015 (95.5% vs 91.6%) (P < .001 for all). CONCLUSIONS The authors identified variations in dentists' opioid prescribing rates. Although 60% of dentists decreased prescribing rates by 30% through 83%, 3.4% of dentists consistently prescribed at high rates. PRACTICAL IMPLICATIONS Some dentists continue to prescribe opioids at high levels, indicating that additional information is needed to better inform policy and clinical decision making.
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King'uyu DN, Edgar EL, Figueroa C, Kirkland JM, Kopec AM. Morphine exposure during adolescence induces enduring social changes dependent on adolescent stage of exposure, sex, and social test. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.04.21.537856. [PMID: 37131669 PMCID: PMC10153224 DOI: 10.1101/2023.04.21.537856] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Drug exposure during adolescence, when the 'reward' circuitry of the brain is developing, can permanently impact reward-related behavior. Epidemiological studies show that opioid treatment during adolescence, such as pain management for a dental procedure or surgery, increases the incidence of psychiatric illness including substance use disorders. Moreover, the opioid epidemic currently in the United States is affecting younger individuals raising the impetus to understand the pathogenesis of the negative effects of opioids. One reward-related behavior that develops during adolescence is social behavior. We previously demonstrated that social development occurs in rats during sex-specific adolescent periods: early to mid-adolescence in males (postnatal day (P)30-40) and pre-early adolescence in females (P20-30). We thus hypothesized that morphine exposure during the female critical period would result in adult sociability deficits in females, but not males, and morphine administered during the male critical period would result in adult sociability deficits in males, but not females. We found that morphine exposure during the female critical period primarily resulted in deficits in sociability in females, while morphine exposure during the male critical period primarily resulted in deficits in sociability primarily in males. However, depending on the test performed and the social parameter measured, social alterations could be found in both sexes that received morphine exposure at either adolescent stage. These data indicate that when drug exposure occurs during adolescence, and how the endpoint data are measured, will play a large role in determining the effects of drug exposures on social development.
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Affiliation(s)
- David N King'uyu
- Department of Neuroscience and Experimental Therapeutics, Albany Medical College
| | - Erin L Edgar
- Department of Neuroscience and Experimental Therapeutics, Albany Medical College
| | - Christopher Figueroa
- Department of Neuroscience and Experimental Therapeutics, Albany Medical College
| | - J M Kirkland
- Department of Neuroscience and Experimental Therapeutics, Albany Medical College
| | - Ashley M Kopec
- Department of Neuroscience and Experimental Therapeutics, Albany Medical College
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Fuss C, Romm KF, Crawford ND, Harrington KRV, Wang Y, Ma Y, Taggart T, Ruiz MS, Berg CJ. Psychosocial Correlates of Opioid Use Profiles among Young Adults in a Longitudinal Study across 6 US Metropolitan Areas. Subst Use Misuse 2023; 58:981-988. [PMID: 37082785 PMCID: PMC10645480 DOI: 10.1080/10826084.2023.2201839] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/22/2023]
Abstract
Background: Examining opioid use profiles over time and related factors among young adults is crucial to informing prevention efforts. Objectives: This study analyzed baseline data (Fall 2018) and one-year follow-up data from a cohort of 2,975 US young adults (Mage=24.55, 42.1% male; 71.7% White; 11.4% Hispanic). Multinomial logistic regression was used to examine: 1) psychosocial correlates (i.e. adverse childhood experiences [ACEs], depressive symptoms, parental substance use) of lifetime opioid use (i.e. prescription use vs. nonuse, nonmedical prescription [NMPO] use, and heroin use, respectively); and 2) psychosocial correlates and baseline lifetime use in relation to past 6-month use at one-year follow-up (i.e. prescription use vs. nonuse and NMPO/heroin use, respectively). Results: At baseline, lifetime use prevalence was: 30.2% prescription, 9.7% NMPO, and 3.1% heroin; past 6-month use prevalence was: 7.6% prescription, 2.5% NMPO, and 0.9% heroin. Compared to prescription users, nonusers reported fewer ACEs and having parents more likely to use tobacco, but less likely alcohol; NMPO users did not differ; and heroin users reported more ACEs and having parents more likely to use cannabis but less likely alcohol. At one-year follow-up, past 6-month use prevalence was: 4.3% prescription, 1.3% NMPO, and 1.4% heroin; relative to prescription users, nonusers were less likely to report baseline lifetime opioid use and reported fewer ACEs, and NMPO/heroin users were less likely to report baseline prescription opioid use but more likely heroin use. Conclusions: Psychosocial factors differentially correlate with young adult opioid use profiles, and thus may inform targeted interventions addressing different use patterns and psychosocial risk factors.
