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Suda KJ, Boyer TL, Blosnich JR, Cashy JP, Hubbard CC, Sharp LK. Opioid and High-Risk Prescribing Among Racial and Ethnic Minority Veterans. Am J Prev Med 2023; 65:863-875. [PMID: 37302514 DOI: 10.1016/j.amepre.2023.06.008] [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: 02/09/2023] [Revised: 06/06/2023] [Accepted: 06/06/2023] [Indexed: 06/13/2023]
Abstract
INTRODUCTION The purpose of this study is to compare opioid prescribing and high-risk prescribing by race and ethnicity in a national cohort of U.S. veterans. METHODS A cross-sectional analysis of veteran characteristics and healthcare use was performed on electronic health record data for 2018 Veterans Health Administration users and enrollees in 2022. RESULTS Overall, 14.8% received an opioid prescription. The adjusted odds of being prescribed an opioid were lower for all race/ethnicity groups than for non-Hispanic White veterans, except for non-Hispanic multiracial (AOR=1.03; 95% CI=0.999, 1.05) and non-Hispanic American Indian/Alaska Native (AOR=1.06; 95% CI=1.03, 1.09) veterans. The odds of any day of overlapping opioid prescriptions (i.e., opioid overlap) were lower for all race/ethnicity groups than for the non-Hispanic White group, except for the non-Hispanic American Indian/Alaska Native group (AOR=1.01; 95% CI=0.96, 1.07). Similarly, all race/ethnicity groups had lower odds of any day of daily dose >120 morphine milligram equivalents than the non-Hispanic White group, except for the non-Hispanic multiracial (AOR=0.96; 95% CI=0.87, 1.07) and non-Hispanic American Indian/Alaska Native (AOR=1.06; 95% CI=0.96, 1.17) groups. Non-Hispanic Asian veterans had the lowest odds for any day of opioid overlap (AOR=0.54; 95% CI=0.50, 0.57) and daily dose >120 morphine milligram equivalents (AOR=0.43; 95% CI=0.36, 0.52). For any day of opioid-benzodiazepine overlap, all races/ethnicities had lower odds than non-Hispanic White. Non-Hispanic Black/African American (AOR=0.71; 95% CI=0.70, 0.72) and non-Hispanic Asian (AOR=0.73; 95% CI=0.68, 0.77) veterans had the lowest odds of any day of opioid-benzodiazepine overlap. CONCLUSIONS Non-Hispanic White and non-Hispanic American Indian/Alaska Native veterans had the greatest likelihood to receive an opioid prescription. When an opioid was prescribed, high-risk prescribing was more common in White and American Indian/Alaska Native veterans than in all other racial/ethnic groups. As the nation's largest integrated healthcare system, the Veterans Health Administration can develop and test interventions to achieve health equity for patients experiencing pain.
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Affiliation(s)
- Katie J Suda
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania; Division of General Internal Medicine, Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania.
| | - Taylor L Boyer
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania
| | - John R Blosnich
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania; Suzanne Dworak-Peck School of Social Work, University of Southern California, Los Angeles, California
| | - John P Cashy
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania
| | - Colin C Hubbard
- Division of Hospital Medicine, Department of Medicine, University of California San Francisco, San Francisco, California
| | - Lisa K Sharp
- Department of Biobehavioral Nursing Science, College of Nursing, University of Illinois Chicago, Illinois, Chicago
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Sharp LK, Solanki P, Boyer T, Vivo A, Kale I, Hughes AM, Gibson G, Jurasic MM, Evans CT, Suda KJ. A qualitative exploration of dentists' opioid prescribing decisions within U.S. veterans affairs facilities. Pain 2023; 164:749-757. [PMID: 35984367 PMCID: PMC10026830 DOI: 10.1097/j.pain.0000000000002759] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Revised: 07/25/2022] [Accepted: 08/08/2022] [Indexed: 11/25/2022]
Abstract
ABSTRACT The U.S. Department of Veterans Affairs (VA) is the largest integrated healthcare system in the United States and provides dental care to approximately one-half million veterans annually. In response to the opioid crisis, the VA released several opioid risk mitigation strategies. Although opioid prescribing by VA dentists has decreased on the whole, the implementation experiences at the level of dentists remains unclear. Our objective was to explore the barriers and facilitators that affect opioid decision making for management of acute dental pain among VA dentists. Dentists practicing in the VA facilities with the highest and lowest volume of opioid prescriptions were recruited. Standardized qualitative interviews by telephone followed a semistructured guide designed around the Capability (C), Opportunity (O), Motivation (M), and Behaviour (B) model. Audio recordings were transcribed and independently double-coded using NVivo to identify potential targets for future guideline-based opioid interventions. Of 395 eligible general and specialty dentists, 90 (24.8%) completed an interview representing 33 VA facilities. Opportunities for prescribing opioids included 1) completion of dental procedures associated with acute dental pain, 2) caring for patients who presented with existing dental pain, and 3) responding to patient opioid requests. Capabilities included using resources (eg, electronic medical records), clinical judgement (eg, evaluation of medical history including medication use), communication skills, and ability to screen for opioid misuse. Motivation themes focused on alleviating patients' acute dental pain. Barriers and facilitators of opioid prescribing varied across facilities. The results can offer intervention targets for continued opioid risk mitigation efforts.
