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Quinn PD, Chang Z, Bair MJ, Rickert ME, Gibbons RD, Kroenke K, D’Onofrio BM. Associations of opioid prescription dose and discontinuation with risk of substance-related morbidity in long-term opioid therapy. Pain 2022; 163:e588-e595. [PMID: 34326295 PMCID: PMC8795234 DOI: 10.1097/j.pain.0000000000002415] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Accepted: 06/28/2021] [Indexed: 11/26/2022]
Abstract
ABSTRACT Efforts to reduce opioid-related harms have decreased opioid prescription but have provoked concerns about unintended consequences, particularly for long-term opioid therapy (LtOT) recipients. Research is needed to address the knowledge gap regarding how risk of substance-related morbidity changes across LtOT and its discontinuation. This study used nationwide commercial insurance claims data and a within-individual design to examine associations of LtOT dose and discontinuation with substance-related morbidity. We identified 194,839 adolescents and adults who initiated opioid prescription in 2010 to 2018 and subsequently received LtOT. The cohort was followed for a median of 965 days (interquartile range, 525-1550), of which a median of 176 days (119-332) were covered by opioid prescription. During follow-up, there were 17,582 acute substance-related morbidity events, defined as claims for emergency visits, inpatient hospitalizations, and ambulance transportation with substance use disorder or overdose diagnoses. Relative to initial treatment, risk was greater within individual during subsequent periods of >60 to 120 (adjusted odds ratio [OR], 1.29; 95% CI, 1.12 to 1.49) and >120 (OR, 1.48; 95% CI, 1.24-1.76) daily morphine milligram equivalents. Risk was also greater during days 1 to 30 after discontinuations than during initial treatment (OR, 1.19; 95% CI, 1.05-1.35). However, it was no greater than during the 30 days before discontinuations, indicating that the risk may not be wholly attributable to discontinuation itself. Results were supported by a negative control pharmacotherapy analysis and additional sensitivity analyses. They suggest that LtOT recipients may experience increased substance-related morbidity risk during treatment subsequent to initial opioid prescription, particularly in periods involving higher doses.
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Affiliation(s)
- Patrick D. Quinn
- Department of Applied Health Science, School of Public Health, Indiana University, Bloomington, Indiana
| | - Zheng Chang
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Matthew J. Bair
- VA HSR&D Center for Health Information and Communication, Roudebush VA Medical Center, Indianapolis, Indiana
- Department of Medicine, Indiana University School of Medicine, Indianapolis, Indiana
- Regenstrief Institute, Indianapolis, Indiana
| | - Martin E. Rickert
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, Indiana
| | - Robert D. Gibbons
- Center for Health Statistics, University of Chicago, Chicago, Illinois
- Department of Medicine, University of Chicago, Chicago, Illinois
- Department of Public Health Sciences, University of Chicago, Chicago, Illinois
| | - Kurt Kroenke
- Department of Medicine, Indiana University School of Medicine, Indianapolis, Indiana
- Regenstrief Institute, Indianapolis, Indiana
| | - Brian M. D’Onofrio
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, Indiana
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202
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Presnall NJ, Butler GC, Grucza RA. Consumer access to buprenorphine and methadone in certified community behavioral health centers: A secret shopper study. J Subst Abuse Treat 2022; 139:108788. [DOI: 10.1016/j.jsat.2022.108788] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Revised: 03/09/2022] [Accepted: 04/25/2022] [Indexed: 01/10/2023]
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203
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Abstract
Over the past two decades, opioid overdose deaths contributed to the dramatic rise in all-cause mortality among non-Hispanic Whites. To date, efforts among scholars to understand the role of local area labor market conditions on opioid overdose mortality have led to mixed results. We argue the reason for these disparate findings is scholars have not considered the moderating effects of income support policies such as unemployment insurance. The present study leverages two sources of variation-county mass layoffs and changes in the generosity of state unemployment insurance benefits-to investigate if unemployment benefits moderate the relationship between job loss and county opioid overdose death rates. Our difference-in-differences estimation strategy reveals that the harmful effects of job loss on opioid overdose mortality decline with increasing state unemployment insurance benefit levels. These findings suggest that social policy in the form of income transfers played a crucial role in disrupting the link between job loss and opioid overdose mortality.
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Affiliation(s)
- Pinghui Wu
- The Federal Reserve Bank of Boston, Boston, MA, USA
| | - Michael Evangelist
- Department of Sociology, School of Social Work, and Poverty Solutions, University of Michigan, Ann Arbor, MI, USA
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204
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Vuolo M, Kelly BC. Effects of County-Level Opioid Dispensing Rates on Individual-Level Patterns of Prescription Opioid and Heroin Consumption: Evidence From National U.S. Data. Am J Psychiatry 2022; 179:305-311. [PMID: 34875874 PMCID: PMC8976704 DOI: 10.1176/appi.ajp.2021.21060602] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
OBJECTIVE The authors examined directly whether county-level changes in opioid dispensing rates affect individual-level prescription opioid misuse, frequency of use, and dependence, as well as the same outcomes for heroin. METHODS Using data from the restricted-access National Survey on Drug Use and Health, the Centers for Disease Control and Prevention's retail opioid prescription database, the Prescription Drug Abuse Policy System, and the U.S. Census, the authors applied fixed-effects models to determine whether county-level dispensing rates affected prescription opioid outcomes as intended and whether changes in rates adversely affected heroin use outcomes. Bayes factors were used to confirm evidence for null findings. RESULTS The sample included 748,800 respondents age 12 and older from 2006 to 2016. The odds of prescription opioid misuse, increased frequency of misuse, and dependence were 7.2%, 3.5%, and 10.4% higher, respectively, per standard deviation increase in the county-level opioid dispensing rate per 100 persons. There was no evidence for any association between opioid dispensing rates and the three heroin outcomes. The odds ratio was nonsignificant according to frequentist techniques in fixed-effects models, and Bayesian techniques confirmed very strong support for the null hypothesis. CONCLUSIONS County-level opioid dispensing rates are directly associated with individual-level prescription opioid misuse, frequency of misuse, and dependence. Changes in dispensing were not associated with population shifts in heroin use. Reductions in opioid dispensing rates have contributed to stemming prior increases in prescription opioid misuse while not adversely affecting heroin use. Physicians and other health care providers can take action to minimize opioid dispensing for tangible benefits regarding prescription opioid misuse without adverse effects on heroin use.
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Affiliation(s)
- Mike Vuolo
- The Ohio State University, Columbus, OH, USA
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205
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Development and validation of a risk-score model for opioid overdose using a national claims database. Sci Rep 2022; 12:4974. [PMID: 35322156 PMCID: PMC8943129 DOI: 10.1038/s41598-022-09095-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Accepted: 03/10/2022] [Indexed: 11/08/2022] Open
Abstract
Opioid overdose can be serious adverse effects of opioid analgesics. Thus, several strategies to mitigate risk and reduce the harm of opioid overdose have been developed. However, despite a marked increase in opioid analgesic consumption in Korea, there have been no tools predicting the risk of opioid overdose in the Korean population. Using the national claims database of the Korean population, we identified patients who were incidentally prescribed non-injectable opioid analgesic (NIOA) at least once from 2017 to 2018 (N = 1,752,380). Among them, 866 cases of opioid overdose occurred, and per case, four controls were selected. Patients were randomly allocated to the development (80%) and validation (20%) cohort. Thirteen predictive variables were selected via logistic regression modelling, and a risk-score was assigned for each predictor. Our model showed good performance with c-statistics of 0.84 in the validation cohort. The developed risk score model is the first tool to identify high-risk patients for opioid overdose in Korea. It is expected to be applicable in the clinical setting and useful as a national level surveillance tool due to the easily calculable and identifiable predictors available from the claims database.
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206
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Alley A, Cowles S, Rangan P, Gerkin R, Mahnert N. The Effect of an Automated Order on Postpartum Opioid Use After Uncomplicated Vaginal Deliveries. J Womens Health (Larchmt) 2022; 31:842-847. [PMID: 35235438 DOI: 10.1089/jwh.2021.0378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Background: To address the opioid epidemic, physicians are encouraged to identify means of reducing patient opioid exposure. Electronic medical records (EMRs) often include default order sets with automated orders for opioid medications, which may influence how much opioids physicians prescribe. Objective: We sought to evaluate the impact of de-selecting an automated order for oxycodone-acetaminophen from an EMR order set for postpartum vaginal deliveries on inpatient opioid exposure by comparing the proportion of patients who received an opioid after an uncomplicated vaginal delivery before and after the EMR change. As secondary outcomes, the impact on average total morphine milligram equivalents (MMEs) and discharge opioid prescriptions was investigated. Methods: A quality improvement study was conducted through retrospective chart review of uncomplicated vaginal deliveries for the four quarters before and after the EMR order set change occurred. The total proportion of patients who received an opioid in the postpartum period was then determined for the preexposure and postexposure groups. The total average MME consumed for patients who received an opioid in each group was determined and the total proportion of patients who received an opioid prescription at discharge was compared. Results: A total of 5826 records of uncomplicated vaginal deliveries met the criteria for analysis. In the preintervention group, 32.9% of patients received an opioid postpartum, compared to 12.5% of patients in the postintervention group, representing a decrease of 62.0% (p < 0.001). Of those who received opioids, the preintervention mean total opioid consumption was 28.4 MME (±27.6) compared to 33.6 MME (±46.4) postintervention, and there was no significant difference in median total opioid consumption: 22.5 MME (interquartile range [IQR]: 7.5-47.5) preintervention compared with 20.8 MME (IQR: 7.5-45.0) postintervention (p = 0.902). No significant difference was found with discharge opioid prescriptions between the two groups. Conclusion: Order sets within EMR systems appear to have a significant influence on physician prescribing behaviors and removing these automated orders for opioids should be considered.
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Affiliation(s)
- Addison Alley
- Department of Obstetrics and Gynecology, The University of Arizona College of Medicine-Phoenix, Phoenix, Arizona, USA
| | - Steven Cowles
- Department of Obstetrics and Gynecology, The University of Arizona College of Medicine-Phoenix, Phoenix, Arizona, USA
| | - Pooja Rangan
- Department of Internal Medicine, The University of Arizona College of Medicine-Phoenix, Phoenix, Arizona, USA
| | - Richard Gerkin
- Department of Internal Medicine, The University of Arizona College of Medicine-Phoenix, Phoenix, Arizona, USA
| | - Nichole Mahnert
- Department of Obstetrics and Gynecology, The University of Arizona College of Medicine-Phoenix, Phoenix, Arizona, USA
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207
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Beaugard CA, Chui KKH, Larochelle MR, Young LD, Walley AY, Stopka TJ. Abrupt Discontinuation From Long-Term Opioid Therapy in Massachusetts, 2015-2018. Am J Prev Med 2022; 62:404-413. [PMID: 34838368 DOI: 10.1016/j.amepre.2021.09.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/17/2021] [Revised: 07/22/2021] [Accepted: 09/09/2021] [Indexed: 11/01/2022]
Abstract
INTRODUCTION In response to the opioid overdose crisis, providers were urged to taper and discontinue patients from long-term opioid therapy; however, abrupt discontinuation may lead to poor health outcomes. This study aims to determine abrupt and tapered discontinuation rates and identify the patient and provider characteristics associated with abrupt discontinuation. METHODS Data were from the Massachusetts Prescription Monitoring Program, 2015-2018. Patients discontinued from long-term opioid therapy were included in the analysis. Differences between abrupt and tapered discontinuations were identified with bivariate correlations, and variables independently associated with abrupt discontinuation were identified using multivariable Poisson regression analyses. Data were analyzed during 2019-2021. RESULTS In total, 277,485 patients experienced 359,320 discontinuations, of which 33.7% (n=120,964) were abrupt. Of all discontinuations, 55.7% were among female patients, and 57.9% were among patients aged >55 years. The ratio of abrupt to tapered discontinuations increased from 1:2.11 in 2015 to 1:1.75 in 2018. In bivariate analysis, prescribers with more patients receiving monthly opioid prescriptions were less likely to abruptly discontinue patients (29.0, IQR=13.9, 55.3 vs 18.8, IQR=5.84, 43.9, p<0.001), as were prescribers who wrote more monthly opioid prescriptions (36.0, IQR=16.8, 70.8 vs 25.4, IQR=7.40, 58.3, p<0.001). Multivariable results indicated that abrupt discontinuation was independently associated with male sex (RR=1.31, 95% CI=1.29, 1.1.32), younger age (RR=0.872, 95% CI=0.869, 0.874), greater distance between patient and prescriber (RR=1.0075, 95% CI=1.0072, 1.0078), and longer long-term opioid therapy duration (RR=1.021, 95% CI=1.021, 1.0122 for every month increase). CONCLUSIONS Among all long-term opioid therapy discontinuations, abrupt discontinuation is increasing. Evidence-based approaches to managing and tapering long-term opioid therapy are urgently needed.
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Affiliation(s)
| | - Kenneth K H Chui
- Department of Public Health and Community Medicine, Tufts University School of Medicine, Boston, Massachusetts
| | - Marc R Larochelle
- Grayken Center for Addiction, Clinical Addiction Research and Education Unit, Section of General Internal Medicine, Boston Medical Center and Boston University School of Medicine, Boston, Massachusetts
| | - Leonard D Young
- Massachusetts Department of Public Health, Boston, Massachusetts
| | - Alexander Y Walley
- Grayken Center for Addiction, Clinical Addiction Research and Education Unit, Section of General Internal Medicine, Boston Medical Center and Boston University School of Medicine, Boston, Massachusetts
| | - Thomas J Stopka
- Department of Public Health and Community Medicine, Tufts University School of Medicine, Boston, Massachusetts.