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Affiliation(s)
- Caroline Fuss
- Department of Global Health, Milken Institute School of Public Health, George Washington University, Washington, DC, USA
| | - Katelyn F Romm
- TSET Health Promotion Research Center, Stephenson Cancer Center, Department of Pediatrics, College of Medicine,University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Natalie D Crawford
- Behavioral, Social and Health Education Sciences, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Kristin R V Harrington
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Yan Wang
- Department of Prevention and Community Health, Milken Institute School of Public Health, George Washington University, Washington, DC, USA
| | - Yan Ma
- Department of Biostatistics, School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Tamara Taggart
- Department of Prevention and Community Health, Milken Institute School of Public Health, George Washington University, Washington, DC, USA
- Department of Social and Behavioral Sciences, Yale School of Public Health, New Haven, CT, USA
| | - Monica S Ruiz
- Department of Prevention and Community Health, Milken Institute School of Public Health, George Washington University, Washington, DC, USA
| | - Carla J Berg
- Department of Prevention and Community Health, Milken Institute School of Public Health, George Washington University, Washington, DC, USA
- GW Cancer Center, George Washington University, Washington, DC, USA
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12
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Bodnar RJ. Endogenous opiates and behavior: 2021. Peptides 2023; 164:171004. [PMID: 36990387 DOI: 10.1016/j.peptides.2023.171004] [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] [Received: 02/26/2023] [Revised: 03/23/2023] [Accepted: 03/23/2023] [Indexed: 03/29/2023]
Abstract
This paper is the forty-fourth consecutive installment of the annual anthological review of research concerning the endogenous opioid system, summarizing articles published during 2021 that studied the behavioral effects of molecular, pharmacological and genetic manipulation of opioid peptides and receptors as well as effects of opioid/opiate agonizts and antagonists. The review is subdivided into the following specific topics: molecular-biochemical effects and neurochemical localization studies of endogenous opioids and their receptors (1), the roles of these opioid peptides and receptors in pain and analgesia in animals (2) and humans (3), opioid-sensitive and opioid-insensitive effects of nonopioid analgesics (4), opioid peptide and receptor involvement in tolerance and dependence (5), stress and social status (6), learning and memory (7), eating and drinking (8), drug abuse and alcohol (9), sexual activity and hormones, pregnancy, development and endocrinology (10), mental illness and mood (11), seizures and neurologic disorders (12), electrical-related activity and neurophysiology (13), general activity and locomotion (14), gastrointestinal, renal and hepatic functions (15), cardiovascular responses (16), respiration and thermoregulation (17), and immunological responses (18).
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Affiliation(s)
- Richard J Bodnar
- Department of Psychology and Neuropsychology Doctoral Sub-Program, Queens College, City University of New York, CUNY, 65-30 Kissena Blvd., Flushing, NY 11367, USA.