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Affiliation(s)
- Lisa K. Sharp
- Department of Pharmacy Systems Outcomes and Policy, College of Pharmacy, University of Illinois at Chicago, Chicago, IL, United States
| | - Pooja Solanki
- Center of Innovation for Complex Chronic Healthcare, Edward Hines JR VA Medical Center, Hines, IL, United States
| | - Taylor Boyer
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA, United States
| | - Amanda Vivo
- Center of Innovation for Complex Chronic Healthcare, Edward Hines JR VA Medical Center, Hines, IL, United States
| | - Ibuola Kale
- Center of Innovation for Complex Chronic Healthcare, Edward Hines JR VA Medical Center, Hines, IL, United States
| | - Ashley M. Hughes
- Department of Biomedical and Health Information Sciences, College of Allied Health, University of Illinois at Chicago, 1919 W. Taylor St, Chicago, IL, United States
| | - Gretchen Gibson
- Veterans Health Administration, Office of Dentistry, Washington DC, United States, United States
| | - M. Marianne Jurasic
- VA Center for Healthcare Organization & Implementation Research, VA Bedford Healthcare System, Bedford, MA, United States
- Boston University Henry M. Goldman School of Dental Medicine, Boston, MA, United States
| | - Charlesnika T. Evans
- Center of Innovation for Complex Chronic Healthcare, Edward Hines JR VA Medical Center, Hines, IL, United States
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
- Center for Health Services & Outcomes Research, Institute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Katie J. Suda
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA, United States
- Division of General Internal Medicine, Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
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Suda KJ, Evans CT, Gibson G, Jurasic MM, Poggensee L, Gonzalez B, Hubbard CC, Vivo A, Cunningham FE, McGregor JC, Gellad WF. Opioid Prescribing by Dentists in the Veterans Health Administration. Am J Prev Med 2022; 63:371-383. [PMID: 35341616 PMCID: PMC9780026 DOI: 10.1016/j.amepre.2022.01.023] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Revised: 12/17/2021] [Accepted: 01/05/2022] [Indexed: 12/25/2022]
Abstract
INTRODUCTION Nonopioid analgesics are more effective for most oral pain, but data suggest that dental prescribing of opioids is excessive. This study evaluates the extent to which opioids exceed recommendations and the characteristics associated with opioid overprescribing by Veterans Health Administration dentists. METHODS This was a national cross-sectional study of Veterans' dental visits from 2015 to 2018. Overprescribing was defined per national guidelines as >120 morphine milligram equivalents (primary outcome). The association of dental visit and patient demographic and medical characteristics was modeled with overprescribing (defined as >120 morphine milligram equivalents) using Poisson regression with clustering by facility and patient. A secondary analysis assessed opioid prescriptions >3 days' supply. The dates of analysis were January 2020‒May 2021. RESULTS Of the 196,595 visits, 28.7% exceeded 120 morphine milligram equivalents. Friday visits and people with chronic oral pain or substance misuse were associated with a higher prevalence of overprescribing. Women, older Veterans, and Black and Latinx Veterans were less likely to be overprescribed than men, younger Veterans, and White Veterans, respectively. Routine dental visits had a higher prevalence of opioid overprescribing than invasive visits. Opioid overprescribing decreased over time. White Veterans were more likely to receive oxycodone and hydrocodone, whereas people of Black race and Latinx ethnicity were more likely to receive codeine and tramadol. In the secondary analysis, 68.5% of opioid prescriptions exceeded a 3-day supply. CONCLUSIONS Nearly 1 in 3 opioids prescribed by Veterans Health Administration dentists exceed guidelines. Prescribing higher potency and quantities of opioids, especially on Fridays and to certain demographic groups, should be addressed as part of dental opioid stewardship programs.
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Affiliation(s)
- Katie J Suda
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, U.S. Department of Veterans Affairs, Pittsburgh, Pennsylvania; Division of General Internal Medicine, Department of Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania.