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208
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Cheng AL, Brady BK, Bradley EC, Calfee RP, Klesges LM, Colditz GA, Prather H. Opioid use and social disadvantage in patients with chronic musculoskeletal pain. PM R 2022; 14:309-319. [PMID: 33773068 PMCID: PMC8464618 DOI: 10.1002/pmrj.12596] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2020] [Revised: 03/08/2021] [Accepted: 03/15/2021] [Indexed: 12/23/2022]
Abstract
BACKGROUND Historically, marginalized patients were prescribed less opioid medication than affluent, white patients. However, because of persistent differential access to nonopioid pain treatments, this direction of disparity in opioid prescribing may have reversed. OBJECTIVE To compare social disadvantage and health in patients with chronic pain who were managed with versus without chronic opioid therapy. It was hypothesized that patients routinely prescribed opioids would be more likely to live in socially disadvantaged communities and report worse health. DESIGN Cross-sectional analysis of a retrospective cohort defined from medical records from 2000 to 2019. SETTING Single tertiary safety net medical center. PATIENTS Adult patients with chronic musculoskeletal pain who were managed longitudinally by a physiatric group practice from at least 2011 to 2015 (n = 1173), subgrouped by chronic (≥4 years) adherent opioid usage (n = 356) versus no chronic opioid usage (n = 817). INTERVENTION Not applicable. MAIN OUTCOME MEASURES The primary outcome was the unadjusted between-group difference in social disadvantage, defined by living in the worst national quartile of the Area Deprivation Index (ADI). An adjusted effect size was also calculated using logistic regression, with age, sex, race, and Patient-Reported Outcomes Measurement Information System (PROMIS) Pain Interference and Physical Function scores as covariates. Secondary outcomes included adjusted differences in health by chronic opioid use (measured by PROMIS). RESULTS Patients managed with chronic opioid therapy were more likely to live in a zip code within the most socially disadvantaged national quartile (34.9%; 95% confidence interval [CI] 29.9-39.9%; vs. 24.9%; 95% CI 21.9-28.0%; P < .001), and social disadvantage was independently associated with chronic opioid use (odds ratio [OR] 1.01 per ADI percentile [1.01-1.02]). Opioid use was also associated with meaningfully worse PROMIS Depression (3.8 points [2.4-5.1]), Anxiety (3.0 [1.4-4.5]), and Pain Interference (2.6 [1.7-3.5]) scores. CONCLUSIONS Patients prescribed chronic opioid treatment were more likely to live in socially disadvantaged neighborhoods, and chronic opioid use was independently associated with worse behavioral health. Improving access to multidisciplinary, nonopioid treatments for chronic pain may be key to successfully overcoming the opioid crisis.
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Affiliation(s)
- Abby L Cheng
- Department of Orthopaedic Surgery, Division of Physical
Medicine and Rehabilitation, Washington University in St. Louis School of Medicine,
St. Louis, Missouri
| | - Brian K Brady
- Washington University in St. Louis School of Medicine, St.
Louis, Missouri
| | - Ethan C Bradley
- The Brown School of Social Work, Washington University in
St. Louis, St. Louis, Missouri
| | - Ryan P Calfee
- Department of Orthopaedic Surgery, Division of Hand and
Microsurgery, Washington University in St. Louis School of Medicine, St. Louis,
Missouri
| | - Lisa M Klesges
- Department of Surgery, Division of Public Health Sciences,
Washington University in St. Louis School of Medicine, St. Louis, Missouri
| | - Graham A Colditz
- Department of Surgery, Division of Public Health Sciences,
Washington University in St. Louis School of Medicine, St. Louis, Missouri
| | - Heidi Prather
- Department of Orthopaedic Surgery, Division of Physical
Medicine and Rehabilitation, Washington University in St. Louis School of Medicine,
St. Louis, Missouri
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209
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Lu Y, Forlenza E, Wilbur RR, Lavoie-Gagne O, Fu MC, Yanke AB, Cole BJ, Verma N, Forsythe B. Machine-learning model successfully predicts patients at risk for prolonged postoperative opioid use following elective knee arthroscopy. Knee Surg Sports Traumatol Arthrosc 2022; 30:762-772. [PMID: 33420807 DOI: 10.1007/s00167-020-06421-7] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Accepted: 12/14/2020] [Indexed: 12/30/2022]
Abstract
PURPOSE Recovery following elective knee arthroscopy can be compromised by prolonged postoperative opioid utilization, yet an effective and validated risk calculator for this outcome remains elusive. The purpose of this study is to develop and validate a machine-learning algorithm that can reliably and effectively predict prolonged opioid consumption in patients following elective knee arthroscopy. METHODS A retrospective review of an institutional outcome database was performed at a tertiary academic medical centre to identify adult patients who underwent knee arthroscopy between 2016 and 2018. Extended postoperative opioid consumption was defined as opioid consumption at least 150 days following surgery. Five machine-learning algorithms were assessed for the ability to predict this outcome. Performances of the algorithms were assessed through discrimination, calibration, and decision curve analysis. RESULTS Overall, of the 381 patients included, 60 (20.3%) demonstrated sustained postoperative opioid consumption. The factors determined for prediction of prolonged postoperative opioid prescriptions were reduced preoperative scores on the following patient-reported outcomes: the IKDC, KOOS ADL, VR12 MCS, KOOS pain, and KOOS Sport and Activities. The ensemble model achieved the best performance based on discrimination (AUC = 0.74), calibration, and decision curve analysis. This model was integrated into a web-based open-access application able to provide both predictions and explanations. CONCLUSION Following appropriate external validation, the algorithm developed presently could augment timely identification of patients who are at risk of extended opioid use. Reduced scores on preoperative patient-reported outcomes, symptom duration and perioperative oral morphine equivalents were identified as novel predictors of prolonged postoperative opioid use. The predictive model can be easily deployed in the clinical setting to identify at risk patients thus allowing providers to optimize modifiable risk factors and appropriately counsel patients preoperatively. LEVEL OF EVIDENCE III.
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Affiliation(s)
- Yining Lu
- Department of Orthopaedic Surgery, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA.
| | - Enrico Forlenza
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, IL, USA
| | - Ryan R Wilbur
- Department of Orthopaedic Surgery, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Ophelie Lavoie-Gagne
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, IL, USA
| | - Michael C Fu
- Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, NY, USA
| | - Adam B Yanke
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, IL, USA
| | - Brian J Cole
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, IL, USA
| | - Nikhil Verma
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, IL, USA
| | - Brian Forsythe
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, IL, USA
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210
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Toce MS, Michelson KA, Hudgins JD, Olson KL, Bourgeois FT. Trends in Benzodiazepine Prescribing for US Adolescents and Young Adults From 2008 to 2019. JAMA Pediatr 2022; 176:312-313. [PMID: 34928314 PMCID: PMC8689437 DOI: 10.1001/jamapediatrics.2021.5122] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
This cohort study examines whether trends exist in the number of benzodiazepines and opioids prescribed to adolescents and young adults between 2008 and 2019.
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Affiliation(s)
- Michael S. Toce
- Division of Emergency Medicine, Boston Children’s Hospital, Boston, Massachusetts
| | - Kenneth A. Michelson
- Division of Emergency Medicine, Boston Children’s Hospital, Boston, Massachusetts
| | - Joel D. Hudgins
- Division of Emergency Medicine, Boston Children’s Hospital, Boston, Massachusetts
| | - Karen L. Olson
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
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211
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Marwitz KK, Noureldin M. A descriptive analysis of concomitant opioid and benzodiazepine medication use and associated adverse drug events in United States adults between 2009 and 2018. EXPLORATORY RESEARCH IN CLINICAL AND SOCIAL PHARMACY 2022; 5:100130. [PMID: 35478505 PMCID: PMC9031034 DOI: 10.1016/j.rcsop.2022.100130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2021] [Revised: 01/24/2022] [Accepted: 03/16/2022] [Indexed: 12/04/2022] Open
Abstract
Background In 2016, the Centers for Disease Control and Prevention (CDC) published guidelines for prescribing opioids for chronic pain in response to the opioid epidemic and recommended avoiding concomitant use of opioid and benzodiazepine medications whenever possible. However, based on a recent report, 16% of overdose deaths involving opioids also involved benzodiazepines. Objective The objectives of this study were to examine 1) trends in concomitant opioid and benzodiazepine usage and factors associated with utilization 2) and related adverse event reporting before and after the publication of CDC chronic pain prescribing guidelines. Methods This study employed a retrospective data analysis of the National Health and Nutrition Examination Survey (NHANES) and FDA Adverse Event Reporting System (FAERS) databases between 2009 and 2018. Descriptive statistics and logistic regression were used to examine characteristics and temporal trends in people taking or reporting adverse events with opioid, benzodiazepine, and both medications. Results Among those taking an opioid medication, 19.7% were also taking a benzodiazepine within the same 30 days. Characteristics for those who reported taking both medications together include being female, non-Hispanic White, being middle aged, and having a lower household income. Concomitant medication use rose between 2009 and 2016 and declined in 2017-2018. Among FAERS reports examined with an opioid suspect medication, 17.9% also included a benzodiazepine suspect medication. Over time, there was an increase in identified FAERS reports involving concomitant opioid and benzodiazepine medications. Conclusions Concomitant opioid and benzodiazepine use was detected in a small but notable proportion of NHANES survey participants and FAERS reports between 2009 and 2018. Further research examining causal associations between opioids, benzodiazepines, and identified social risk factors are needed to inform prescribing and to best tailor public health interventions to address physical and mental illness safely and effectively across the population.
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Affiliation(s)
- Kathryn K. Marwitz
- Manchester University College of Pharmacy, Natural & Health Sciences, 10627 Diebold Road, Fort Wayne, IN 46845, United States of America
| | - Marwa Noureldin
- Manchester University College of Pharmacy, Natural & Health Sciences, 10627 Diebold Road, Fort Wayne, IN 46845, United States of America
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212
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Fine KL, Rickert ME, O’Reilly LM, Sujan AC, Boersma K, Chang Z, Franck J, Lichtenstein P, Larsson H, D’Onofrio BM, Quinn PD. Initiation of Opioid Prescription and Risk of Suicidal Behavior Among Youth and Young Adults. Pediatrics 2022; 149:184742. [PMID: 35128560 PMCID: PMC9624202 DOI: 10.1542/peds.2020-049750] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND AND OBJECTIVES Opioids are involved in an increasing proportion of suicide deaths. This study examined the association between opioid analgesic prescription initiation and suicidal behavior among young people. METHODS We analyzed Swedish population-register data on 1 895 984 individuals ages 9 to 29 years without prior recorded opioid prescriptions. We identified prescriptions dispensed from January 2007 onward and diagnosed self-injurious behavior and death by suicide through December 2013. We first compared initiators with demographically matched noninitiators. To account for confounding, we applied an active comparator design, which examined suicidal behavior among opioid initiators relative to prescription nonsteroidal antiinflammatory drug (NSAID) initiators while inverse-probability-of-treatment weighting with individual and familial covariates. RESULTS Among the cohort, 201 433 individuals initiated opioid prescription. Relative to demographically matched noninitiators, initiators (N = 180 808) had more than doubled risk of incident suicidal behavior (hazard ratio = 2.64; 95% confidence interval [CI], 2.47-2.81). However, in the active comparator design, opioid initiators (N = 86 635) had only 19% relatively greater risk of suicidal behavior compared with NSAID initiators (N = 255 096; hazard ratio = 1.19; 95% CI,: 1.11-1.28), corresponding to a weighted 5-year cumulative incidence of 2.2% (95% CI, 2.1-2.4) for opioid and 1.9% (95% CI, 1.9-2.0) for NSAID initiators. Most sensitivity analyses produced comparable results. CONCLUSIONS Opioid initiation may make only a small contribution to the elevated risk of suicidal behavior among young people receiving pharmacologic pain management. In weighing benefits and harms of opioid initiation, our results suggest that increased risk of suicidal behavior may not be a major concern.
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Affiliation(s)
| | - Martin E. Rickert
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, Indiana
| | - Lauren M. O’Reilly
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, Indiana
| | - Ayesha C. Sujan
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, Indiana
| | - Katja Boersma
- Center for Health and Medical Psychology (CHAMP), School of Law, Psychology and Social Work
| | - Zheng Chang
- Departments of Medical Epidemiology and Biostatistics
| | - Johan Franck
- Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | | | - Henrik Larsson
- School of Medical Sciences, Örebro University, Örebro, Sweden,Departments of Medical Epidemiology and Biostatistics
| | - Brian M. D’Onofrio
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, Indiana,Departments of Medical Epidemiology and Biostatistics
| | - Patrick D. Quinn
- Department of Applied Health Science, School of Public Health,Address correspondence to Patrick D. Quinn, PhD, Department of Applied Health Science, School of Public Health, Indiana University, 1025 E. 7 St., Room 116, Bloomington, IN 47405. E-mail:
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213
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Rurality and opioid prescribing rates in U.S. counties from 2006 to 2018: A spatiotemporal investigation. Soc Sci Med 2022; 296:114788. [DOI: 10.1016/j.socscimed.2022.114788] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Revised: 12/05/2021] [Accepted: 02/04/2022] [Indexed: 11/23/2022]
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214
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Patel AB, Satarasinghe PN, Valencia V, Wenzel JL, Webb JC, Wolf JS, Osterberg EC. Opiate Prescriptions Vary among Common Urologic Procedures: A Claims Dataset Analysis. J Clin Med 2022; 11:jcm11051329. [PMID: 35268419 PMCID: PMC8911322 DOI: 10.3390/jcm11051329] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 02/20/2022] [Accepted: 02/24/2022] [Indexed: 01/27/2023] Open
Abstract
Objectives: This study aimed to better understand differences in the total days’ supply and fills of common opiates following urologic procedures. Materials and Methods: The Truven Health MarketScan® database was used to extract CPT codes from adults 18 years or older who underwent a urologic procedure with 90-day follow-up from 2012−2015 within the Austin−Round Rock, Texas metropolitan service area. A multivariate analysis and first hurdle modeling with a logistic outcome for any opiates was used to (1) assess differences in opioid prescribing patterns, (2) investigate opioid prescription outcomes, and (3) explore variability among opiate prescription patterns across seven urologic procedure categories. Results: Among the 2312 patients who met the inclusion criteria, 23.7% received an opiate, with an average total day’s supply of 6.20 (range 2.61−10.59). The proportion of patients receiving opiates varied significantly by procedure type (p = 0.028). Patients that had reconstructive procedures had the highest proportion of any opiates and the highest number of mean opiate prescriptions among the seven procedure categories (42% received opiates, p = 0.028, mean opiate prescriptions were 1.0 among all patients, p = 0.026). After adjustments, the multivariate analysis demonstrated that patients undergoing reconstructive procedures filled more opiate prescriptions (odds ratio (OR) = 1.86, 95% confidence interval (CI) = 1.00−3.50, p = 0.05) compared to other subcategories. Of those that received opiates, reconstructive patients had a shorter time to fills (mean −18.4 days, CI −8.40 to −28.50, p < 0.001). Conclusion: Patients undergoing reconstructive procedures are prescribed and fill more opiates compared to other common urological procedures. The standardization and implementation of postoperative pain regimens may help curtail this variability.