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13
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Zibung E, von Oelreich E, Eriksson J, Buchli C, Nordenvall C, Oldner A. Long-term opioid use following bicycle trauma: a register-based cohort study. Eur J Trauma Emerg Surg 2023; 49:531-538. [PMID: 36094567 PMCID: PMC9925469 DOI: 10.1007/s00068-022-02103-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Accepted: 08/31/2022] [Indexed: 11/28/2022]
Abstract
PURPOSE Chronic opioid use is a significant public health burden. Orthopaedic trauma is one of the main indications for opioid prescription. We aimed to assess the risk for long-term opioid use in a healthy patient cohort. METHODS In this matched cohort study, bicycle trauma patients from a Swedish Level-I-Trauma Centre in 2006-2015 were matched with comparators on age, sex, and municipality. Information about dispensed opioids 6 months prior until 18 months following the trauma, data on injuries, comorbidity, and socioeconomic factors were received from national registers. Among bicycle trauma patients, the associations between two exposures (educational level and injury to the lower extremities) and the risk of long-term opioid use (> 3 months after the trauma) were assessed in multivariable logistic regression models. RESULTS Of 907 bicycle trauma patients, 419 (46%) received opioid prescriptions, whereof 74 (8%) became long-term users. In the first quarter after trauma, the mean opioid use was significantly higher in the trauma patients than in the comparators (253.2 mg vs 35.1 mg, p < 0.001) and fell thereafter to the same level as in the comparators. Severe injury to the lower extremities was associated with an increased risk of long-term opioid use [OR 4.88 (95% CI 2.34-10.15)], whereas high educational level had a protecting effect [OR 0.42 (95% CI 0.20-0.88)]. CONCLUSION The risk of long-term opioid use after a bicycle trauma was low. However, opioids should be prescribed with caution, especially in those with injury to lower extremities or low educational level.
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Affiliation(s)
- Evelyne Zibung
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.
| | - Erik von Oelreich
- Section of Anesthesiology and Intensive Care Medicine, Department of Physiology and Pharmacology, Karolinska Institutet, Stockholm, Sweden ,Perioperative Medicine and Intensive Care, Karolinska University Hospital, Stockholm, Sweden
| | - Jesper Eriksson
- Section of Anesthesiology and Intensive Care Medicine, Department of Physiology and Pharmacology, Karolinska Institutet, Stockholm, Sweden ,Perioperative Medicine and Intensive Care, Karolinska University Hospital, Stockholm, Sweden
| | - Christian Buchli
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden ,Colorectal Surgery Unit, Department of Pelvic Cancer, Karolinska University Hospital, Stockholm, Sweden
| | - Caroline Nordenvall
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden ,Colorectal Surgery Unit, Department of Pelvic Cancer, Karolinska University Hospital, Stockholm, Sweden
| | - Anders Oldner
- Section of Anesthesiology and Intensive Care Medicine, Department of Physiology and Pharmacology, Karolinska Institutet, Stockholm, Sweden ,Perioperative Medicine and Intensive Care, Karolinska University Hospital, Stockholm, Sweden
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14
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Buta E, Gordon KS, Gueorguieva R, Becker WC, Heapy A, Bathulapalli H, Zeng Q, Redd D, Brandt C, Goulet J. Joint longitudinal trajectories of pain intensity and opioid prescription in veterans with back pain. Pharmacoepidemiol Drug Saf 2022; 31:1262-1271. [PMID: 35996825 DOI: 10.1002/pds.5531] [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: 11/03/2021] [Revised: 07/15/2022] [Accepted: 08/15/2022] [Indexed: 12/15/2022]
Abstract
PURPOSE We describe pain intensity and opioid prescription jointly over time in Veterans with back pain to better understand their relationship. METHODS We performed a retrospective cohort study on electronic health record data from 117 126 Veterans (mean age 49.2 years) diagnosed with back pain in 2015. We used latent class growth analysis to jointly model pain intensity (0-10 scores) and opioid prescriptions over 2 years to identify classes of individuals similar in their trajectory of pain and opioid over time. Multivariable multinomial logit models assessed sociodemographic and clinical predictors of class membership. RESULTS We identified six trajectory classes: a "no pain/no opioid" class (22.2%), a "mild pain/no opioid" class (45.0%), a "moderate pain/no opioid" class (24.6%), a "moderate, decreasing pain/decreasing opioid" class (3.3%), a "moderate pain/high opioid" class (2.6%), and a "moderate, increasing pain/increasing opioid" class (2.3%). Among those in moderate pain classes, being white (vs. non-white) and older were associated with higher odds of being prescribed opioids. Veterans with mental health diagnoses had increased odds of being in the painful classes versus "no pain/no opioid" class. CONCLUSION We found distinct patterns in the long-term joint course of pain and opioid prescription in Veterans with back pain. Understanding these patterns and associated predictors may help with development of targeted interventions for patients with back pain.