| | - Charlesnika T Evans
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois; Center for Health Services & Outcomes Research, Institute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Gretchen Gibson
- Veterans Health Administration Office of Dentistry, U.S. Department of Veterans Affairs, Washington, District of Columbia
| | - M Marianne Jurasic
- Veterans Health Administration Office of Dentistry, U.S. Department of Veterans Affairs, Washington, District of Columbia; Boston University Henry M. Goldman School of Dental Medicine, Boston, Massachusetts; Center for Healthcare Organization & Implementation Research, Edith Nourse Rogers Memorial Veterans Hospital, U.S. Department of Veterans Affairs, Bedford, Massachusetts
| | - Linda Poggensee
- Center of Innovation for Complex Chronic Healthcare, Edward Hines, Jr. VA Hospital, U.S. Department of Veterans Affairs, Hines, Illinois
| | - Beverly Gonzalez
- Center of Innovation for Complex Chronic Healthcare, Edward Hines, Jr. VA Hospital, U.S. Department of Veterans Affairs, Hines, Illinois
| | - Colin C Hubbard
- Division of Hospital Medicine, Department of Medicine, University of California San Francisco, San Francisco, California
| | - Amanda Vivo
- Center of Innovation for Complex Chronic Healthcare, Edward Hines, Jr. VA Hospital, U.S. Department of Veterans Affairs, Hines, Illinois
| | - Fran E Cunningham
- Pharmacy Benefits Management Services, U.S. Department of Veterans Affairs, Hines, Illinois
| | | | - Walid F Gellad
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, U.S. Department of Veterans Affairs, Pittsburgh, Pennsylvania; Division of General Internal Medicine, Department of Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania
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Heins SE, Buttorff C, Armstrong C, Pacula RL. Claims-based measures of prescription opioid utilization: A practical guide for researchers. Drug Alcohol Depend 2021; 228:109087. [PMID: 34598101 PMCID: PMC8595838 DOI: 10.1016/j.drugalcdep.2021.109087] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2021] [Revised: 07/14/2021] [Accepted: 08/07/2021] [Indexed: 11/17/2022]
Abstract
BACKGROUND Given the increased attention to the opioid epidemic and the role of inappropriate prescribing, there has been a marked increase in the number of studies using claims data to study opioid use and policies designed to curb misuse. Our objective is to review the medical literature for recent studies that use claims data to construct opioid use measures and to develop a guide for researchers using these measures. METHODS We searched for articles relating to opioid use measured in health insurance claims data using a defined set of search terms for the years 2014-2020. Original research articles based in the United States that used claims-based measures of opioid utilization were included and information on the study population and measures of any opioid use, quantity of opioid use, new opioid use, chronic opioid use, multiple providers, and overlapping prescriptions was abstracted. RESULTS A total of 164 articles met inclusion criteria. Any opioid use was the most commonly included measure, defined by 85 studies. This was followed by quantity of opioids (68 studies), chronic opioid use (53 studies), overlapping prescriptions (28 studies), and multiple providers (8 studies). Each measure contained multiple, distinct definitions with considerable variation in how each was operationalized. CONCLUSIONS Claims-based opioid utilization measures are commonly used in research, but definitions vary significantly from study to study. Researchers should carefully consider which opioid utilization measures and definitions are most appropriate for their study and recognize how different definitions may influence study results.
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Affiliation(s)
| | | | | | - Rosalie Liccardo Pacula
- RAND Corporation, Santa Monica, CA, USA,Schaeffer Center for Health Policy & Economics, University of Southern California
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Ashraf AJ, Gilbert TA, Holmer HK, Cook LJ, Carlson KF. Receipt of Concurrent VA and Non-VA Opioid and Sedative-Hypnotic Prescriptions Among Post-9/11 Veterans With Traumatic Brain Injury. J Head Trauma Rehabil 2021; 36:364-373. [PMID: 34489387 DOI: 10.1097/htr.0000000000000728] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE Receipt of concurrent psychotropic prescription medications from both US Department of Veterans Affairs (VA) and non-VA healthcare providers may increase risk of adverse opioid-related outcomes among veterans with traumatic brain injury (TBI). Little is known about patterns of dual-system opioid or sedative-hypnotic prescription receipt in this population. We estimated the prevalence and patterns of, and risk factors for, VA/non-VA prescription overlap among post-9/11 veterans with TBI receiving opioids from VA providers in Oregon. SETTING Oregon VA and non-VA outpatient care. PARTICIPANTS Post-9/11 veterans in Oregon with TBI who received an opioid prescription from VA providers between the years of 2014 and 2019. DESIGN Historical cohort study. MAIN MEASURES Prescription overlap of VA opioids and non-VA opioids or sedative-hypnotics; proportions of veterans who received VA or non-VA opioid, benzodiazepine, and nonbenzodiazepine sedative-hypnotic prescriptions were also examined by year and by veteran characteristics. RESULTS Among 1036 veterans with TBI receiving opioids from the VA, 210 (20.3%) received an overlapping opioid prescription from a non-VA provider; 5.3% received overlapping benzodiazepines; and none received overlapping nonbenzodiazepine sedative-hypnotics. Proportions of veterans with prescription overlap tended to decrease over time. Veterans with other than urban versus urban addresses (OR = 1.4; 95% CI, 1.0-1.8), high versus medium average annual VA visits (OR = 1.7; 95% CI, 1.1-2.6), and VA service connection of 50% or more versus none/0% to 40% (OR = 4.3; 95% CI, 1.3-14.0) were more likely to have concurrent VA/non-VA prescriptions in bivariable analyses; other than urban remained associated with overlap in multivariable models. Similarly, veterans with comorbid posttraumatic stress disorder diagnoses were more likely to have concurrent VA/non-VA prescriptions in both bivariable and multivariable (OR = 2.1; 95% CI, 1.0-4.1) models. CONCLUSION Among post-9/11 veterans with TBI receiving VA opioids, a considerable proportion had overlapping non-VA prescription medications. Providers and healthcare systems should consider all sources of psychotropic prescriptions, and risk factors for overlapping medications, to help mitigate potentially unsafe medication use among veterans with TBI.