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215
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Teeter BS, Thannisch MM, Martin BC, Zaller ND, Jones D, Mosley CL, Curran GM. Opioid overdose counseling and prescribing of naloxone in rural community pharmacies: A pilot study. EXPLORATORY RESEARCH IN CLINICAL AND SOCIAL PHARMACY 2022; 2. [PMID: 35128518 PMCID: PMC8813166 DOI: 10.1016/j.rcsop.2021.100019] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
Introduction Fatal overdoses from opioids increased four-fold from 1999 to 2009, and they are now the leading cause of death among Americans under 50. Legislation has been passed by every state to increase access to naloxone but dispensing by community pharmacies remains low. Objectives The objective of this study was to pilot test a proactive opioid overdose counseling intervention and a passive naloxone intervention, and the implementation strategies developed to support their delivery, in rural community pharmacies on relevant implementation outcomes. Methods The interventions, implementation strategies, and the overall pilot study approach were developed in a collaborative partnership with a regional supermarket pharmacy chain. They selected 2 rural pharmacies to participate in the pilot study and 2 non-intervention pharmacies to serve as comparison sites. Two interventions were pilot tested in the 2 intervention pharmacies: 1)a proactive opioid overdose counseling intervention and 2) a passive naloxone intervention. An explanatory sequential mixed-methods design was utilized to evaluate adoption, feasibility, acceptability, and appropriateness outcomes after the 3-month observation period. Results Between the 2 intervention pharmacies, 130 patients received the opioid overdose counseling intervention. 44 (33.8%) were prescribed and dispensed naloxone. Zero naloxone prescriptions were written or dispensed at the comparison pharmacies. Interviews with pharmacy staff found the interventions to be feasible, acceptable, and appropriate in their settings. Conclusion This small scale pilot study in partnership with a regional supermarket pharmacy chain had positive results with a third of patients who received the opioid overdose counseling intervention being dispensed naloxone. However, the majority of patients did not receive naloxone indicating additional revisions to the intervention components and/or implementation strategies are needed to improve the overall impact of the interventions.
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Affiliation(s)
- Benjamin S Teeter
- Center for Implementation Research, Department of Pharmacy Practice, University of Arkansas for Medical Sciences, Little Rock, AR 72205, United States of America
| | - Mary M Thannisch
- University of Arkansas for Medical Sciences, Little Rock, AR 72205, United States of America
| | - 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 of America
| | - Nickolas D Zaller
- Fay W. Boozman College of Public Health, University of Arkansas for Medical Sciences, Little Rock, AR 72205, United States of America
| | - Duane Jones
- Harps Food Stores, Inc., Springdale, AR 72762, United States of America
| | - Cynthia L Mosley
- Center for Implementation Research, Department of Pharmacy Practice, University of Arkansas for Medical Sciences, Little Rock, AR 72205, United States of America
| | - Geoffrey M Curran
- Center for Implementation Research, Departments of Pharmacy Practice and Psychiatry, University of Arkansas for Medical Sciences, Little Rock, AR 72205, United States of America.,Central Arkansas Veterans Healthcare System, 2200 Fort Roots Drive, North Little Rock, AR 72114, United States of America
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216
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Mayoral V. An overview of the use and misuse/abuse of opioid analgesics in different world regions and future perspectives. Pain Manag 2022; 12:535-555. [PMID: 35118876 DOI: 10.2217/pmt-2021-0094] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Opioids are an important therapeutic option for severe resistant chronic pain but, in the absence of proper oversight, their use has risks. The level of prescription opioid misuse/abuse differs among countries, due to differences in healthcare systems and pain management approaches. However, evaluating the true dimension of prescription opioid misuse/abuse is complicated by statistical reporting which often does not differentiate between prescription and illicit opioid use, or between prescription opioid use by patients and nonpatients, highlighting a need for greater uniformity. Parallel efforts to educate patients and the general public about opioid risks, facilitate appropriate analgesic prescribing and identify alternative formulations or options to use instead of or with opioids, may contribute to optimizing prescription opioid use for pain management.
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Affiliation(s)
- Victor Mayoral
- Pain Unit, Hospital Universitari de Bellvitge, L'Hospitalet de Llobregat, Barcelona, Spain
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217
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Cho SK, Jun H, Varisco TJ, Lam J, Romley JA, Li J, Thornton JD. Association of cash payment with intensity of opioid prescriptions. J Am Pharm Assoc (2003) 2022; 62:1224-1231.e5. [DOI: 10.1016/j.japh.2022.01.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Revised: 01/06/2022] [Accepted: 01/26/2022] [Indexed: 10/19/2022]
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218
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Lans J, Westenberg RF, Gottlieb RE, Valerio IL, Chen NC, Eberlin KR. Long-Term Opioid Use Following Surgery for Symptomatic Neuroma. J Reconstr Microsurg 2022; 38:137-143. [PMID: 35100646 DOI: 10.1055/s-0041-1731640] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
BACKGROUND Identifying patients at risk for prolonged opioid use following surgery for symptomatic neuroma would be beneficial for perioperative management. The aim of this study is to identify the factors associated with postoperative opioid use of >4 weeks in patients undergoing neuroma surgery. METHODS After retrospective identification, 77 patients who underwent surgery for symptomatic neuroma of the upper or lower extremity were enrolled. Patients completed the Patient-Reported Outcomes Measurement Information System (PROMIS) depression, Numeric Rating Scale (NRS) pain score, and a custom medication questionnaire at a median of 9.7 years (range: 2.5-16.8 years) following surgery. Neuroma excision followed by nerve implantation (n = 39, 51%), nerve reconstruction/repair (n = 18, 23%), and excision alone (n = 16, 21%) were the most common surgical treatments. RESULTS Overall, 27% (n = 21) of patients reported opioid use of more than 4 weeks postoperatively. Twenty-three patients (30%) reported preoperative opioid use of which 11 (48%) did not report opioid use for >4 weeks, postoperatively. In multivariable logistic regression, preoperative opioid use was independently associated with opioid use of >4 weeks, postoperatively (odds ratio [OR] = 4.4, 95% confidence interval [CI]: 1.36-14.3, p = 0.013). CONCLUSION Neuroma surgery reduces opioid use in many patients but patients who are taking opioids preoperatively are at risk for longer opioid use. Almost one-third of patients reported opioid use longer than 4 weeks, postoperatively.
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Affiliation(s)
- Jonathan Lans
- Department of Orthopaedic Surgery, Hand and Upper Extremity Service, Massachusetts General Hospital, Harvard Medical School, Boston
| | - Ritsaart F Westenberg
- Department of Orthopaedic Surgery, Hand and Upper Extremity Service, Massachusetts General Hospital, Harvard Medical School, Boston
| | - Rachel E Gottlieb
- Department of Orthopaedic Surgery, Hand and Upper Extremity Service, Massachusetts General Hospital, Harvard Medical School, Boston
| | - Ian L Valerio
- Division of Plastic Surgery, Hand Surgery, and Peripheral Nerve Surgery, Massachusetts General Hospital, Harvard Medical School, Boston
| | - Neal C Chen
- Department of Orthopaedic Surgery, Hand and Upper Extremity Service, Massachusetts General Hospital, Harvard Medical School, Boston
| | - Kyle R Eberlin
- Division of Plastic Surgery, Hand Surgery, and Peripheral Nerve Surgery, Massachusetts General Hospital, Harvard Medical School, Boston
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219
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Lipton RB, Nicholson RA, Reed ML, Araujo AB, Jaffe DH, Faries DE, Buse DC, Shapiro RE, Ashina S, Cambron-Mellott MJ, Rowland JC, Pearlman EM. Diagnosis, consultation, treatment, and impact of migraine in the US: Results of the OVERCOME (US) study. Headache 2022; 62:122-140. [PMID: 35076091 PMCID: PMC9305407 DOI: 10.1111/head.14259] [Citation(s) in RCA: 71] [Impact Index Per Article: 23.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2021] [Revised: 11/20/2021] [Accepted: 12/09/2021] [Indexed: 12/18/2022]
Abstract
OBJECTIVE The ObserVational survey of the Epidemiology, tReatment and Care of MigrainE (OVERCOME; United States) study is a multicohort, longitudinal web survey that assesses symptomatology, consulting, diagnosis, treatment, and impact of migraine in the United States. BACKGROUND Regularly updating population-based views of migraine in the United States provides a method for assessing the quality of ongoing migraine care and identifying unmet needs. METHODS The OVERCOME (US) 2018 migraine cohort involved: (I) creating a demographically representative sample of US adults using quota sampling (n = 97,478), (II) identifying people with active migraine in the past year via a validated migraine diagnostic questionnaire and/or self-reported medical diagnosis of migraine (n = 24,272), and (III) assessing consultation, diagnosis, and treatment of migraine (n = 21,143). The current manuscript evaluated whether those with low frequency episodic migraine (LFEM; 0-3 monthly headache days) differed from other categories on outcomes of interest. RESULTS Among the migraine cohort (n = 21,143), 19,888 (94.1%) met our International Classification of Headache Disorders, 3rd edition-based case definition of migraine and 12,905 (61.0%) self-reported a medical diagnosis of migraine. Respondents' mean (SD) age was 42.2 (15.0) years; 15,697 (74.2%) were women. Having at least moderate disability was common (n = 8965; 42.4%) and around half (n = 10,783; 51.0%) had consulted a medical professional for migraine care in the past year. Only 4792 (22.7%) of respondents were currently using a triptan. Overall, 8539 (40.4%) were eligible for migraine preventive medication and 3555 (16.8%) were currently using migraine preventive medication. Those with LFEM differed from moderate and high frequency episodic migraine and chronic migraine on nearly all measures of consulting, diagnosis, and treatment. CONCLUSION The OVERCOME (US) 2018 cohort revealed slow but steady progress in diagnosis and preventive treatment of migraine. However, despite significant impact among the population, many with migraine have unmet needs related to consulting for migraine, migraine diagnosis, and getting potentially beneficial migraine treatment. Moreover, it demonstrated the heterogeneity and varying unmet needs within episodic migraine.
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Affiliation(s)
- Richard B Lipton
- Department of Neurology, Albert Einstein College of Medicine, Bronx, New York, USA
| | | | | | | | | | | | - Dawn C Buse
- Department of Neurology, Albert Einstein College of Medicine, Bronx, New York, USA
| | - Robert E Shapiro
- Department of Neurological Sciences, Larner College of Medicine, University of Vermont, Burlington, Vermont, USA
| | - Sait Ashina
- Department of Neurology, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA.,Department of Anesthesia, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
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Cross AJ, Buchbinder R, Mathieson S, Bourne A, Maher CG, Lin CWC, O'Connor DA. Barriers and enablers to monitoring and deprescribing opioid analgesics for chronic non-cancer pain: a systematic review with qualitative evidence synthesis using the Theoretical Domains Framework. BMJ Qual Saf 2022; 31:387-400. [DOI: 10.1136/bmjqs-2021-014186] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Accepted: 12/06/2021] [Indexed: 12/13/2022]
Abstract
BackgroundUnderstanding barriers and enablers to monitoring and deprescribing opioids will enable the development of tailored interventions to improve both practices.ObjectiveTo perform a qualitative evidence synthesis of the barriers and enablers to monitoring ongoing appropriateness and deprescribing of opioids for chronic non-cancer pain (CNCP) and to map the findings to the Theoretical Domains Framework (TDF).MethodsWe included English-language qualitative studies that explored healthcare professional (HCP), patient, carer and the general public’s perceptions regarding monitoring and deprescribing opioids for CNCP. We searched MEDLINE, EMBASE, Cumulative Index to Nursing and Allied Health Literature (CINAHL), Allied and Complementary Medicine Database (AMED) and PsycINFO from inception to August 2020. Two authors independently selected the studies, extracted the data, assessed the methodological quality using the Critical Appraisal Skills Programme, and assessed the confidence in the findings using GRADE CERQual (Grading of Recommendations Assessment, Development, and Evaluation Confidence in the Evidence from Reviews of Qualitative Research). We used an inductive approach to synthesis of qualitative data and mapped identified themes to TDF domains.ResultsFrom 6948 records identified we included 21 studies, involving 209 HCPs and 330 patients. No studies involved carers or the general public. Five barrier themes were identified: limited alternatives to opioids, management of pain is top priority, patient understanding, expectations and experiences, prescriber pressures, and reluctance to change. Four enabler themes were identified: negative effects of opioids and benefits of deprescribing, clear communication and expectations for deprescribing, support for patients, and support for prescribers. 16 barrier and 12 enabler subthemes were identified; most were graded as high (n=15) or moderate (n=9) confidence. The TDF domains ‘beliefs about consequences’, ‘environmental context and resources’, ‘social influences’ and ‘emotion’ were salient for patients and HCPs. The domains ‘skills’ and ‘beliefs about capabilities’ were more salient for HCPs.ConclusionFuture implementation interventions aimed at monitoring and deprescribing opioids should target the patient and HCP barriers and enablers identified in this synthesis.PROSPERO registration numberCRD42019140784.