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Affiliation(s)
- Eugenia Buta
- Yale Center for Analytical Sciences, Yale University, New Haven, Connecticut, USA.,Research Department, VA Connecticut Healthcare System, West Haven, Connecticut, USA
| | - Kirsha S Gordon
- Research Department, VA Connecticut Healthcare System, West Haven, Connecticut, USA.,Yale School of Medicine, Yale University, New Haven, Connecticut, USA
| | - Ralitza Gueorguieva
- Department of Biostatistics, Yale School of Public Health, New Haven, Connecticut, USA
| | - William C Becker
- Research Department, VA Connecticut Healthcare System, West Haven, Connecticut, USA.,Yale School of Medicine, Yale University, New Haven, Connecticut, USA
| | - Alicia Heapy
- Research Department, VA Connecticut Healthcare System, West Haven, Connecticut, USA.,Yale School of Medicine, Yale University, New Haven, Connecticut, USA
| | - Harini Bathulapalli
- Yale Center for Analytical Sciences, Yale University, New Haven, Connecticut, USA.,Research Department, VA Connecticut Healthcare System, West Haven, Connecticut, USA
| | - Qing Zeng
- Biomedical Informatics Center, George Washington University, Washington, District of Columbia, USA
| | - Doug Redd
- Biomedical Informatics Center, George Washington University, Washington, District of Columbia, USA
| | - Cynthia Brandt
- Research Department, VA Connecticut Healthcare System, West Haven, Connecticut, USA.,Yale School of Medicine, Yale University, New Haven, Connecticut, USA
| | - Joseph Goulet
- Research Department, VA Connecticut Healthcare System, West Haven, Connecticut, USA.,Yale School of Medicine, Yale University, New Haven, Connecticut, USA
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15
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Stone EM, Tormohlen KN, McCourt AD, Schmid I, Stuart EA, Davis CS, Bicket MC, McGinty EE. Association Between State Opioid Prescribing Cap Laws and Receipt of Opioid Prescriptions Among Children and Adolescents. JAMA HEALTH FORUM 2022; 3:e222461. [PMID: 36003417 PMCID: PMC9356320 DOI: 10.1001/jamahealthforum.2022.2461] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Accepted: 06/14/2022] [Indexed: 01/18/2023] Open
Abstract
Importance High-dose and long-duration opioid prescriptions remain relatively common among children and adolescents, but there is insufficient research on the association of state laws limiting the dose and/or duration of opioid prescriptions (referred to as opioid prescribing cap laws) with opioid prescribing for this group. Objective To examine the association between state opioid prescribing cap laws and the receipt of opioid prescriptions among children and adolescents. Design Setting and Participants This repeated cross-sectional study used a difference-in-differences approach accounting for staggered policy adoption to assess the association of state opioid prescribing cap laws in the US from January 1, 2013, to December 31, 2019, with receipt of opioid prescriptions among children and adolescents. Analyses were conducted between March 22 and December 15, 2021. Data were obtained from the OptumLabs Data Warehouse, a national commercial insurance claims database. The analysis included 482 118 commercially insured children and adolescents aged 0 to 17 years with full calendar-year continuous insurance enrollment between 2013 and 2019. Individuals were included for every year in which they were continuously enrolled; they did not need to be enrolled for the entire 7-year study period. Those with any cancer diagnosis were excluded from analysis. Exposure Implementation of a state opioid prescribing cap law between January 1, 2017, and July 1, 2019. This date range allowed analysis of the same number years for both pre-cap and post-cap data. Main Outcomes and Measures Outcomes of interest included receipt of any opioid prescription and, among those with at least 1 opioid prescription, the mean number of opioid prescriptions, mean morphine milligram equivalents (MMEs) per day, and mean days' supply. Results Among 482 118 children and adolescents (754 368 person-years of data aggregated to the state-year level), 245 178 (50.9%) were