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Affiliation(s)
- Alexandria J Ashraf
- VA HSR&D Center to Improve Veteran Involvement in Care (CIVIC), VA Portland Health Care System, Portland, Oregon (Mss Ashraf and Gilbert and Drs Holmer and Carlson); Oregon Health & Science University, Portland State University School of Public Health, Portland (Ms Ashraf and Dr Carlson); and Division of Critical Care, Department of Pediatrics, University of Utah, Salt Lake City (Dr Cook)
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Moyo P, Zhao X, Thorpe CT, Thorpe JM, Sileanu FE, Cashy JP, Hale JA, Mor MK, Radomski TR, Donohue JM, Hausmann LRM, Hanlon JT, Good CB, Fine MJ, Gellad WF. Dual Receipt of Prescription Opioids From the Department of Veterans Affairs and Medicare Part D and Prescription Opioid Overdose Death Among Veterans: A Nested Case-Control Study. Ann Intern Med 2019; 170:433-442. [PMID: 30856660 PMCID: PMC6736692 DOI: 10.7326/m18-2574] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND More than half of enrollees in the U.S. Department of Veterans Affairs (VA) are also covered by Medicare and can choose to receive their prescriptions from VA or from Medicare-participating providers. Such dual-system care may lead to unsafe opioid use if providers in these 2 systems do not coordinate care or if prescription use is not tracked between systems. OBJECTIVE To evaluate the association between dual-system opioid prescribing and death from prescription opioid overdose. DESIGN Nested case-control study. SETTING VA and Medicare Part D. PARTICIPANTS Case and control patients were identified from all veterans enrolled in both VA and Part D who filled at least 1 opioid prescription from either system. The 215 case patients who died of a prescription opioid overdose in 2012 or 2013 were matched (up to 1:4) with 833 living control patients on the basis of date of death (that is, index date), using age, sex, race/ethnicity, disability, enrollment in Medicaid or low-income subsidies, managed care enrollment, region and rurality of residence, and a medication-based measure of comorbid conditions. MEASUREMENTS The exposure was the source of opioid prescriptions within 6 months of the index date, categorized as VA only, Part D only, or VA and Part D (that is, dual use). The outcome was unintentional or undetermined-intent death from prescription opioid overdose, identified from the National Death Index. The association between this outcome and source of opioid prescriptions was estimated using conditional logistic regression with adjustment for age, marital status, prescription drug monitoring programs, and use of other medications. RESULTS Among case patients, the mean age was 57.3 years (SD, 9.1), 194 (90%) were male, and 181 (84%) were non-Hispanic white. Overall, 60 case patients (28%) and 117 control patients (14%) received dual opioid prescriptions. Dual users had significantly higher odds of death from prescription opioid overdose than those who received opioids from VA only (odds ratio [OR], 3.53 [95% CI, 2.17 to 5.75]; P < 0.001) or Part D only (OR, 1.83 [CI, 1.20 to 2.77]; P = 0.005). LIMITATION Data are from 2012 to 2013 and cannot capture prescriptions obtained outside the VA or Medicare Part D systems. CONCLUSION Among veterans enrolled in VA and Part D, dual use of opioid prescriptions was independently associated with death from prescription opioid overdose. This risk factor for fatal overdose among veterans underscores the importance of care coordination across health care systems to improve opioid prescribing safety. PRIMARY FUNDING SOURCE U.S. Department of Veterans Affairs.
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Affiliation(s)
- Patience Moyo
- Brown University School of Public Health, Providence, Rhode Island (P.M.)
| | - Xinhua Zhao
- VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania (X.Z., F.E.S., J.P.C., J.A.H.)
| | - Carolyn T Thorpe
- VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania, and University of North Carolina Eshelman School of Pharmacy, Chapel Hill, North Carolina (C.T.T., J.M.T.)
| | - Joshua M Thorpe
- VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania, and University of North Carolina Eshelman School of Pharmacy, Chapel Hill, North Carolina (C.T.T., J.M.T.)
| | - Florentina E Sileanu
- VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania (X.Z., F.E.S., J.P.C., J.A.H.)
| | - John P Cashy
- VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania (X.Z., F.E.S., J.P.C., J.A.H.)
| | - Jennifer A Hale
- VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania (X.Z., F.E.S., J.P.C., J.A.H.)
| | - Maria K Mor
- VA Pittsburgh Healthcare System and University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania (M.K.M., J.M.D.)
| | - Thomas R Radomski
- VA Pittsburgh Healthcare System and University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania (T.R.R., L.R.H., M.J.F.)
| | - Julie M Donohue
- VA Pittsburgh Healthcare System and University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania (M.K.M., J.M.D.)
| | - Leslie R M Hausmann
- VA Pittsburgh Healthcare System and University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania (T.R.R., L.R.H., M.J.F.)
| | - Joseph T Hanlon
- University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania; VA Pittsburgh Healthcare System and University of Pittsburgh, Pittsburgh, Pennsylvania (J.T.H.)
| | - Chester B Good
- VA Pittsburgh Healthcare System, University of Pittsburgh School of Medicine, and UPMC Health Plan, Pittsburgh, Pennsylvania (C.B.G.)
| | - Michael J Fine
- VA Pittsburgh Healthcare System and University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania (T.R.R., L.R.H., M.J.F.)
| | - Walid F Gellad
- VA Pittsburgh Healthcare System, and University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania (W.F.G.)