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221
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Azad A, Levy J, Kefer E, Loubani L, Brinton M, Wollen J. The impact of a pharmacy student‐led community naloxone education program in high school, college, and pharmacy students on knowledge, preparedness, and responsiveness in the event of an opioid overdose. JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY 2022. [DOI: 10.1002/jac5.1590] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Atra Azad
- University of Houston College of Pharmacy Houston Texas USA
| | - Jason Levy
- University of Houston College of Pharmacy Houston Texas USA
| | - Emily Kefer
- University of Houston College of Pharmacy Houston Texas USA
| | - Lamees Loubani
- University of Houston College of Pharmacy Houston Texas USA
| | - Meghan Brinton
- University of Houston College of Pharmacy Houston Texas USA
| | - Joshua Wollen
- University of Houston College of Pharmacy Houston Texas USA
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222
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The Opioid Epidemic in the United States: Where Do Patients Requiring Elective Arthroplasty Stand? J Am Acad Orthop Surg 2022; 30:e213-e222. [PMID: 34714784 DOI: 10.5435/jaaos-d-21-00360] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Accepted: 08/29/2021] [Indexed: 02/01/2023] Open
Abstract
INTRODUCTION Over the past decade, awareness about opioid abuse in the general community and among prescribers has increased. This study evaluated how opioid prescribing patterns before and after total hip arthroplasty (THA) and total knee arthroplasty (TKA) may have changed during a recent 5-year period. METHODS The Truven Health MarketScan database were queried for patients who underwent elective THA and TKA for primary osteoarthritis between 2013 and 2017. The trend analysis evaluated for changes in opioid prescriptions and multivariate regression identified predictors for chronic postoperative opioid use. RESULTS Data were available for 27,908 THA patients and 47,220 TKA patients. The proportion of opioid naïve patients before THA or TKA increased significantly (P < 0.001). Median oral morphine equivalents prescribed during the first postoperative year after THA or TKA decreased significantly (P < 0.001). The proportion of patients with chronic postoperative opioid use also decreased for TKA patients (P < 0.001). DISCUSSION A notable, downward trend was seen in the proportion of patients who received opioids before elective arthroplasty, in the amount of opioid prescribed after surgery, and in TKA patients, the frequency of chronic opioid use after surgery. These findings reflect the effectiveness of efforts to combat the opioid epidemic after elective arthroplasty surgery.
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223
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Balbale SN, Cao L, Trivedi I, Stulberg JJ, Suda KJ, Gellad WF, Evans CT, Jordan N, Keefer LA, Lambert BL. Opioid-related emergency department visits and hospitalizations among patients with chronic gastrointestinal symptoms and disorders dually enrolled in the Department of Veterans Affairs and Medicare Part D. Am J Health Syst Pharm 2022; 79:78-93. [PMID: 34491281 PMCID: PMC8740548 DOI: 10.1093/ajhp/zxab363] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
PURPOSE We examined the prevalence of, and factors associated with, serious opioid-related adverse drug events (ORADEs) that led to an emergency department (ED) visit or hospitalization among patients with chronic gastrointestinal (GI) symptoms and disorders dually enrolled in the Department of Veterans Affairs (VA) and Medicare Part D. METHODS In this retrospective cohort study, we used linked national patient-level data (April 1, 2011, to October 31, 2014) from the VA and Centers for Medicare and Medicaid Services to identify serious ORADEs among dually enrolled veterans with a chronic GI symptom or disorder. Outcome measures included serious ORADEs, defined as an ED visit attributed to an ORADE or a hospitalization where the principal or secondary reason for admission involved an opioid. We used multiple logistic regression models to determine factors independently associated with a serious ORADE. RESULTS We identified 3,430 veterans who had a chronic GI symptom or disorder; were dually enrolled in the VA and Medicare Part D; and had a serious ORADE that led to an ED visit, hospitalization, or both. The period prevalence of having a serious ORADE was 2.4% overall and 4.4% among veterans with chronic opioid use (≥90 consecutive days). Veterans with serious ORADEs were more likely to be less than 40 years old, male, white, and to have chronic abdominal pain, functional GI disorders, chronic pancreatitis, or Crohn's disease. They were also more likely to have used opioids chronically and at higher daily doses. CONCLUSION There may be a considerable burden of serious ORADEs among patients with chronic GI symptoms and disorders. Future quality improvement efforts should target this vulnerable population.
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Affiliation(s)
- Salva N Balbale
- Northwestern University Feinberg School of Medicine, Chicago, IL
- Center of Innovation for Complex Chronic Healthcare, Health Services Research & Development, Edward Hines, Jr VA Hospital, Hines, IL, USA
| | - Lishan Cao
- Center of Innovation for Complex Chronic Healthcare, Health Services Research & Development, Edward Hines, Jr VA Hospital, Hines, IL, USA
| | - Itishree Trivedi
- Division of Gastroenterology and Hepatology, University of Illinois at Chicago, Chicago, IL, USA
| | - Jonah J Stulberg
- Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Katie J Suda
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA
- Division of General Internal Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Walid F Gellad
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA
- Division of General Internal Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Charlesnika T Evans
- Northwestern University Feinberg School of Medicine, Chicago, IL
- Center of Innovation for Complex Chronic Healthcare, Health Services Research & Development, Edward Hines, Jr VA Hospital, Hines, IL, USA
| | - Neil Jordan
- Northwestern University Feinberg School of Medicine, Chicago, IL
- Center of Innovation for Complex Chronic Healthcare, Health Services Research & Development, Edward Hines, Jr VA Hospital, Hines, IL, USA
| | - Laurie A Keefer
- Division of Gastroenterology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Bruce L Lambert
- Center for Communication and Health, Northwestern University School of Communication, Chicago, IL, USA
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Patel K, Stranges PM, Bobko A, Yan CH, Thambi M. Changes in postoperative inpatient and outpatient opioid utilization after pharmacist‐led order set standardization and education for total knee and hip replacement at an academic medical center. JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY 2022. [DOI: 10.1002/jac5.1585] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Kenil Patel
- Department of Pharmacy Practice University of Illinois at Chicago College of Pharmacy Chicago Illinois USA
| | - Paul M. Stranges
- Department of Pharmacy Practice University of Illinois at Chicago College of Pharmacy Chicago Illinois USA
| | - Aimee Bobko
- Department of Orthopaedics University of Illinois Hospital and Health Sciences System Chicago Illinois USA
| | - Connie H. Yan
- Department of Pharmacy Systems, Outcomes & Policy University of Illinois at Chicago College of Pharmacy Chicago Illinois USA
| | - Mathew Thambi
- Department of Pharmacy Practice University of Illinois at Chicago College of Pharmacy Chicago Illinois USA
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Goldman AH, Johnson DD, Griffis CE, Land V, Balazs GC. Opioid prescribing in the U.S. Military Health System, 2014 to 2018: fewer prescriptions, fewer pills, and shorter treatment duration. Pain 2022; 163:e87-e93. [PMID: 33872234 DOI: 10.1097/j.pain.0000000000002313] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2021] [Accepted: 04/09/2021] [Indexed: 11/26/2022]
Abstract
ABSTRACT Prescription opioids remain an important driver of the opioid crisis in the United States. The purpose of this study was to examine recent changes in opioid prescribing patterns in the Military Health System (MHS) which is a nationwide health system service active duty military personnel and civilian beneficiaries. All patients prescribed opioid analgesics by MHS providers and filled at MHS pharmacies between 2014 and 2018 were identified. Prescriptions were converted to oral morphine equivalents (OMEs) and categorized based on prescribing specialty and formulation. Total opioid prescription counts and opioid prescription counts weighted by the annual number of outpatient encounters for each specialty were calculated, as were total OMEs and daily OMEs per prescription. A total of 3,427,308 prescriptions were included. Primary care providers and surgeons wrote 47% and 29% of opioid prescriptions, respectively. Over the study period, there was a 56% decline in annual opioid prescriptions, 25% decline in median total OMEs, and a 57% decline in opioid prescriptions per patient encounter. The proportion of prescriptions written for >90 OMEs per day declined 21%. Declines in opioid prescriptions and quantities were observed in nearly all specialties over the study period. The results of this study suggest a broad-based shift towards less opioid prescribing.
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Affiliation(s)
- Ashton H Goldman
- Bone & Joint Sports Medicine Institute, Naval Medical Center Portsmouth Portsmouth, VA, United States
| | - Daniel D Johnson
- Bone & Joint Sports Medicine Institute, Naval Medical Center Portsmouth Portsmouth, VA, United States
| | - Clare E Griffis
- Bone & Joint Sports Medicine Institute, Naval Medical Center Portsmouth Portsmouth, VA, United States
| | - Vaughn Land
- Eastern Virginia Medical School, Norfolk, VA, United States
| | - George C Balazs
- Bone & Joint Sports Medicine Institute, Naval Medical Center Portsmouth Portsmouth, VA, United States
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Kelley MA, Persell SD, Linder JA, Friedberg MW, Meeker D, Fox CR, Goldstein NJ, Knight TK, Zein D, Sullivan M, Doctor JN. The protocol of the Application of Economics & Social psychology to improve Opioid Prescribing Safety trial 2 (AESOPS-2): Availability of opioid harm. Contemp Clin Trials 2022; 112:106650. [PMID: 34896295 PMCID: PMC8869359 DOI: 10.1016/j.cct.2021.106650] [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: 12/09/2020] [Revised: 11/29/2021] [Accepted: 12/04/2021] [Indexed: 01/03/2023]
Abstract
BACKGROUND High levels of opioid prescribing in the United States has resulted in an alarming trend in opioid-related harms. The objective of Trial 2 of the Application of Economics & Social psychology to improve Opioid Prescribing Safety (AESOPS-2) is to dampen the intensity and frequency of opioid prescribing in accordance with the Centers for Disease Control and Prevention recommendation to "go low and slow". We aim to accomplish this by notifying clinicians of harmful patient outcomes, which we expect to increase the mental availability of risks associated with opioid use. METHODS The trial is multi-site. Random assignment determines if prescribers to persons who suffer an opioid overdose (fatal or nonfatal) learn of this event (intervention) or practice usual care (control). Clinicians in the intervention group receive a letter notifying them of their patient's overdose. The primary outcome is the change in clinician weekly milligram morphine equivalent (MME) prescribed in a 6-month period before and after receiving the letter. Additional outcomes are the change in the proportion of patients prescribed at least 50 daily MME and in the proportion of patients referred to medication assisted treatment. Group differences in these outcomes will be compared using an intent-to-treat difference-in-differences framework with a mixed-effects regression model to estimate clinician MME. DISCUSSION The AESOPS-2 trial will provide new knowledge about whether increasing prescribers' awareness of patients' opioid-related overdoses leads to a reduction in opioid prescribing. Additionally, this trial may better inform how to reduce opioid use disorder and opioid overdoses by lowering population exposure to these drugs. TRIAL REGISTRATION ClinicalTrials.gov: NCT04758637.
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Affiliation(s)
- Marcella A. Kelley
- Schaeffer Center for Health Economics and Policy, University of Southern California, Los Angeles, CA.,School of Pharmacy, University of Southern California, Los Angeles, CA
| | - Stephen D. Persell
- Division of General Internal Medicine and Geriatrics, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Jeffrey A. Linder
- Division of General Internal Medicine and Geriatrics, Northwestern University Feinberg School of Medicine, Chicago, IL
| | | | - Daniella Meeker
- Schaeffer Center for Health Economics and Policy, University of Southern California, Los Angeles, CA.,Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Craig R. Fox
- Anderson School of Management, University of California at Los Angeles, Los Angeles, CA
| | - Noah J. Goldstein
- Anderson School of Management, University of California at Los Angeles, Los Angeles, CA
| | - Tara K. Knight
- Schaeffer Center for Health Economics and Policy, University of Southern California, Los Angeles, CA
| | - Dina Zein
- Schaeffer Center for Health Economics and Policy, University of Southern California, Los Angeles, CA
| | - Mark Sullivan
- School of Medicine, University of Washington, School of Medicine, Seattle, WA
| | - Jason N. Doctor
- Schaeffer Center for Health Economics and Policy, University of Southern California, Los Angeles, CA.,School of Pharmacy, University of Southern California, Los Angeles, CA.,Sol Price School of Public Policy, University of Southern California, Los Angeles, CA
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227
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Defining the Opioid Requirement in Anterior Cruciate Ligament Reconstruction. J Am Acad Orthop Surg Glob Res Rev 2022; 6:01979360-202201000-00011. [PMID: 35025832 PMCID: PMC8759619 DOI: 10.5435/jaaosglobal-d-21-00298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Accepted: 11/30/2021] [Indexed: 11/24/2022]
Abstract
Introduction: The amount and duration of opioids necessary after anterior cruciate ligament reconstruction (ACLR) are inadequately defined. This study sought to prospectively (1) define the amount and duration of opioid consumption, (2) investigate the relationship between preoperative pain expectation and postoperative satisfaction with pain management, and (3) identify risk factors for increased opioid use after ACLR. Methods: One hundred eight patients undergoing primary ACLR with hamstring graft were prospectively analyzed for preoperative pain expectation, using visual analog scale (VAS) rating, and postoperative satisfaction with pain management. Univariate and multivariate analyses were done to identify patient characteristics associated with satisfaction and/or amount and duration of opioid use. Results: Mean duration and cumulative intake of opioid consumption after ACLR were 5.3 days and 15.3 tablets, respectively. Patients expected moderate postoperative pain: mean preoperative VAS = 68.9. The preoperative VAS rating was associated with a significantly greater amount (P = 0.0265) and longer duration (P = 0.0212) of opioid consumption. Baseline opioid users took opioids for twice as long postoperatively (10.0 versus 5.0 days; P = 0.0149) and consumed twice as many tablets (29.3 versus 14.8 tablets; P = 0.0280) compared with opioid-naive patients. Discussion: This study demonstrated on average 15.3 opioid tablets over 5.3 days provided satisfactory pain management after ACLR. Risk factors for increased opioid consumption included preoperative opioid use.