male, with a mean (SD) age of 9.8 (4.8) years at the first year included in the sample (data on race and ethnicity were not collected as part of this data set, which was obtained from insurance billing claims). Overall, 10 659 children and adolescents (2.2%) received at least 1 opioid prescription during the study period. Among those with at least 1 prescription, the mean (SD) number of filled opioid prescriptions was 1.2 (0.8) per person per year. No statistically significant association was found between state opioid prescribing cap laws and any outcome. After opioid prescribing cap laws were implemented, a -0.001 (95% CI, -0.005 to 0.002) percentage point decrease in the proportion of youths receiving any opioid prescription was observed. In addition, percentage point decreases of -0.01 (95% CI, -0.10 to 0.09) in high-dose opioid prescriptions (>50 MMEs per day) and -0.02 (95% CI, -0.12 to 0.08) in long-duration opioid prescriptions (>7 days' supply) were found after cap laws were implemented. Conclusions and Relevance In this cross-sectional study, no association was observed between state opioid prescribing cap laws and the receipt of opioid prescriptions among children and adolescents. Alternative strategies, such as opioid prescribing guidelines tailored to youths, are needed.
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Affiliation(s)
- Elizabeth M. Stone
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland
| | - Kayla N. Tormohlen
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland
| | - Alexander D. McCourt
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland
| | - Ian Schmid
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland
| | - Elizabeth A. Stuart
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland
| | | | - Mark C. Bicket
- Department of Anesthesiology, School of Public Health, University of Michigan, Ann Arbor,Opioid Prescribing Engagement Network, Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor
| | - Emma E. McGinty
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland,Visiting Fellow, OptumLabs, Cambridge, Massachusetts
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16
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Voepel-Lewis T, Veliz P, Heinze J, Boyd CJ, Zikmund-Fisher B, Lenko R, Grant J, Bromberg H, Kelly A, Tait AR. Enhancing risk perception may be insufficient to curtail prescription opioid use and misuse among youth after surgery: A randomized controlled trial. PATIENT EDUCATION AND COUNSELING 2022; 105:2217-2224. [PMID: 35216854 PMCID: PMC9203921 DOI: 10.1016/j.pec.2022.01.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/11/2021] [Revised: 01/21/2022] [Accepted: 01/24/2022] [Indexed: 06/14/2023]
Abstract
OBJECTIVE This randomized controlled trial examined whether an interactive, risk-focused educational program was associated with higher risk perceptions and decreased prescription opioid use/misuse among emerging adults. METHODS 503 participants aged 15-24 years scheduled for ambulatory surgery were randomized to routine prescription education with or without our Scenario-Tailored Opioid Messaging Program (STOMP) provided prior to receipt of a prescribed opioid. Surveys were completed preoperatively, and at days 7&14, months 1&3 postoperatively. Outcomes included analgesic risk perceptions, opioid use, and misuse intentions/behavior. RESULTS Compared to Controls, STOMP was associated with stable but higher risk perceptions on day 14 (β = 1.76 [95% CI 0.53, 2.99], p = .005) and month 3 (β = 2.13 [95% CI 0.86, 3.40], p = .001). There was no effect of STOMP or analgesic misuse risk perceptions on days of opioid use or subsequent misuse intentions/behavior. The degree to which participants valued pain relief over analgesic risk (trade-off preference) was, however, associated with prolonged postoperative opioid use and later misuse. CONCLUSION Education emphasizing the risks of opioids was insufficient in reducing opioid use and misuse in youth who were prescribed these analgesics for acute pain relief. PRACTICE IMPLICATIONS Education may need to better address analgesic expectations to shorten opioid use and mitigate misuse.