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Carico R, Zhao X, Thorpe CT, Thorpe JM, Sileanu FE, Cashy JP, Hale JA, Mor MK, Radomski TR, Hausmann LRM, Donohue JM, Suda KJ, Stroupe K, Hanlon JT, Good CB, Fine MJ, Gellad WF. Receipt of Overlapping Opioid and Benzodiazepine Prescriptions Among Veterans Dually Enrolled in Medicare Part D and the Department of Veterans Affairs: A Cross-sectional Study. Ann Intern Med 2018; 169:593-601. [PMID: 30304353 PMCID: PMC6219924 DOI: 10.7326/m18-0852] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/23/2023] Open
Abstract
BACKGROUND Overlapping use of opioids and benzodiazepines is associated with increased risk for overdose. Veterans receiving medications concurrently from the U.S. Department of Veterans Affairs (VA) and Medicare may be at higher risk for such overlap. OBJECTIVE To assess the association between dual use of VA and Medicare drug benefits and receipt of overlapping opioid and benzodiazepine prescriptions. DESIGN Cross-sectional. SETTING VA and Medicare. PARTICIPANTS All veterans enrolled in VA and Medicare Part D who filled at least 2 opioid prescriptions in 2013 (n = 368 891). MEASUREMENTS Outcomes were the proportion of patients with a Pharmacy Quality Alliance (PQA) measure of opioid-benzodiazepine overlap (≥2 filled prescriptions for benzodiazepines with ≥30 days of overlap with opioids) and the proportion of patients with high-dose opioid-benzodiazepine overlap (≥30 days of overlap with a daily opioid dose >120 morphine milligram equivalents). Augmented inverse probability weighting regression was used to compare these measures by prescription drug source: VA only, Medicare only, or VA and Medicare (dual use). RESULTS Of 368 891 eligible veterans, 18.3% received prescriptions from the VA only, 30.3% from Medicare only, and 51.4% from both VA and Medicare. The proportion with PQA opioid-benzodiazepine overlap was larger for the dual-use group than the VA-only group (23.1% vs. 17.3%; adjusted risk ratio [aRR], 1.27 [95% CI, 1.24 to 1.30]) and Medicare-only group (23.1% vs. 16.5%; aRR, 1.12 [CI, 1.10 to 1.14]). The proportion with high-dose overlap was also larger for the dual-use group than the VA-only group (4.7% vs. 2.3%; aRR, 2.23 [CI, 2.10 to 2.36]) and Medicare-only group (4.7% vs. 2.9%; aRR, 1.06 [CI, 1.02 to 1.11]). LIMITATION Data are from 2013 and cannot capture medications purchased without insurance; unmeasured confounding may remain in this cross-sectional study. CONCLUSION Among a national cohort of veterans dually enrolled in VA and Medicare, receiving prescriptions from both sources was associated with greater risk for receiving potentially unsafe overlapping prescriptions for opioids and benzodiazepines. PRIMARY FUNDING SOURCE U.S. Department of Veterans Affairs.
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Affiliation(s)
- Ron Carico
- VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania (R.C., X.Z., F.E.S., J.P.C., J.A.H.)
| | - Xinhua Zhao
- VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania (R.C., X.Z., F.E.S., J.P.C., J.A.H.)
| | - Carolyn T Thorpe
- VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania, and University of North Carolina School of Pharmacy, Chapel Hill, North Carolina (C.T.T., J.M.T.)
| | - Joshua M Thorpe
- VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania, and University of North Carolina School of Pharmacy, Chapel Hill, North Carolina (C.T.T., J.M.T.)
| | - Florentina E Sileanu
- VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania (R.C., X.Z., F.E.S., J.P.C., J.A.H.)
| | - John P Cashy
- VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania (R.C., X.Z., F.E.S., J.P.C., J.A.H.)
| | - Jennifer A Hale
- VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania (R.C., X.Z., F.E.S., J.P.C., J.A.H.)
| | - Maria K Mor
- VA Pittsburgh Healthcare System and University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania (M.K.M., J.M.D.)
| | - Thomas R Radomski
- VA Pittsburgh Healthcare System and University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania (T.R.R., L.R.H., M.J.F., W.F.G.)
| | - Leslie R M Hausmann
- VA Pittsburgh Healthcare System and University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania (T.R.R., L.R.H., M.J.F., W.F.G.)
| | - Julie M Donohue
- VA Pittsburgh Healthcare System and University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania (M.K.M., J.M.D.)
| | - Katie J Suda
- University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania; Edward Hines, Jr. VA Hospital and University of Illinois at Chicago College of Pharmacy, Chicago, Illinois (K.J.S.)
| | - Kevin Stroupe
- Edward Hines, Jr. VA Hospital, Chicago, Illinois (K.S.)
| | - Joseph T Hanlon
- VA Pittsburgh Healthcare System, University of Pittsburgh School of Medicine, and University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania (J.T.H.)
| | - Chester B Good
- VA Pittsburgh Healthcare System, University of Pittsburgh School of Medicine, and UPMC Health Plan, Pittsburgh, Pennsylvania (C.B.G.)
| | - Michael J Fine
- VA Pittsburgh Healthcare System and University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania (T.R.R., L.R.H., M.J.F., W.F.G.)
| | - Walid F Gellad
- VA Pittsburgh Healthcare System and University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania (T.R.R., L.R.H., M.J.F., W.F.G.)