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Rowe CL, Eagen K, Ahern J, Faul M, Hubbard A, Coffin P. Evaluating the Effects of Opioid Prescribing Policies on Patient Outcomes in a Safety-net Primary Care Clinic. J Gen Intern Med 2022; 37:117-124. [PMID: 34173204 PMCID: PMC8738839 DOI: 10.1007/s11606-021-06920-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 10/20/2020] [Accepted: 05/06/2021] [Indexed: 11/01/2022]
Abstract
BACKGROUND After decades of liberal opioid prescribing, multiple efforts have been made to reduce reliance upon opioids in clinical care. Little is known about the effects of opioid prescribing policies on outcomes beyond opioid prescribing. OBJECTIVE To evaluate the combined effects of multiple opioid prescribing policies implemented in a safety-net primary care clinic in San Francisco, CA, in 2013-2014. DESIGN Retrospective cohort study and conditional difference-in-differences analysis of nonrandomized clinic-level policies. PATIENTS 273 patients prescribed opioids for chronic non-cancer pain in 2013 at either the treated (n=151) or control clinic (n=122) recruited and interviewed in 2017-2018. INTERVENTIONS Policies establishing standard protocols for dispensing opioid refills and conducting urine toxicology testing, and a new committee facilitating opioid treatment decisions for complex patient cases. MAIN MEASURES Opioid prescription (active prescription, mean dose in morphine milligram equivalents [MME]) from electronic medical charts, and heroin and opioid analgesics not prescribed to the patient (any use, use frequency) from a retrospective interview. KEY RESULTS The interventions were associated with a reduction in mean prescribed opioid dose in the first three post-policy years (year 1 conditional difference-in-differences estimate: -52.0 MME [95% confidence interval: -109.9, -10.6]; year 2: -106.2 MME [-195.0, -34.6]; year 3: -98.6 MME [-198.7, -23.9]; year 4: -72.6 MME [-160.4, 3.6]). Estimates suggest a possible positive association between the interventions and non-prescribed opioid analgesic use (year 3: 5.2 absolute percentage points [-0.1, 11.2]) and use frequency (year 3: 0.21 ordinal frequency scale points [0.00, 0.47]) in the third post-policy year. CONCLUSIONS Clinic-level opioid prescribing policies were associated with reduced dose, although the control clinic achieved similar reductions by the fourth post-policy year, and the policies may have been associated with increased non-prescribed opioid analgesic use. Clinicians should balance the urgency to reduce opioid prescribing with potential harms from rapid change.
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Affiliation(s)
- Christopher L Rowe
- Division of Epidemiology, School of Public Health, University of California, Berkeley, Berkeley, CA, USA.
- Center on Substance Use and Health, San Francisco Department of Public Health, San Francisco, USA.
| | - Kellene Eagen
- Department of Family Medicine and Community Health, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, USA
| | - Jennifer Ahern
- Division of Epidemiology, School of Public Health, University of California, Berkeley, Berkeley, CA, USA
| | - Mark Faul
- Health Systems and Trauma Systems Branch, Centers for Disease Control and Prevention, Atlanta, USA
| | - Alan Hubbard
- Division of Biostatistics, School of Public Health, University of California, Berkeley, Berkeley, USA
| | - Phillip Coffin
- Center on Substance Use and Health, San Francisco Department of Public Health, San Francisco, USA
- Division of HIV, Infectious Disease & Global Medicine, University of California San Francisco, San Francisco, USA
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Fik VB, Matkivska RM, Fedechko YМ, Humeniuk VV, Yefremova OV, Fedoniuk LY. INTERDEPENDENCE OF THE MICROBIOCENOSE COMPOSITION OF BIOPELLICLE AND THE SEVERITY DEGREE OF CHANGES IN THE MUCOSA OF THE GUMS AFTER TEN WEEKS OF EXPERIMENTAL OPIOID EXPOSURE. WIADOMOSCI LEKARSKIE (WARSAW, POLAND : 1960) 2022; 75:1248-1253. [PMID: 35758439 DOI: 10.36740/wlek202205204] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
OBJECTIVE The aim: To study the relationship between the degree severity of changes in the tunica mucosa of the rats gums and the composition of the microbiota of tooth surface in the gingival margin under the ten-week action of the opioid. PATIENTS AND METHODS Materials and methods: The study was performed on 34 male rats, weighing 160 - 255 g, aged 4.5 - 7 months. Animals were administered nalbuphine for 10 weeks, gradually increasing the dose (0.212 - 0.283 mg/kg). The research of the bacterial from the microbiotope of tooth surface in the gingival margin of rats was performed using statistical analysis of quantitative results. RESULTS Results: The 4 stages of development of the pathological process and changes in the qualitative and quantitative composition of the microbiocenosis in the gingival margin of the oral mucosa are determined. Depending on the severity of pathological changes in the mucous membrane of the gums of rats under the long-term action of the opioid, a significant increase in the quantitative indicators of bacterial species of pathogenic and opportunistic microbiota at degree IV of the process compared with degree I. The appearance of potential pathogens of purulent-inflammatory processes - Klebsiella and Pseudomonas aeruginosa was noted. CONCLUSION Conclusions: The relationship between the quantitative and qualitative characteristics of the microbiocenosis of tooth surface in the gingival margin and the severity of changes in the mucous membrane of the of rats gums under the ten-week action of the opioid was determined, indicating bacterial associations of dental biopellicle as an etiological factor.
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Affiliation(s)
- Volodymyr B Fik
- DANYLO HALYTSKY LVIV NATIONAL MEDICAL UNIVERSITY, LVIV, UKRAINE
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Leung J, Chan G, Stjepanović D, Chung JYC, Hall W, Hammond D. Prevalence and self-reported reasons of cannabis use for medical purposes in USA and Canada. Psychopharmacology (Berl) 2022; 239:1509-1519. [PMID: 35020045 PMCID: PMC9110511 DOI: 10.1007/s00213-021-06047-8] [Citation(s) in RCA: 64] [Impact Index Per Article: 21.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Accepted: 12/19/2021] [Indexed: 12/03/2022]
Abstract
RATIONALE There has been increasing attention on cannabis use for medical purposes, but there is currently a lack of data on its epidemiology. OBJECTIVES To examine the epidemiology of self-reported cannabis use for medical purposes by (1) estimating its prevalence, (2) comparing gender and age differences, and (3) investigating what reasons they were used to manage. METHODS Participants included 27,169 respondents (aged 16-65) who completed Wave 1 of The International Cannabis Policy Study (ICPS) conducted across Canada and the USA in 2018 via online surveys. Cannabis policy conditions were "US legal-recreational" (legal for both recreational and medical uses), "US legal-medical only", "US illegal", and "Canada-medical only". RESULTS The overall prevalence of self-reported ever cannabis use for medical purposes was 27%, with similar rates by sex and the highest prevalence in young adults. Prevalence was higher in US legal-recreational states (34%) than US illegal states (23%), US legal-medical only states (25%), and Canada (25%). The most common physical health reasons include use to manage pain (53%), sleep (46%), headaches/migraines (35%), appetite (22%), and nausea/vomiting (21%). For mental health reasons, the most common were for anxiety (52%), depression (40%), and PTSD/trauma (17%). There were 11% who reported using cannabis for managing other drug or alcohol use and 4% for psychosis. CONCLUSIONS A substantial proportion of the North American population self-reported cannabis use for medical purposes for a variety of medical reasons, including those living in jurisdictions without legal markets. Further research is needed to understand the safety and efficacy of these forms of medical cannabis use.
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Affiliation(s)
- Janni Leung
- National Centre for Youth Substance Use Research, The University of Queensland, Brisbane, Australia.
- School of Psychology, The University of Queensland, Brisbane, Australia.
| | - Gary Chan
- National Centre for Youth Substance Use Research, The University of Queensland, Brisbane, Australia
| | - Daniel Stjepanović
- National Centre for Youth Substance Use Research, The University of Queensland, Brisbane, Australia
| | - Jack Yiu Chak Chung
- National Centre for Youth Substance Use Research, The University of Queensland, Brisbane, Australia
- School of Psychology, The University of Queensland, Brisbane, Australia
| | - Wayne Hall
- National Centre for Youth Substance Use Research, The University of Queensland, Brisbane, Australia
| | - David Hammond
- School of Public Health and Health Systems, University of Waterloo, Waterloo, Canada
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Rautalin I, Kallio M, Korja M. In-hospital postoperative opioid use and its trends in neurosurgery between 2007 and 2018. Acta Neurochir (Wien) 2022; 164:107-116. [PMID: 34664095 PMCID: PMC8761135 DOI: 10.1007/s00701-021-05021-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Accepted: 10/02/2021] [Indexed: 12/01/2022]
Abstract
Background Postoperative opioid use plays an important role in the global opioid crisis, but little is known about in-hospital opioid use trends of large surgical units. We investigated whether postoperative in-hospital opioid consumption changed in a large academic neurosurgical unit between 2007 and 2018. Methods We extracted the data of consumed opioids in the neurosurgical intensive care unit and two bed wards between 2007 and 2018. Besides overall consumption, we analyzed the trends for weak (tramadol and codeine), strong, and the most commonly used opioids. The use of various opioids was standardized using the defined daily doses (DDDs) of each opioid agent. A linear regression analysis was performed to estimate annual treatment day-adjusted changes with 95% confidence intervals. Results Overall, 121 361 opioid DDDs were consumed during the 196 199 treatment days. Oxycodone was the most commonly used postoperative opioid (49% of all used opioids) in neurosurgery. In the bed wards, the use of oral oxycodone increased 375% (on average 13% (9–17%) per year), and the use of transdermal buprenorphine 930% (on average 26% (9–45%) per year) over the 12-year period. Despite the increased use of strong opioids in the bed wards (on average 3% (1–4%) per year), overall opioid use decreased 39% (on average 6% (4–7%) per year) between 2007 and 2018. Conclusions Due to the increase of strong opioid use in the surgical bed wards, we encourage other large teaching hospitals and surgical units to investigate whether their opioid use trends are similarly worrisome and whether the opioid consumption changes in the hospital setting are transferred to opioid use patterns or opioid-related harms after discharge. Supplementary Information The online version contains supplementary material available at 10.1007/s00701-021-05021-9.
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Affiliation(s)
- Ilari Rautalin
- Department of Neurosurgery, University of Helsinki and Helsinki University Hospital, P.O. Box 266, 00029, Helsinki, Finland.
| | - Miia Kallio
- HUS Pharmacy, Hospital Pharmacy of Helsinki University Hospital (HUS), P.O. Box 440, 00029, Helsinki, Finland
| | - Miikka Korja
- Department of Neurosurgery, University of Helsinki and Helsinki University Hospital, P.O. Box 266, 00029, Helsinki, Finland
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Chen S, Zhang X, Cao M, Zhao B, Fang J. Development and Validation of the Health Literacy Assessment Instrument for Patients with Chronic Pain. EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE : ECAM 2021; 2021:9342746. [PMID: 35096099 PMCID: PMC8799325 DOI: 10.1155/2021/9342746] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 05/04/2021] [Accepted: 10/27/2021] [Indexed: 01/14/2023]
Abstract
A suitable health literacy assessment instrument for patients with chronic pain (HLCP) in China with good instrument's psychometric properties is required. A theoretical framework for the HLCP was developed by adopting the hierarchical model of health literacy proposed by Nutbeam. The reliability and validity of the HLCP were tested in a cross-sectional survey of 237 chronic pain patients from three pain clinics and wards of Grade-3A hospitals in Zhejiang Province, China. The discriminant degree method, correlation analysis method, factor analysis method (exploratory factor analysis), half reliability, and other methods were utilized to screen items for inclusion in the final version of HLCP, and the fitness of the model was subsequently evaluated by confirmatory factor analysis. Cronbach's alpha value and test-retest with two-week intervals were used to test the internal consistency and retest reliability of the HLCP. In the exploratory factor analysis, three domains, functional health literacy (10 items), interactive health literacy (14 items), and critical health literacy (7 items), comprising 31 items in total, were finally loaded; the model was determined to explain 70.9% of the total variance. HLCP's effective assessment of the health literacy level of patients with chronic pain and its acceptable reliability and validity were revealed through the results.
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Affiliation(s)
- Siqing Chen
- College of Humanities, Zhejiang Dongfang Polytechnic, Wenzhou 325000, Zhejiang, China
- Division of Health Sciences, Hangzhou Normal University, Hangzhou 310036, Zhejiang, China
| | - Xingwei Zhang
- Division of Health Sciences, Hangzhou Normal University, Hangzhou 310036, Zhejiang, China
- Affiliated Hospital of Hangzhou Normal University, School of Medicine, Hangzhou Normal University, No. 126, Wenzhou Road, Hangzhou 310036, Zhejiang, China
| | - Meijuan Cao
- Division of Health Sciences, Hangzhou Normal University, Hangzhou 310036, Zhejiang, China
| | - Bingyu Zhao
- Division of Health Sciences, Hangzhou Normal University, Hangzhou 310036, Zhejiang, China
- Affiliated Hospital of Hangzhou Normal University, School of Medicine, Hangzhou Normal University, No. 126, Wenzhou Road, Hangzhou 310036, Zhejiang, China
| | - Jie Fang
- Division of Health Sciences, Hangzhou Normal University, Hangzhou 310036, Zhejiang, China
- Affiliated Hospital of Hangzhou Normal University, School of Medicine, Hangzhou Normal University, No. 126, Wenzhou Road, Hangzhou 310036, Zhejiang, China
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Wu TJ, Kianian R, Villalpando EG, Nakhla MN, Wells C, Heaney AP, Bergsneider M, Wang MB. Opiate Use After Endoscopic Endonasal Transsphenoidal Surgery. Am J Rhinol Allergy 2021; 36:339-347. [PMID: 34881667 DOI: 10.1177/19458924211061990] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
BACKGROUND The literature on opiate use after endoscopic endonasal transsphenoidal surgery (EETS) is limited. OBJECTIVE To determine the risk factors for higher opiate use following EETS and the quantity of opiates used after discharge. METHODS A retrospective review of 144 patients undergoing EETS from July 2018 to July 2020 was conducted. Patient, tumor, and surgical factors were documented. Pain scores and medications used on postoperative days (POD) 0 and 1, and discharge prescriptions, were recorded. Opiate use was quantified using morphine milligram equivalents (MME) dose. Multiple linear regression determined risk factors independently associated with POD0 to 1 opiate use. RESULTS On POD 0 to 1, mean pain score was 4.9/10 (standard deviation [SD] ± 2.0). Mean acetaminophen use was 3.4 tablets (SD ± 1.6; 650 mg per tablet). Mean opiate use was 35.6 MME (SD ± 36.3), equivalent to 4.7 tablets (SD ± 4.8) of oxycodone 5 mg. Multiple linear regression showed that current smokers required an additional 37.1 MME (P = .011), and patients with grade 3 intraoperative cerebrospinal fluid leaks required an additional 36.7 MME (P = .046) on POD0 to 1. On discharge, mean opiate prescription was 117.7 MME (SD ± 102.1), equivalent to 15.7 tablets (SD ± 13.6) of oxycodone 5 mg. Thirty-nine patients (27.1%) did not require prescriptions. Only 10 patients (6.9%) required opiate refill(s) within 30 days after surgery. CONCLUSION Patients undergoing EETS have higher opiate needs compared to those undergoing endoscopic sinus surgery, although the overall requirements are still considered low. Independent risk factors associated with higher opiate use in the immediate postoperative period included current smokers and grade 3 intraoperative cerebrospinal fluid leaks.