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Affiliation(s)
- Terri Voepel-Lewis
- Department of Health Behavior and Biological Science at the School of Nursing, University of Michigan, Ann Arbor, MI 48109, USA; Department of Pediatric Anesthesiology at Michigan Medicine, University of Michigan, Ann Arbor, MI 48109, USA.
| | - Phillip Veliz
- Department of Pediatric Anesthesiology at Michigan Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - Justin Heinze
- Department of Health Behavior and Health Education at the School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA
| | - Carol J Boyd
- Department of Health Behavior and Biological Science at the School of Nursing, University of Michigan, Ann Arbor, MI 48109, USA
| | - Brian Zikmund-Fisher
- Department of Health Behavior and Health Education at the School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA
| | - Rachel Lenko
- Department of Pediatric Anesthesiology at Michigan Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - John Grant
- Department of Orthopedic Surgery at Michigan Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - Harrison Bromberg
- Department of Pediatric Anesthesiology at Michigan Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - Alyssa Kelly
- Department of Pediatric Anesthesiology at Michigan Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - Alan R Tait
- Department of Pediatric Anesthesiology at Michigan Medicine, University of Michigan, Ann Arbor, MI 48109, USA
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17
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Risk factors associated with recent opioid-related hospitalizations in children: a nationwide analysis. Pediatr Surg Int 2022; 38:843-851. [PMID: 35239012 DOI: 10.1007/s00383-022-05088-0] [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] [Accepted: 02/16/2022] [Indexed: 10/18/2022]
Abstract
PURPOSE Identifying at-risk children can provide a crucial opportunity for preventative measures to avoid opioid addiction. This study sought to determine at-risk pediatric patients that were previously hospitalized due to other causes prior to their opioid-related admission. METHODS The Nationwide Readmissions Database (2010-2014) was queried for children 1-18 years old with an opioid-related hospitalization. Previous admissions (up to 1 year prior) and associated diagnoses were compared. Results were weighted for national estimates. RESULTS 51,349 opioid-related hospitalizations were identified with an overall in-hospital mortality of 0.8%. Seventeen percent had a previous admission during the same calendar year of which 44% had > 1 and 11% had ≥ 5 prior admissions. Only 4% of prior admissions occurred at a different hospital. Males and females were equally represented, and 82% were ≥ 13 years old. Only 16% of previously admitted patients underwent a major surgical procedure during a previous hospitalization. The most common concomitant diagnoses for patients with prior hospitalizations were drug abuse (37%), chronic pulmonary disease (18%), and depression (10%). CONCLUSION Opioid-related hospitalizations often occur among children with multiple recent admissions, usually to the same hospital. Most patients do not have a history of cancer or recent surgery to account for their opioid use.
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18
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Lee B, Yang KC, Kaminski P, Peng S, Odabas M, Gupta S, Green HD, Ahn YY, Perry BL. Substitution of Nonpharmacologic Therapy With Opioid Prescribing for Pain During the COVID-19 Pandemic. JAMA Netw Open 2021; 4:e2138453. [PMID: 34889946 PMCID: PMC8665369 DOI: 10.1001/jamanetworkopen.2021.38453] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 10/17/2021] [Indexed: 11/14/2022] Open
Abstract
Importance During the pandemic, access to medical care unrelated to COVID-19 was limited because of concerns about viral spread and corresponding policies. It is critical to assess how these conditions affected modes of pain treatment, given the addiction risks of prescription opioids. Objective To assess the trends in opioid prescription and nonpharmacologic therapy (ie, physical therapy and complementary medicine) for pain management during the COVID-19 pandemic in 2020 compared with the patterns in 2019. Design, Setting, and Participants This retrospective, cross-sectional study used weekly claims data from 24 million US patients in a nationwide commercial insurance database (Optum's deidentified Clinformatics Data Mart Database) from January 1, 2019, to September 31, 2020. Among patients with diagnoses of limb, extremity, or