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Carlson KF, Gilbert TA, Morasco BJ, Wright D, Otterloo JV, Herrndorf A, Cook LJ. Linkage of VA and State Prescription Drug Monitoring Program Data to Examine Concurrent Opioid and Sedative-Hypnotic Prescriptions among Veterans. Health Serv Res 2018; 53 Suppl 3:5285-5308. [PMID: 30088271 DOI: 10.1111/1475-6773.13025] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
OBJECTIVE To examine the prevalence of concurrent Veterans Health Administration (VA) and non-VA prescriptions for opioids and sedative-hypnotic medications among post-9/11 veterans in Oregon. DATA SOURCES VA health care and prescription data were probabilistically linked with Oregon Prescription Drug Monitoring Program (PDMP) data. STUDY DESIGN This retrospective cohort study examined concurrent prescriptions among n = 19,959 post-9/11 veterans, by year (2014-2016) and by patient demographic and clinical characteristics. Veterans were included in the cohort for years in which they received VA outpatient care; those receiving hospice or palliative care were excluded. Concurrent prescriptions were defined as ≥1 days of overlap between outpatient prescriptions for opioids and/or sedative-hypnotics (categorized as benzodiazepines vs. non-benzodiazepines). PRINCIPAL FINDINGS Among 5,882 veterans who filled opioid or sedative-hypnotic prescriptions at VA pharmacies, 1,036 (17.6 percent) filled concurrent prescriptions from non-VA pharmacies. Within drug class, 15.1, 8.8, and 4.6 percent received concurrent VA and non-VA opioids, benzodiazepines, and non-benzodiazepines, respectively. Veteran demographics and clinical diagnoses were associated with the likelihood of concurrent prescriptions, as was enrollment in the Veterans Choice Program. CONCLUSIONS A considerable proportion of post-9/11 veterans receiving VA care in Oregon filled concurrent prescriptions for opioids and sedative-hypnotics. Fragmentation of care may contribute to prescription drug overdose risk among veterans.
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Affiliation(s)
- Kathleen F Carlson
- HSR&D Center to Improve Veteran Involvement in Care (CIVIC), VA Portland Health Care System, Portland, OR.,Oregon Health and Science University - Portland State University School of Public Health, Portland, OR
| | - Tess A Gilbert
- HSR&D Center to Improve Veteran Involvement in Care (CIVIC), VA Portland Health Care System, Portland, OR
| | - Benjamin J Morasco
- HSR&D Center to Improve Veteran Involvement in Care (CIVIC), VA Portland Health Care System, Portland, OR.,Department of Psychiatry, Oregon Health and Science University, Portland, OR
| | - Dagan Wright
- Oregon Health and Science University - Portland State University School of Public Health, Portland, OR.,OCHIN, Portland, OR
| | - Joshua Van Otterloo
- Prescription Drug Monitoring Program, Public Health Division, Oregon Health Authority, Portland, OR
| | - Aldona Herrndorf
- HSR&D Center to Improve Veteran Involvement in Care (CIVIC), VA Portland Health Care System, Portland, OR
| | - Lawrence J Cook
- Department of Pediatrics, Division of Critical Care, University of Utah, Salt Lake City, UT
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9
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Radomski TR, Bixler FR, Zickmund SL, Roman KM, Thorpe CT, Hale JA, Sileanu FE, Hausmann LRM, Thorpe JM, Suda KJ, Stroupe KT, Gordon AJ, Good CB, Fine MJ, Gellad WF. Physicians' Perspectives Regarding Prescription Drug Monitoring Program Use Within the Department of Veterans Affairs: a Multi-State Qualitative Study. J Gen Intern Med 2018. [PMID: 29520747 PMCID: PMC6082216 DOI: 10.1007/s11606-018-4374-1] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
BACKGROUND The Department of Veterans Affairs (VA) has implemented robust strategies to monitor prescription opioid dispensing, but these strategies have not accounted for opioids prescribed by non-VA providers. State-based prescription drug monitoring programs (PDMPs) are a potential tool to identify VA patients' receipt of opioids from non-VA prescribers, and recent legislation requires their use within VA. OBJECTIVE To evaluate VA physicians' perspectives and experiences regarding use of PDMPs to monitor Veterans' receipt of opioids from non-VA prescribers. DESIGN Qualitative study using semi-structured interviews. PARTICIPANTS Forty-two VA primary care physicians who prescribed opioids to 15 or more Veterans in 2015. We sampled physicians from two states with PDMPs (Massachusetts and Illinois) and one without prescriber access to a PDMP at the time of the interviews (Pennsylvania). APPROACH From February to August 2016, we conducted semi-structured telephone interviews that addressed the following topics regarding PDMPs: overall experiences, barriers to optimal use, and facilitators to improve use. KEY RESULTS VA physicians broadly supported use of PDMPs or desired access to one, while exhibiting varying patterns of PDMP use dictated by state laws and their clinical judgment. Physicians noted administrative burdens and incomplete or unavailable prescribing data as key barriers to PDMP use. To facilitate use, physicians endorsed (1) linking PDMPs with the VA electronic health record, (2) using templated notes to document PDMP use, and (3) delegating routine PDMP queries to ancillary staff. CONCLUSIONS Despite the time and administrative burdens associated with their use, VA physicians in our study broadly supported PDMPs. The application of our findings to ongoing PDMP implementation efforts may strengthen PDMP use both within and outside VA and improve the safe prescribing of opioids.