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Affiliation(s)
- Tara J Wu
- David Geffen School of Medicine at the University of California, Los Angeles (UCLA), Los Angeles, CA, USA
| | - Reza Kianian
- David Geffen School of Medicine at the University of California, Los Angeles (UCLA), Los Angeles, CA, USA
| | - Emmanuel G Villalpando
- David Geffen School of Medicine at the University of California, Los Angeles (UCLA), Los Angeles, CA, USA
| | - Morcos N Nakhla
- David Geffen School of Medicine at the University of California, Los Angeles (UCLA), Los Angeles, CA, USA
| | - Christine Wells
- 8783University of California, Los Angeles (UCLA) Statistical Consulting Group, Los Angeles, CA, USA
| | - Anthony P Heaney
- David Geffen School of Medicine at the University of California, Los Angeles (UCLA), Los Angeles, CA, USA
| | - Marvin Bergsneider
- David Geffen School of Medicine at the University of California, Los Angeles (UCLA), Los Angeles, CA, USA
| | - Marilene B Wang
- David Geffen School of Medicine at the University of California, Los Angeles (UCLA), Los Angeles, CA, USA
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Leggit JC, Wu H, Janvrin M, Korona-Bailey J, Koehlmoos TP, Schneider EB. Non-Operative Shoulder Dysfunction in the United States Military. Mil Med 2021; 188:e1003-e1009. [PMID: 34865115 DOI: 10.1093/milmed/usab468] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Revised: 09/14/2021] [Accepted: 10/27/2021] [Indexed: 11/13/2022] Open
Abstract
INTRODUCTION Recent epidemiological evidence shows that shoulder and upper-arm complaints impose a substantial burden on the armed forces of the United States and create significant challenges for all components of the physical fitness domain of total force fitness. Clinicians, epidemiologists, and health-services researchers interested in shoulder and upper-arm injuries and their functional limitations rarely have objective, validated criteria for rigorously evaluating diagnostic practices, prescribed treatments, or the outcomes of alternative approaches. We sought to establish and quantify patient volume, types of care, and costs within the Military Health System (MHS) in assessing and managing active duty members with nonoperative shoulder and upper-arm dysfunction. MATERIALS AND METHODS We performed a retrospective cohort study using data from the MHS Data Repository and MHS MART (M2) from fiscal year 2014 to identify active duty individuals with a diagnosis of shoulder and upper-arm injury or impairment defined by one of the International Classification of Disease Ninth Edition diagnosis codes that were selected to reflect nonoperative conditions such as fractures or infections. Statistical analyses include descriptive statistics on patient demographics and clinical visits, such as the range and frequency of diagnoses, number and types of appointments, and clinical procedure information following the diagnosis. We also examined treatment costs related to shoulder dysfunction and calculated the total cost to include medications, radiological, procedural, and laboratory test costs for all shoulder dysfunction visits in 2014 and the average cost for each visit. We further examined the category of each medication prescribed. RESULTS A total of 55,643 individuals met study criteria and accrued 193,455 shoulder-dysfunction-related clinical visits in fiscal year 2014. This cohort represents approximately 4.8% of the 1,155,183 active duty service members assigned to the United States and its territories during FY 2014. Most patients were male (85.32%), younger (85.25% were under 40 years old), and Caucasian/White (71.12%). The most common diagnosis code was 719.41 (pain in joint, shoulder region; 42.48%). The majority of the patients 42,750 (76.8%) had four or fewer medical visits during the study period and 12,893 (23.2%) had more than four visits. A total of 4,733 patients (8.5%) underwent arthrocentesis aspiration or injection. The total cost for all visits was $65,066,767.89. The average and median cost for each visit were $336.34 (standard deviation was $1,493.87) and $163.11 (range was from 0 to $84,183.88), respectively. Three out of four patients (75.3%) underwent radiological examinations, and 74.2% of these individuals had more than one radiological examination. Medications were prescribed to 50,610 (91.0%) patients with the three most common being IBUPROFEN (12.21%), NAPROXEN (8.51%), and OXYCODONE-ACETAMINOPHEN (5.04%), respectively. CONCLUSIONS Nearly 1 in 20 active duty military service members presented for nonoperative care of shoulder and/or upper-arm dysfunction during FY2014. Further examinations of the etiology and potential impact of shoulder/upper-arm dysfunction on force readiness are clearly warranted, as are additional studies directed at identifying best practices for preventing injury-related dysfunction and determining best practices for the treatment of shoulder dysfunction to optimize service member fitness and force readiness.
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Affiliation(s)
- Jeffrey C Leggit
- Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
| | - Hongyan Wu
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20814, USA
| | - Miranda Janvrin
- Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA.,Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20814, USA
| | - Jessica Korona-Bailey
- Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA.,Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20814, USA
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Nataraj N, Zhang K, Strahan AE, Guy GP. Congruence of opioid prescriptions and dispensing using electronic records and claims data. Health Serv Res 2021; 56:1245-1251. [PMID: 34008209 PMCID: PMC8586485 DOI: 10.1111/1475-6773.13673] [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: 05/22/2020] [Revised: 04/05/2021] [Accepted: 04/14/2021] [Indexed: 11/29/2022] Open
Abstract
OBJECTIVE To quantify discrepancies between opioid prescribing and dispensing via the percentage of patients with Electronic Medical Record (EMR) prescriptions who subsequently filled the prescription within 90 days, defined as congruence, and compared opioid congruence with related medications. DATA SOURCES Deidentified data from the IBM MarketScan Explorys Claims-EMR Dataset. STUDY DESIGN In this retrospective, observational study, we examined congruence for commonly prescribed controlled substances-opioids, stimulants, and benzodiazepines. Congruence was stratified by age group and sex. DATA COLLECTION/EXTRACTION METHODS Continuously enrolled adults aged 18-64 years with an EMR encounter (excluding inpatient settings) and ≥ 1 prescription for selected classes between 1/1/2016 and 10/2/2017. PRINCIPAL FINDINGS During the study period, 1,353,478 adults had ≥1 EMR encounter. Patients with stimulants prescriptions had the highest congruence (83%) corresponding to 7151 claims for 8,635 EMR prescriptions, followed by opioids (66%; 62,766/95,690) and benzodiazepines (64%; 30,181/47,408). Chi-square testing showed congruence differed by age group within opioids (P < .0001) and benzodiazepines (P < .0001) and was higher among females within benzodiazepines (P < .0001). CONCLUSIONS These findings demonstrate that relying on claims data alone for opioid prescribing measures might underestimate actual prescribing magnitude by as much as one-third in these data. Combined EMR and claims data can help future research better understand characteristics associated with congruence or incongruence between prescribing and dispensing.
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Affiliation(s)
- Nisha Nataraj
- Division of Overdose Prevention, National Center for Injury Prevention and ControlCenters for Disease Control and PreventionAtlantaGeorgiaUSA
| | - Kun Zhang
- Division of Overdose Prevention, National Center for Injury Prevention and ControlCenters for Disease Control and PreventionAtlantaGeorgiaUSA
| | - Andrea E. Strahan
- Division of Overdose Prevention, National Center for Injury Prevention and ControlCenters for Disease Control and PreventionAtlantaGeorgiaUSA
| | - Gery P. Guy
- Division of Overdose Prevention, National Center for Injury Prevention and ControlCenters for Disease Control and PreventionAtlantaGeorgiaUSA
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Hayes CJ, Krebs EE, Brown J, Li C, Hudson T, Martin BC. Association Between Pain Intensity and Discontinuing Opioid Therapy or Transitioning to Intermittent Opioid Therapy After Initial Long-Term Opioid Therapy: A Retrospective Cohort Study. THE JOURNAL OF PAIN 2021; 22:1709-1721. [PMID: 34186177 PMCID: PMC10068896 DOI: 10.1016/j.jpain.2021.05.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Revised: 05/21/2021] [Accepted: 05/23/2021] [Indexed: 11/25/2022]
Abstract
The purpose of this study was to evaluate changes in pain intensity among Veterans transitioning from long-term opioid therapy (LTOT) to either intermittent therapy or discontinuation compared to continued LTOT. Pain intensity was assessed using the Numeric Rating Scale in 90-day increments starting in the 90-day period prior to potential opioid transitions and the two ensuing 90-day periods after transition. Primary analyses used a 1:1 greedy propensity matched sample. A total of 29,293 Veterans switching to intermittent opioids and 5,972 discontinuing opioids were matched to Veterans continuing LTOT. Covariates were well balanced after matching except minor differences in baseline mean pain scores. Pain scores were lower in the follow up periods for those switching to intermittent opioids and discontinuing opioids compared to those continuing LTOT (0-90 days: Intermittent: 3.79, 95%CI: 3.76, 3.82; LTOT: 4.09, 95%CI: 4.06, 4.12, P < .0001; Discontinuation: 3.06, 95%CI: 2.99, 3.13; LTOT: 3.86, 95%CI: 3.79, 3.94, P = <.0001; 91-180 days: Intermittent: 3.76, 95%CI: 3.73, 3.79; LTOT: 3.99, 95%CI: 3.96, 4.02, P < .0001; Discontinuation: 3.01, 95%CI: 2.94, 3.09; LTOT: 3.80, 95%CI: 3.73, 3.87, P = <.0001). Sensitivity analyses found similar results. Discontinuing opioid therapy or switching to intermittent opioid therapy was not associated with increased pain intensity. PERSPECTIVE: This article evaluates the association of switching to intermittent opioid therapy or discontinuing opioids with pain intensity after using opioids long-term. Pain intensity decreased after switching to intermittent therapy or discontinuing opioids, but remained relatively stable for those continuing long-term opioid therapy. Switching to intermittent opioids or discontinuing opioids was not associated with increased pain intensity.
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Affiliation(s)
- Corey J Hayes
- Center for Mental Healthcare and Outcomes Research, Central Arkansas Veterans Healthcare System, Little Rock, Arkansas; Center for Health Services Research, College of Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Erin E Krebs
- Center for Care Delivery and Outcomes Research, Minneapolis VA Healthcare System, 1 Veterans Dr, Minneapolis, Minneapolis; College of Medicine, University of Minnesota, Minneapolis, Minneapolis
| | - Joshua Brown
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, Florida
| | - Chenghui Li
- Division of Pharmaceutical Evaluation and Policy, College of Pharmacy, University of Arkansas for Medical Sciences, Arkansas
| | - Teresa Hudson
- Center for Mental Healthcare and Outcomes Research, Central Arkansas Veterans Healthcare System, Little Rock, Arkansas; Center for Health Services Research, College of Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Bradley C Martin
- Division of Pharmaceutical Evaluation and Policy, College of Pharmacy, University of Arkansas for Medical Sciences, Arkansas.
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Rojas Lievano J, Rotman D, Shields MN, Morrey ME, Sanchez-Sotelo J, Shukla DR, Olson TS, Vaichinger AM, Fitzsimmons JS, O’Driscoll SW. Patients Use Fewer Opioids Than Prescribed After Arthroscopic Release of Elbow Contracture: An Evidence-Based Opioid Prescribing Guideline to Reduce Excess. Arthrosc Sports Med Rehabil 2021; 3:e1873-e1882. [PMID: 34977643 PMCID: PMC8689263 DOI: 10.1016/j.asmr.2021.09.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Accepted: 09/02/2021] [Indexed: 11/24/2022] Open
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Elmore AL, Omofuma OO, Sevoyan M, Richard C, Liu J. Prescription opioid use among women of reproductive age in the United States: NHANES, 2003-2018. Prev Med 2021; 153:106846. [PMID: 34653502 PMCID: PMC8595805 DOI: 10.1016/j.ypmed.2021.106846] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/05/2021] [Revised: 10/04/2021] [Accepted: 10/10/2021] [Indexed: 11/24/2022]
Abstract
Women are prescribed opioids more often than men. Prescription opioid use among women of reproductive age is a public health concern because opioid use during pregnancy is associated with decreased prenatal care and increased risk of adverse perinatal and maternal outcomes. Recent prevalence estimates and correlates of prescription opioid use and long-term use among women of reproductive age are limited. Using the 2003-2018 National Health and Nutrition Examination Survey (NHANES), we estimated the national prevalence, trend, and correlates of prescription opioid use, long-term use (≥ 90 days of use), and use of medications for opioid use disorder (MOUD) among women aged 15-44 (n = 13,558). Prescription opioid use within the last 30 days and prescription duration were collected through interviews and identified using prescription codes. Trend analysis was conducted using the National Cancer Institute Joinpoint Trend Analysis Software. The prevalence of prescription opioid use significantly decreased from 5.2% in 2003-2004 to 3.0% in 2017-2018 (p < .05). MOUD use increased significantly from 0.1% in 2005-2006 to 0.4% in 2011-2012. Long-term opioid use did not significantly change over time. Correlates of prescription opioid use and long-term use included ages 35-44, non-Hispanic White, public insurance, and women with poor or fair health status. As policy makers and clinicians strive to reduce the negative impacts of the opioid epidemic, they should consider the demographic groups most likely to use prescription opioids long-term. Additionally, reductions in opioid prescribing should be balanced with increased availability of nonopioid therapies and monitoring for opioid use disorder.