joint pain, back pain, and neck pain for each week, patterns of treatment use were identified and evaluated. Data analysis was performed from April 1, 2021, to September 31, 2021. Main Outcomes and Measures The main outcomes of interest were weekly rates of opioid prescriptions, the strength and duration of related opioid prescriptions, and the use of nonpharmacologic therapy. Transition rates between different treatment options before the outbreak and during the early months of the pandemic were also assessed. Results A total of 21 430 339 patients (mean [SD] age, 48.6 [24.0] years; 10 960 507 [51.1%] female; 909 061 [4.2%] Asian, 1 688 690 [7.9%] Black, 2 276 075 [10.6%] Hispanic, 11 192 789 [52.2%] White, and 5 363 724 [25.0%] unknown) were enrolled during the first 3 quarters in 2019 and 20 759 788 (mean [SD] age, 47.0 [23.8] years; 10 695 690 [51.5%] female; 798 037 [3.8%] Asian; 1 508 023 [7.3%] Black, 1 976 248 [9.5%] Hispanic, 10 059 597 [48.5%] White, and 6 417 883 [30.9%] unknown) in the first 3 quarters of 2020. During the COVID-19 pandemic, the proportion of patients receiving a pain diagnosis was smaller than that for the same period in 2019 (mean difference, -15.9%; 95% CI, -16.1% to -15.8%). Patients with pain were more likely to receive opioids (mean difference, 3.5%; 95% CI, 3.3%-3.7%) and less likely to receive nonpharmacologic therapy (mean difference, -6.0%; 95% CI, -6.3% to -5.8%), and opioid prescriptions were longer and more potent during the early pandemic in 2020 relative to 2019 (mean difference, 1.07 days; 95% CI, 1.02-1.17 days; mean difference, 0.96 morphine milligram equivalents; 95% CI, 0.76-1.20). Analysis of individuals' transitions between treatment options for pain found that patients were more likely to transition out of nonpharmacologic therapy, replacing it with opioid prescriptions for pain management during the COVID-19 pandemic than in the year before. Conclusions and Relevance Nonpharmacologic therapy is a benign treatment for pain often recommended instead of opioid therapy. The decrease in nonpharmacologic therapy and increase in opioid prescription during the COVID-19 pandemic found in this cross-sectional study, especially given longer days of prescription and more potent doses, may exacerbate the US opioid epidemic. These findings suggest that it is imperative to investigate the implications of limited medical access on treatment substitution, which may increase patient risk, and implement policies and guidelines to prevent those substitutions.
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Affiliation(s)
- Byungkyu Lee
- Department of Sociology, Indiana University Bloomington, Bloomington
| | - Kai-Cheng Yang
- Luddy School of Informatics, Computing, and Engineering, Indiana University Bloomington, Bloomington
| | - Patrick Kaminski
- Luddy School of Informatics, Computing, and Engineering, Department of Sociology, Indiana University Bloomington, Bloomington
| | - Siyun Peng
- Department of Sociology, Indiana University Bloomington, Bloomington
| | - Meltem Odabas
- Department of Sociology, Indiana University Bloomington, Bloomington
| | - Sumedha Gupta
- Department of Economics, Indiana University–Purdue University, Indianapolis
| | - Harold D. Green
- Department of Applied Health Science, School of Public Health, Indiana University Bloomington, Bloomington
| | - Yong-Yeol Ahn
- Center for Complex Networks and Systems Research, Luddy School of Informatics, Computing and Engineering, Indiana University Bloomington, Bloomington
- Network Science Institute, Indiana University Bloomington, Bloomington
- Connection Science, Massachusetts Institute of Technology, Cambridge
| | - Brea L. Perry
- Department of Sociology, Network Science Institute, Indiana University Bloomington, Bloomington
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19
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Ahrari M, Ali S, Hartling L, Dong K, Drendel AL, Klassen TP, Schreiner K, Dyson MP. Nonmedical Opioid Use After Short-term Therapeutic Exposure in Children: A Systematic Review. Pediatrics 2021; 148:183452. [PMID: 34816280 DOI: 10.1542/peds.2021-051927] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/15/2021] [Indexed: 11/24/2022] Open
Abstract