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Affiliation(s)
- Thomas R Radomski
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA, USA. .,Division of General Internal Medicine, Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. .,Center for Research on Healthcare, Pittsburgh, PA, USA.
| | - Felicia R Bixler
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA, USA
| | | | - KatieLynn M Roman
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA, USA
| | - Carolyn T Thorpe
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA, USA.,Department of Pharmacy and Therapeutics, University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA
| | - Jennifer A Hale
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA, USA
| | - Florentina E Sileanu
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA, USA
| | - Leslie R M Hausmann
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA, USA.,Division of General Internal Medicine, Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Joshua M Thorpe
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA, USA.,Department of Pharmacy and Therapeutics, University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA
| | | | | | - Adam J Gordon
- VA Salt Lake City Healthcare System, Salt Lake City, UT, USA
| | - Chester B Good
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA, USA.,Division of General Internal Medicine, Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.,Department of Pharmacy and Therapeutics, University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA
| | - Michael J Fine
- Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA, USA.,Division of General Internal Medicine, Department of 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, USA.,Division of General Internal Medicine, Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
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10
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Sayuk GS, Kanuri N, Gyawali CP, Gott BM, Nix BD, Rosenheck RA. Opioid medication use in patients with gastrointestinal diagnoses vs unexplained gastrointestinal symptoms in the US Veterans Health Administration. Aliment Pharmacol Ther 2018; 47:784-791. [PMID: 29327358 DOI: 10.1111/apt.14503] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/13/2017] [Revised: 08/05/2017] [Accepted: 12/15/2017] [Indexed: 12/12/2022]
Abstract
BACKGROUND While opioid prescriptions have increased alarmingly in the United States (US), their use for unexplained chronic gastrointestinal (GI) pain (eg, irritable bowel syndrome) carries an especially high risk for adverse effects and questionable benefit. AIM To compare opioid use among US veterans with structural GI diagnoses (SGID) and those with unexplained GI symptoms or functional GI diagnoses (FGID), a group for whom opioids have no accepted role. METHODS Veterans Health Administration (VHA) administrative data from fiscal year 2012 were used to identify veterans with diagnostic codes recorded for SGID and FGID. This cohort study examined VHA pharmacy data to compare groups receiving ≥ 1 opioid prescription during the year and number of prescriptions filled. Bivariate and multiple logistic regression analyses adjusted for potential confounding factors (demographics, medical diagnoses, social factors) and identified potential mediators (service use, psychiatric comorbidity) of opioid use in these groups. RESULTS A greater proportion of veterans with FGID received an opioid prescription during fiscal year 2012 (36.0% of 272 431) compared to only 28.9% of 1 223 744 in the SGID group (Relative Risk [RR] = 1.25). In multivariate logistic regression, personality disorders and drug abuse (OR 1.23 for each group), recent homelessness (OR 1.22), psychotropic medication fills (OR 1.55) and emergency department encounters (OR 1.21) were independently associated with opioid prescription use. CONCLUSIONS Despite the potential for adverse consequences, opioids more often are prescribed for veterans with chronic, unexplained GI symptoms compared to those with structural diagnoses. Psychiatric comorbidities and frequent healthcare encounters mediate some of the opioid use risk.
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Affiliation(s)
- G S Sayuk
- Division of Gastroenterology, Washington University School of Medicine, St. Louis, MO, USA.,Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA.,Gastroenterology Section, John Cochran Veterans Affairs Medical Center, St. Louis, MO, USA
| | - N Kanuri
- Division of Gastroenterology, Washington University School of Medicine, St. Louis, MO, USA
| | - C P Gyawali
- Division of Gastroenterology, Washington University School of Medicine, St. Louis, MO, USA
| | - B M Gott
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA
| | - B D Nix
- Division of Gastroenterology, Washington University School of Medicine, St. Louis, MO, USA
| | - R A Rosenheck
- Department of Veterans Affairs, New England Mental Illness Research, Education, and Clinical Center, West Haven, CT, USA.,Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA
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11
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Hatch MN, Raad J, Suda K, Stroupe KT, Hon AJ, Smith BM. Evaluating the Use of Medicare Part D in the Veteran Population With Spinal Cord Injury/Disorder. Arch Phys Med Rehabil 2018; 99:1099-1107. [PMID: 29425699 DOI: 10.1016/j.apmr.2017.12.036] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2017] [Revised: 12/05/2017] [Accepted: 12/22/2017] [Indexed: 11/28/2022]
Abstract
OBJECTIVE To examine the different sources of medications, the most common drug classes filled, and the characteristics associated with Medicare Part D pharmacy use in veterans with spinal cord injury/disorder (SCI/D). DESIGN Retrospective, cross-sectional, observational study. SETTING Outpatient clinics and pharmacies. PARTICIPANTS Veterans (N=13,442) with SCI/D using Medicare or Veteran Affairs pharmacy benefits. INTERVENTIONS Not applicable. MAIN OUTCOME MEASURES Characteristics and top 10 most common drug classes were examined in veterans who (1) used VA pharmacies only; (2) used both VA and Medicare Part D pharmacies; or (3) used Part D pharmacies only. Chi-square tests and multinomial logistic regression analyses were used to determine associations between various patient variables and source of medications. Patient level frequencies were used to determine the most common drug classes. RESULTS A total of 13,442 veterans with SCI/D were analyzed in this study: 11,788 (87.7%) used VA pharmacies only, 1281 (9.5%) used both VA and Part D pharmacies, and 373 (2.8%) used Part D pharmacies only. Veterans older than 50 years were more likely to use Part D pharmacies, whereas those with traumatic injury, or secondary conditions, were less associated with the use of Part D pharmacies. Opioids were the most frequently filled drug class across all groups. Other frequently used drug classes included skeletal muscle relaxants, gastric medications, antidepressants (other category), anticonvulsants, and antilipemics. CONCLUSIONS Approximately 12% of veterans with SCI/D are receiving medication outside the VA system. Polypharmacy in this population of veterans is relatively high, emphasizing the importance of health information exchange between systems for improved care for this medically complex population.