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Affiliation(s)
- Amanda L Elmore
- University of South Carolina, Arnold School of Public Health, Department of Epidemiology and Biostatistics, Columbia, SC, United States.
| | - Omonefe O Omofuma
- University of South Carolina, Arnold School of Public Health, Department of Epidemiology and Biostatistics, Columbia, SC, United States
| | - Maria Sevoyan
- University of South Carolina, Arnold School of Public Health, Department of Epidemiology and Biostatistics, Columbia, SC, United States
| | - Chelsea Richard
- University of South Carolina, Arnold School of Public Health, Department of Epidemiology and Biostatistics, Columbia, SC, United States
| | - Jihong Liu
- University of South Carolina, Arnold School of Public Health, Department of Epidemiology and Biostatistics, Columbia, SC, United States
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239
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Langworthy MJ, Hummer CD, Ngai W, Hao L, Webner D. Evaluation of Hylan G-F 20 Treatment with Opioid Prescriptions and Intraarticular Corticosteroid Injections in Patients with Osteoarthritis of the Knee Using a Claims Database. Cartilage 2021; 13:1586S-1597S. [PMID: 33095034 PMCID: PMC8808906 DOI: 10.1177/1947603520967076] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023] Open
Abstract
OBJECTIVE Assess how treatment with the viscosupplement hylan G-F 20 relates to opioid prescriptions and intraarticular corticosteroid injections (IACS) in patients with osteoarthritis of the knee (OAK). DESIGN Case-crossover; adult patients with OAK identified in a claims database were treated with hylan G-F 20 from July 1, 2007, to June 29, 2017. Opioid or IACS prescriptions in the 6 months before treatment were compared to the 6 months after. Patients with comorbid conditions requiring pain medications were excluded, resulting in a 29,395-patient cohort. Four subgroups were investigated: patients with (1) opioids before hylan G-F 20 (OB; n = 6,609); (2) opioids before and after hylan G-F 20 (OBF; n = 3,320); (3) IACS before hylan G-F 20 (CB; n = 11,162); and (4) IACS before and after hylan G-F 20 (CBF; n = 2,810). All opioids were converted to morphine milligram equivalents (MME). RESULTS OB subgroup patients had a significant decrease (P < 0.01) in total MME (-14.0%), MME per day (-14.2%) and opioid prescription days (-12.6%) after treatment versus before. Only 50.2% of patients prescribed opioids before hylan G-F 20 were prescribed an opioid after treatment. OBF subgroup patients had a significant increase (P < 0.01) in opioid prescription days (7.8%) before versus after treatment. There was a significant decrease (P < 0.01) in the number of IACS after versus before treatment for the Total Cohort (-56.1%), and subgroups CB (-72.6%) and CBF (-4.1%). A total of 74.8% of patients receiving an IACS before treatment did not receive an IACS after treatment. CONCLUSIONS Hylan G-F 20 is associated with a reduction in opioid prescriptions and IACS in OAK patients.
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Affiliation(s)
- Michael J. Langworthy
- Southcoast Health Systems, New Bedford,
MA, USA,Michael J. Langworthy, Southcoast Health
Systems, Saint Lukes Hospital, New Bedford, MA 02740, USA.
| | | | - Wilson Ngai
- Sanofi, U.S. Medical Affairs,
Bridgewater, NJ, USA
| | - Lichen Hao
- Sanofi, Real World Evidence,
Bridgewater, NJ, USA
| | - David Webner
- Crozer-Keystone Health System, Suburban
Philadelphia, PA, USA
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240
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Chopra D, Li C, Painter JT, Bona JP, Nookaew I, Martin BC. Characteristics and Network Influence of Providers Involved in the Treatment of Patients With Chronic Back, Neck or Joint Pain in Arkansas. THE JOURNAL OF PAIN 2021; 22:1681-1695. [PMID: 34174385 DOI: 10.1016/j.jpain.2021.06.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Revised: 06/01/2021] [Accepted: 06/03/2021] [Indexed: 11/29/2022]
Abstract
Increasing emphasis on guidelines and prescription drug monitoring programs highlight the role of healthcare providers in pain treatment. Objectives of this study were to identify characteristics of key players and influence of opioid prescribers through construction of a referral network of patients with chronic pain. A retrospective cohort study was performed and patients with commercial or Medicaid coverage with chronic back, neck, or joint pain were identified using the Arkansas All-Payer Claims-Database. A social network comprised of providers connected by patient referrals based on 12-months of healthcare utilization following chronic pain was constructed. Network measures evaluated were indegree and eigen (referrals obtained), betweenness (involvement), and closeness centrality (reach). Outcomes included influence of providers, opioid prescribers, and brokerage status. Exposures included provider demographics, specialties and network characteristics. There were 51,941 chronic pain patients who visited 8,110 healthcare providers. Primary care providers showed higher betweenness and closeness whereas specialists had higher indegree. Opioid providers showed higher centrality compared to non-opioid providers, which decreased with increasing volume of opioid prescribing. Non-pharmacologic providers showed significant brokerage scores. Findings from this study such as primary care providers having better reach, non-central positions of high-volume prescribers and non-pharmacologic providers having higher brokerage can aid interventional physician detailing. PERSPECTIVE: Opioid providers held central positions in the network aiding provider-directed interventions. However, high-volume opioid providers were at the borders making them difficult targets for interventions. Primary care providers had the highest reach, specialists received the most referrals and non-pharmacological providers and specialists acted as brokers between non-opioid and opioid prescribers.
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Affiliation(s)
- Divyan Chopra
- Division of Pharmaceutical Evaluation and Policy, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Chenghui Li
- Division of Pharmaceutical Evaluation and Policy, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Jacob T Painter
- Division of Pharmaceutical Evaluation and Policy, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Jonathan P Bona
- Department of Biomedical Informatics, University of Arkansas for Medical Sciences, Little Rock Arkansas
| | - Intawat Nookaew
- Department of Biomedical Informatics, University of Arkansas for Medical Sciences, Little Rock Arkansas
| | - Bradley C Martin
- Division of Pharmaceutical Evaluation and Policy, University of Arkansas for Medical Sciences, Little Rock, Arkansas.
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Cremer LJ, Underwood N, Robinson A, Guy GP, Rooks-Peck CR. Association between county-level sociodemographic characteristics and county-level differences in opioid dispensing. Prev Med Rep 2021; 24:101612. [PMID: 34976668 PMCID: PMC8683992 DOI: 10.1016/j.pmedr.2021.101612] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Revised: 10/13/2021] [Accepted: 10/22/2021] [Indexed: 11/16/2022] Open
Abstract
Background While overall opioid prescribing has been decreasing in the United States, the rates of prescribing at the county level have been variable. Previous studies show that social determinants of health (the social and economic conditions in which we live) may play a role in opioid prescribing; however, researchers have not examined this relationship across US counties. This cross-sectional study seeks to determine whether county-level sociodemographic characteristics (e.g., economic, housing, social environment, healthcare environment, and population characteristics) are associated with county level differences in opioid dispensing. Methods Data from 2,881 counties in the United States from 2017 to 2018 were used for this study. Opioid dispensing was measured using morphine milligram equivalents (MME) per capita. Spatial error models were used to measure the association between county-level sociodemographic characteristics and MME per capita while adjusting for spatial correlation between neighboring counties. Results In the adjusted model, counties with a higher percentage of people below the poverty line, with less than a 4-year college degree, and without health insurance were associated with higher MME dispensed per capita, as were counties with higher percentages of families headed by a single parent, persons separated or divorced, and those with disabilities. Conversely, minority race/ethnicity and rural population were associated with lower opioid dispensing. Conclusions County-level sociodemographics can differ in their association with opioid dispensing, hence examining which county-level factors help in improving opioid prescribing, and implementing overdose prevention strategies that tackle these factors is important.
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Affiliation(s)
- Laura J. Cremer
- Division of Overdose Prevention, National Center for Injury Prevention and Control, Centers for Disease Control and Prevention, Atlanta, GA, USA
- This project was supported in part by an appointment to the Research Participation Program at the Centers for Disease Control and Prevention administered by the Oak Ridge Institute for Science and Education through an interagency agreement between the US Department of Energy and the Centers for Disease Control and Prevention
- Corresponding author at: Division of Overdose Prevention, National Center for Injury Prevention and Control, Centers for Disease Control and Prevention, 4770 Buford Highway NE, Atlanta 30341, Georgia.
| | - Natasha Underwood
- Division of Overdose Prevention, National Center for Injury Prevention and Control, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Amber Robinson
- Division of Overdose Prevention, National Center for Injury Prevention and Control, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Gery P. Guy
- Division of Overdose Prevention, National Center for Injury Prevention and Control, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Cherie R. Rooks-Peck
- Division of Overdose Prevention, National Center for Injury Prevention and Control, Centers for Disease Control and Prevention, Atlanta, GA, USA
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242
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Einarsson A, Chiu AS, Mori M, Kahler-Quesada A, Assi R, Vallabhajosyula P, Geirsson A. Changing the default option in electronic medical records reduced postoperative opioid prescriptions after cardiac surgery. JTCVS OPEN 2021; 8:467-474. [PMID: 36004108 PMCID: PMC9390380 DOI: 10.1016/j.xjon.2021.04.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Accepted: 04/12/2021] [Indexed: 11/22/2022]
Abstract
Objective Overprescribing of opioids has contributed to the opioid epidemic. Electronic medical records systems can auto-populate a default number of opioid pills that are prescribed at time of discharge. The aim of this study was to examine the association between lowered default pill counts with changed prescribing practices after cardiac surgery. Methods On May 18, 2017, the default number of pills prescribers see in electronic medical records in the Yale New Haven Health System was lowered from 30 to 12. Patients undergoing coronary artery grafts, valve surgeries, and thoracic aortic aneurysm surgeries were included in this study. Data were gathered and stratified into 2 groups: 1 year before and 1 year following the default change. The amount of opioid prescribed was compared between the 2 groups. Results A total of 1741 patient charts were reviewed, 832 before the change and 909 after the change. Significant changes were seen in prescribing practices, where the average amount of opioid prescribed was about 25% lower after the change. This amounted to about 15 fewer pills of 5 mg morphine for each patient. A linear regression model adjusting for other factors determined a prescribing difference of 75.2 morphine milligram equivalents per prescription (P < .01). In addition, a significant decrease in opioids prescribed was found for each type of procedure. Conclusions Lowering the default opioid pill count in electronic medical record systems is a simple intervention that may modify prescribing behavior to promote judicious prescribing of opioids after cardiac surgery.
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243
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Jones K, Engler L, Fonte E, Farid I, Bigham MT. Opioid Reduction Through Postoperative Pain Management in Pediatric Orthopedic Surgery. Pediatrics 2021; 148:183388. [PMID: 34851410 DOI: 10.1542/peds.2020-001487] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/29/2021] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVES Our goal with this initiative was to reduce discharge opioid prescriptions while maintaining optimal pain management through the use of standardized pain prescribing guidelines for pediatric patients after orthopedic surgical procedures. METHODS Through analysis of established yet inconsistent prescribing practices, we created a 4-tiered guideline for pediatric orthopedic postoperative pain management prescription ordering. Following the Model for Improvement methodology including iterative plan-do-study-act cycles, the team created an electronic medical record order set to be used at discharge from the hospital. The provider compliance with this order set was monitored and analyzed over time by using provider-level and aggregate control charts. A secondary measure of opioid prescriptions (morphine milligram Eq [MME] dosage per patient) was tracked over time. The balancing measure was the analysis of unanticipated opioid prescription refills. RESULTS Greater than 90% compliance with the guidelines was achieved and sustained for 20 months. This resulted in a 54% reduction in opioids prescribed during the improvement period (baseline = 71 MME per patient; postintervention = 33 MME per patient) and has been sustained for 12 months. The percentage of unanticipated opioid prescription refills did not significantly change from the period before the institution of the guidelines and after institution of the guidelines (2017 = 3%; 2019 = 3%). CONCLUSIONS The creation of these guidelines has led to a significant reduction in the number of opioids prescribed while maintaining effective postoperative pain management.
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244
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Eroglu TE, Barcella CA, Blom MT, Souverein PC, Mohr GH, Torp-Pedersen C, Folke F, Wissenberg M, de Boer A, Gislason GH, Tan HL. Opioid use is associated with increased out-of-hospital cardiac arrest risk among 40 000-cases across two countries. Br J Clin Pharmacol 2021; 88:2256-2266. [PMID: 34837236 PMCID: PMC9305874 DOI: 10.1111/bcp.15157] [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: 07/15/2021] [Revised: 10/13/2021] [Accepted: 11/07/2021] [Indexed: 12/04/2022] Open
Abstract
Aims Opioid use has substantially increased in the last decade and is associated with overdose mortality, but also with increased mortality from cardiovascular causes. This finding may partly reflect an association between opioids and out‐of‐hospital cardiac arrest (OHCA). Therefore, we aimed to investigate OHCA‐risk of opioids in the community. Methods We conducted 2 population‐based case–control studies separately in the Netherlands (2009–2018) and Denmark (2001–2015). Cases were individuals who experienced OHCA of presumed cardiac cause. Each case was matched with up to 5 non‐OHCA‐controls according to age, sex and OHCA‐date. Conditional logistic regression analysis was used to calculate odds ratios (ORs) and 95% confidence intervals (CIs). Results We included 5473 OHCA‐cases matched with 21 866 non‐OHCA‐controls in the Netherlands, and 35 017 OHCA‐cases matched with 175 085 non‐OHCA‐controls in Denmark. We found that use of opioids (the Netherlands: cases: 5.4%, controls: 1.8%; Denmark: cases: 11.9%, controls: 4.4%) was associated with increased OHCA‐risk in both regions (the Netherlands: OR 2.1 [95% CI 1.8–2.5]; Denmark: OR 1.8 [95% CI 1.5–2.1]). The association was observed in both sexes, and in individuals with cardiovascular disease (the Netherlands: OR 1.8 [95% CI 1.5–2.1]; Denmark: OR 1.6 [95% CI 1.5–1.7]) or without (the Netherlands: OR 3.4 [95% CI: 2.4–4.8], Pinteraction < .0001; Denmark: OR 2.3 [95% CI: 2.0–2.5], Pinteraction < .0001). Conclusion Use of opioids is associated with increased OHCA‐risk in both sexes, independently of concomitant cardiovascular disease. These findings should be considered when evaluating the harms and benefits of treatment with opioids.