CONTEXT Opioid-related harms continue to rise for children and youth. Analgesic prescribing decisions are challenging because the risk for future nonmedical opioid use or disorder is unclear. OBJECTIVE To synthesize research examining the association between short-term therapeutic opioid exposure and future nonmedical opioid use or opioid use disorder and associated risk factors. DATA SOURCES We searched 11 electronic databases. STUDY SELECTION Two reviewers screened studies. Studies were included if: they were published in English or French, participants had short-term (≤14 days) or an unknown duration of therapeutic exposure to opioids before 18 years, and reported opioid use disorder or misuse. DATA EXTRACTION Data were extracted, and methodologic quality was assessed by 2 reviewers. Data were summarized narratively. RESULTS We included 21 observational studies (49 944 602 participants). One study demonstrated that short-term therapeutic exposure may be associated with opioid abuse; 4 showed an association between medical and nonmedical opioid use without specifying duration of exposure. Other studies reported on prevalence or incidence of nonmedical use after medical exposure to opioids. Risk factors were contradictory and remain unclear. LIMITATIONS Most studies did not specify duration of exposure and were of low methodologic quality, and participants might not have been opioid naïve. CONCLUSIONS Some studies suggest an association between lifetime therapeutic opioid use and nonmedical opioid use. Given the lack of clear evidence regarding short-term therapeutic exposure, health care providers should carefully evaluate pain management options and educate patients and caregivers about safe, judicious, and appropriate use of opioids and potential signs of misuse.
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Affiliation(s)
| | - Samina Ali
- Departments of Pediatrics.,Emergency Medicine.,Women and Children's Health Research Institute
| | | | | | - Amy L Drendel
- Department of Pediatrics, Medical College of Wisconsin, Milwaukee, Wisconsin
| | - Terry P Klassen
- Department of Pediatrics and Child Health, University of Manitoba, Winnipeg, Manitoba, Canada.,Children's Hospital Research Institute of Manitoba, Winnipeg, Manitoba, Canada
| | - Kurt Schreiner
- Pediatric Parents' Advisory Group, University of Alberta, Edmonton, Alberta, Canada
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20
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DiNardi M. Aging out of the federal dependent coverage mandate and purchases of prescription drugs with high rates of misuse. ECONOMICS AND HUMAN BIOLOGY 2021; 43:101066. [PMID: 34655854 DOI: 10.1016/j.ehb.2021.101066] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Revised: 08/19/2021] [Accepted: 10/01/2021] [Indexed: 06/13/2023]
Abstract
Prescription central nervous system depressants, opioid pain relievers, and stimulants provide therapeutic value, but misuse for their recreational value is a growing problem in the United States. Because health insurance lowers the cost of purchasing prescription drugs, losing coverage may cause individuals to forgo treatment and decrease prescription drug consumption which could reduce health and increase the likelihood of overdose and death if individuals substitute to using illicit drugs. I estimate the reduced form effect of aging out of the federal dependent coverage mandate at age 26 on legal purchases of prescription central nervous system depressants, opioids, and stimulants. Individuals are 0.5-0.9% points less likely to purchase a prescription central nervous system depressant and 0.8-1.5% points less likely to purchase a prescription opioid after turning 26. These effects are strongest for women, while estimated effects for men are generally negative but imprecise.
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Affiliation(s)
- Michael DiNardi
- Department of Economics, University of Rhode Island, 10 Chafee Road, Kingston, RI 02881, USA.
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Rahmandar MH, Williams FS, Kuhns LM. Understanding Risk Factors for Persistent Opioid Use Among Youths. JAMA Netw Open 2021; 4:e214904. [PMID: 33885779 DOI: 10.1001/jamanetworkopen.2021.4904] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Affiliation(s)
- Maria H Rahmandar
- Substance Use & Prevention Program, The Potocsnak Family Division of Adolescent and Young Adult Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, Illinois
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Faith Summersett Williams
- Substance Use & Prevention Program, The Potocsnak Family Division of Adolescent and Young Adult Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, Illinois
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Lisa M Kuhns
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- The Potocsnak Family Division of Adolescent and Young Adult Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, Illinois
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