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Affiliation(s)
- Maya N Hatch
- Spinal Cord Injury and Disorders Center, Long Beach Veterans Affairs Medical Center, Long Beach, CA
| | - Jason Raad
- Center for Management of Complex Chronic Care, Edward Hines Jr. VA Hospital, Chicago, IL
| | - Katie Suda
- Center for Management of Complex Chronic Care, Edward Hines Jr. VA Hospital, Chicago, IL
| | - Kevin T Stroupe
- Center for Management of Complex Chronic Care, Edward Hines Jr. VA Hospital, Chicago, IL
| | - Alice J Hon
- Spinal Cord Injury and Disorders Center, Long Beach Veterans Affairs Medical Center, Long Beach, CA
| | - Bridget M Smith
- Center for Management of Complex Chronic Care, Edward Hines Jr. VA Hospital, Chicago, IL; Institute for Healthcare Studies, Feinberg School of Medicine, Northwestern University, Chicago, IL.
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12
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Gellad WF, Thorpe JM, Zhao X, Thorpe CT, Sileanu FE, Cashy JP, Hale JA, Mor MK, Radomski TR, Hausmann LRM, Donohue JM, Gordon AJ, Suda KJ, Stroupe KT, Hanlon JT, Cunningham FE, Good CB, Fine MJ. Impact of Dual Use of Department of Veterans Affairs and Medicare Part D Drug Benefits on Potentially Unsafe Opioid Use. Am J Public Health 2017; 108:248-255. [PMID: 29267065 DOI: 10.2105/ajph.2017.304174] [Citation(s) in RCA: 52] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
OBJECTIVES To estimate the prevalence and consequences of receiving prescription opioids from both the Department of Veterans Affairs (VA) and Medicare Part D. METHODS Among US veterans enrolled in both VA and Part D filling 1 or more opioid prescriptions in 2012 (n = 539 473), we calculated 3 opioid safety measures using morphine milligram equivalents (MME): (1) proportion receiving greater than 100 MME for 1 or more days, (2) mean days receiving greater than 100 MME, and (3) proportion receiving greater than 120 MME for 90 consecutive days. We compared these measures by opioid source. RESULTS Overall, 135 643 (25.1%) veterans received opioids from VA only, 332 630 (61.7%) from Part D only, and 71 200 (13.2%) from both. The dual-use group was more likely than the VA-only group to receive greater than 100 MME for 1 or more days (34.3% vs 10.9%; adjusted risk ratio [ARR] = 3.0; 95% confidence interval [CI] = 2.9, 3.1), have more days with greater than 100 MME (42.5 vs 16.9 days; adjusted difference = 16.4 days; 95% CI = 15.7, 17.2), and to receive greater than 120 MME for 90 consecutive days (7.8% vs 3.1%; ARR = 2.2; 95% CI = 2.1, 2.3). CONCLUSIONS Among veterans dually enrolled in VA and Medicare Part D, dual use of opioids was associated with more than 2 to 3 times the risk of high-dose opioid exposure.
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Affiliation(s)
- Walid F Gellad
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Joshua M Thorpe
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Xinhua Zhao
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Carolyn T Thorpe
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Florentina E Sileanu
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - John P Cashy
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Jennifer A Hale
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Maria K Mor
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Thomas R Radomski
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Leslie R M Hausmann
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Julie M Donohue
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Adam J Gordon
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Katie J Suda
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Kevin T Stroupe
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Joseph T Hanlon
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Francesca E Cunningham
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Chester B Good
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
| | - Michael J Fine
- Walid F. Gellad, Joshua M. Thorpe, Xinhua Zhao, Carolyn T. Thorpe, Florentina E. Sileanu, John P. Cashy, Jennifer A. Hale, Maria K. Mor, Thomas R. Radomski, Leslie R. M. Hausmann, Adam J. Gordon, Joseph T. Hanlon, and Michael J. Fine are with the Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, Pittsburgh, PA. Julie M. Donohue is with the Department of Health Policy and Management, Graduate School of Public Health, University of Pittsburgh. Katie J. Suda and Kevin T. Stroupe are with the Center of Innovation for Complex Chronic Care, Hines VA Hospital, Chicago, IL. Francesca E. Cunningham and Chester B. Good are with the Department of Veterans Affairs, Pharmacy Benefits Management Services, VA Center for Medication Safety, Chicago
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