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Affiliation(s)
- Talip E Eroglu
- Department of Cardiology, Heart Center, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands.,Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, The Netherlands.,Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Gentofte, Denmark
| | - Carlo A Barcella
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Gentofte, Denmark
| | - Marieke T Blom
- Department of Cardiology, Heart Center, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Patrick C Souverein
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, The Netherlands
| | - Grimur H Mohr
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Gentofte, Denmark
| | - Christian Torp-Pedersen
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Gentofte, Denmark.,Department of Cardiology, Aalborg University Hospital, Aalborg, Denmark.,Department of Clinical Investigation and Cardiology, Nordsjaellands Hospital, Hillerød, Denmark
| | - Fredrik Folke
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Gentofte, Denmark.,Copenhagen Emergency Medical Services, Denmark
| | - Mads Wissenberg
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Gentofte, Denmark.,Copenhagen Emergency Medical Services, Denmark
| | - Anthonius de Boer
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, The Netherlands
| | - Gunnar H Gislason
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Gentofte, Denmark.,National Institute of Public Health, University of Southern Denmark, Copenhagen, Denmark.,The Danish Heart Foundation, Copenhagen, Denmark
| | - Hanno L Tan
- Department of Cardiology, Heart Center, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands.,Netherlands Heart Institute, Utrecht, The Netherlands
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245
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Esechie A, Kuo YF, Goodwin JS, Westra J, Raji MA. Trends in prescribing pattern of opioid and benzodiazepine substitutes among Medicare part D beneficiaries from 2013 to 2018: a retrospective study. BMJ Open 2021; 11:e053487. [PMID: 34794996 PMCID: PMC8603279 DOI: 10.1136/bmjopen-2021-053487] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Accepted: 10/25/2021] [Indexed: 11/25/2022] Open
Abstract
OBJECTIVE Opioid and benzodiazepine co-prescribing is associated with a substantial increase in opioid overdose deaths. In this study, we examine the prescribing trends of substitutes of opioids and benzodiazepines alone or in combination, compared with opioids and benzodiazepines. DESIGN Retrospective cohort study. SETTING Data were collected using a 20% national sample of Medicare beneficiaries from 2013 to 2018. PARTICIPANTS 4.1-4.3 million enrollees each year from 2013 to 2018. INTERVENTION None. PRIMARY OUTCOME We employ a generalised linear mixed models to calculate ORs for opioid use, benzodiazepine or Z-drug (benzos/Z-drugs) use, opioid/benzos/Z-drugs 30-day use, gabapentinoid use and (selective serotonin reuptake inhibitors (SSRI) and serotonin norepinephrine reuptake inhibitors (SNRIs)) use, adjusted for the repeated measure of patient. We then created two models to calculate the ORs for each year and comparing to 2013. RESULTS Opioid and benzos/Z-drugs use decreased by 2018 (aOR 0.626; 95% CI 0.622 to 0.630) comparing to 2013. We demonstrate a 36.3% and 9.9% increase rate of gabapentinoid and SSRI/SNRI use, respectively. Furthermore, combined gabapentinoid and SSRI/SNRI use increased in 2018 (aOR 1.422; 95% CI 1.412 to 1.431). CONCLUSION Little is known about the prescribing pattern and trend of opioid and benzodiazepine alternatives as analgesics. There is a modest shift from prescribing opioid and benzos/Z-drugs (alone or in combination) towards prescribing non-opioid analgesics-gabapentinoids with and without non-benzos/Z-drugs that are indicated for anxiety. It is unclear if this trend towards opioid/benzos/Z-drugs alternatives is associated with fewer drug overdose death, better control of pain and comorbid anxiety, and improved quality of life.
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Affiliation(s)
- Aimalohi Esechie
- Neurology, The University of Texas Medical Branch, Galveston, Texas, USA
| | - Yong-Fang Kuo
- Division of Geriatrics and Palliative Medicine & Sealy Center on Aging, Department of Internal Medicine, The University of Texas Medical Branch, Galveston, Texas, USA
| | - James S Goodwin
- Division of Geriatrics and Palliative Medicine & Sealy Center on Aging, Department of Internal Medicine, Department of Preventive Medicine and Population Health, Institute for Translational Science, The University of Texas Medical Branch, Galveston, Texas, USA
| | - Jordan Westra
- Office of Biostatistics, The University of Texas Medical Branch, Galveston, Texas, USA
| | - Mukaila A Raji
- Department of Neurology, Division of Geriatrics and Palliative Medicine & Sealy Center on Aging, Department of Internal Medicine, Department of Preventive Medicine and Population Health, The University of Texas Medical Branch, Galveston, Texas, USA
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Juba KM, Triller D, Myrka A, Cleary JH, Winans A, Wahler RG, Argoff C, Meek PD. Pain
management‐related
assessment and communication across the care continuum: Consensus of the opioid task force of the island peer review organization pain management coalition. JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY 2021. [DOI: 10.1002/jac5.1554] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Katherine M. Juba
- Department of Pharmacy Practice St. John Fisher College, Wegmans School of Pharmacy Rochester New York USA
| | - Darren Triller
- Department of Quality Improvement Island Peer Review Organization Albany New York USA
| | - Anne Myrka
- Department of Quality Improvement Island Peer Review Organization Albany New York USA
| | - Jacqueline H. Cleary
- Department of Pharmacy Practice Albany College of Pharmacy and Health Sciences Albany New York USA
| | - Amanda Winans
- Bassett Healthcare Network Bassett Medical Center Cooperstown New York USA
| | - Robert G. Wahler
- Department of Pharmacy Practice University at Buffalo School of Pharmacy and Pharmaceutical Sciences Buffalo New York USA
| | - Charles Argoff
- Department of Neurology Albany Medical College Albany New York USA
- Comprehensive Pain Center, Albany Medical Center Albany New York USA
| | - Patrick D. Meek
- Department of Pharmacy Practice Albany College of Pharmacy and Health Sciences Albany New York USA
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Factors Associated with Pain Treatment Satisfaction Among Patients with Chronic Non-Cancer Pain and Substance Use. J Am Board Fam Med 2021; 34:1082-1095. [PMID: 34772764 PMCID: PMC8813175 DOI: 10.3122/jabfm.2021.06.210214] [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: 05/20/2021] [Revised: 07/09/2021] [Accepted: 07/26/2021] [Indexed: 11/08/2022] Open
Abstract
INTRODUCTION A better understanding of pain treatment satisfaction in patients with chronic noncancer pain (CNCP) and substance use is needed, especially as opioid prescribing policies are changing. We sought to identify factors associated with pain treatment satisfaction in individuals with CNCP on recent opioid therapy and prior or active substance use. METHODS An exploratory cross-sectional analysis using baseline data from a cohort study of 300 adults with CNCP receiving >20 morphine milligram equivalents of opioids for ≥3 of the preceding 12 months and prior or active substance use. Participants completed interviews, clinical assessments, urine drug screening, and medical chart review. RESULTS Participants were predominantly middle-aged (mean age 57.5 years), Black (44%), and cisgender men (60%). One-third (33%) had high, 28% moderate, and 39% low pain treatment satisfaction. Post-traumatic stress disorder (PTSD), tobacco use, past-year opioid discontinuation, and higher average pain scores were associated with lower satisfaction. HIV and prescription cannabis use were associated with higher satisfaction. CONCLUSIONS The relationship between PTSD and tobacco use with lower satisfaction should be explored to augment pain outcomes. Higher satisfaction among individuals with HIV and prescription cannabis use presents potential research areas to guide CNCP management and reduce reliance on opioid therapies.
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Tamblyn R, Girard N, Boulet J, Dauphinee D, Habib B. Association of clinical competence, specialty and physician country of origin with opioid prescribing for chronic pain: a cohort study. BMJ Qual Saf 2021; 31:340-352. [PMID: 34725228 PMCID: PMC9046738 DOI: 10.1136/bmjqs-2021-013503] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Accepted: 08/31/2021] [Indexed: 11/24/2022]
Abstract
Background Although little is known about why opioid prescribing practices differ between physicians, clinical competence, specialty training and country of origin may play a role. We hypothesised that physicians with stronger clinical competence and communication skills are less likely to prescribe opioids and prescribe lower doses, as do medical specialists and physicians from Asia. Methods Opioid prescribing practices were examined among international medical graduates (IMGs) licensed to practise in the USA who evaluated Medicare patients for chronic pain problems in 2014–2015. Clinical competence was assessed by the Educational Commission for Foreign Medical Graduates (ECFMG) Clinical Skills Assessment. Physicians in the ECFMG database were linked to the American Medical Association Masterfile. Patients evaluated for chronic pain were obtained by linkage to Medicare outpatient and prescription files. Opioid prescribing was measured within 90 days of evaluation visits. Prescribed dose was measured using morphine milligram equivalents (MMEs). Generalised estimating equation logistic and linear regression estimated the association of clinical competence, specialty, and country of origin with opioid prescribing and dose. Results 7373 IMGs evaluated 65 012 patients for chronic pain; 15.2% received an opioid prescription. Increased clinical competence was associated with reduced opioid prescribing, but only among female physicians. For every 10% increase in the clinical competence score, the odds of prescribing an opioid decreased by 16% for female physicians (OR 0.84, 95% CI 0.75 to 0.94) but not male physicians (OR 0.99, 95% CI 0.92 to 1.07). Country of origin was associated with prescribed opioid dose; US and Canadian citizens prescribed higher doses (adjusted MME difference +3.56). Primary care physicians were more likely to prescribe opioids, but surgical and hospital-based specialists prescribed higher doses. Conclusions Clinical competence at entry into US graduate training, physician gender, specialty and country of origin play a role in opioid prescribing practices.
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Affiliation(s)
- Robyn Tamblyn
- Department of Medicine and Department of Epidemiology and Biostatistics, McGill University, Montreal, Quebec, Canada
| | - Nadyne Girard
- Clinical and Health Informatics Research Group, McGill University, Montreal, Quebec, Canada
| | - John Boulet
- Foundation for Advancement of International Medical Education and Research (FAIMER), Philadelphia, Pennsylvania, USA
| | - Dale Dauphinee
- Foundation for Advancement of International Medical Education and Research (FAIMER), Philadelphia, Pennsylvania, USA.,McGill University Montreal, Montreal, Quebec, Canada
| | - Bettina Habib
- Clinical and Health Informatics Research Group, McGill University, Montreal, Quebec, Canada
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Ellis MS, Kasper ZA, Cicero TJ. Polysubstance use trends and variability among individuals with opioid use disorder in rural versus urban settings. Prev Med 2021; 152:106729. [PMID: 34293380 DOI: 10.1016/j.ypmed.2021.106729] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2021] [Revised: 07/08/2021] [Accepted: 07/14/2021] [Indexed: 01/20/2023]
Abstract
Rural areas of the United States have been disproportionately impacted by the opioid epidemic, exacerbated by COVID-19-related economic upheavals. While polysubstance use is an important determinant of overdose risk, variability in polysubstance use as a result of numerous factors (e.g., access, preference) has yet to be described, particularly among rural persons with opioid use disorder (PWOUD). Survey data on past-month use of prescription and illicit opioids and 12 non-opioid psychoactive drug classes were analyzed from a national sample of rural (n = 3872) and urban (n = 8153) residents entering treatment for OUD from 2012 to 2019. Trend analyses for opioid and stimulant use were compared between rural and urban PWOUD. Latent class analyses assessed substance use trends through identified typologies of rural/urban PWOUD, which then underwent comparative analyses. By 2019, prescription opioid use remained greater in rural versus urban PWOUD, and methamphetamine use showed greater growth in rural, compared to urban areas. Latent class analyses identified variability in polysubstance use, with five identical subgroups in rural/urban PWOD: high polysubstance, polyprescription, prescription opioid-focused, prescription opioid-focused with polysubstance use, and illicit opioid-focused. Polyprescription was highest in rural areas, with illicit opioid-focused use highest in urban areas. Demographic characteristics, co-morbid conditions and healthcare coverage were all associated with between-group differences. There is significant variability in polysubstance use that may identify specific prevention and treatment needs for subpopulations of OUD patients: interventions focused on reducing opioid prescriptions, early engagement with mental health resources, wider distribution of naloxone, and screening/treatment plans that take into account the use of multiple substances.
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Affiliation(s)
- Matthew S Ellis
- Washington University in St. Louis School of Medicine, Department of Psychiatry, Campus Box 8134, 660 S. Euclid Avenue, St. Louis, MO 63110, United States.
| | - Zachary A Kasper
- Washington University in St. Louis School of Medicine, Department of Psychiatry, Campus Box 8134, 660 S. Euclid Avenue, St. Louis, MO 63110, United States
| | - Theodore J Cicero
- Washington University in St. Louis School of Medicine, Department of Psychiatry, Campus Box 8134, 660 S. Euclid Avenue, St. Louis, MO 63110, United States
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Martins SS, Bruzelius E, Stingone JA, Wheeler-Martin K, Akbarnejad H, Mauro CM, Marziali ME, Samples H, Crystal S, S. Davis C, Rudolph KE, Keyes KM, Hasin DS, Cerdá M. Prescription Opioid Laws and Opioid Dispensing in US Counties: Identifying Salient Law Provisions With Machine Learning. Epidemiology 2021; 32:868-876. [PMID: 34310445 PMCID: PMC8556655 DOI: 10.1097/ede.0000000000001404] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Hundreds of laws aimed at reducing inappropriate prescription opioid dispensing have been implemented in the United States, yet heterogeneity in provisions and their simultaneous implementation have complicated evaluation of impacts. We apply a hypothesis-generating, multistage, machine-learning approach to identify salient law provisions and combinations associated with dispensing rates to test in future research. METHODS Using 162 prescription opioid law provisions capturing prescription drug monitoring program (PDMP) access, reporting and administration features, pain management clinic provisions, and prescription opioid limits, we used regularization approaches and random forest models to identify laws most predictive of county-level and high-dose dispensing. We stratified analyses by overdose epidemic phases-the prescription opioid phase (2006-2009), heroin phase (2010-2012), and fentanyl phase (2013-2016)-to further explore pattern shifts over time. RESULTS PDMP patient data access provisions most consistently predicted high-dispensing and high-dose dispensing counties. Pain management clinic-related provisions did not generally predict dispensing measures in the prescription opioid phase but became more discriminant of high dispensing and high-dose dispensing counties over time, especially in the fentanyl period. Predictive performance across models was poor, suggesting prescription opioid laws alone do not strongly predict dispensing. CONCLUSIONS Our systematic analysis of 162 law provisions identified patient data access and several pain management clinic provisions as predictive of county prescription opioid dispensing patterns. Future research employing other types of study designs is needed to test these provisions' causal relationships with inappropriate dispensing and to examine potential interactions between PDMP access and pain management clinic provisions. See video abstract at, http://links.lww.com/EDE/B861.
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Affiliation(s)
| | | | | | | | | | | | | | | | - Stephen Crystal
- Rutgers University, Center for Health Services Research, Institute for Health, and School of Social Work
| | | | | | | | - Deborah S. Hasin
- Columbia University Department of Epidemiology
- Columbia University Department of Psychiatry
| | - Magdalena Cerdá
- NYU Grossman School of Medicine Department of Population Health
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