1
|
Rawy M, Abdalla G, Look K. Polysubstance mortality trends in White and Black Americans during the opioid epidemic, 1999-2018. BMC Public Health 2024; 24:112. [PMID: 38184563 PMCID: PMC10771660 DOI: 10.1186/s12889-023-17563-x] [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: 10/15/2022] [Accepted: 12/21/2023] [Indexed: 01/08/2024] Open
Abstract
BACKGROUND Psychoactive drug combinations are increasingly contributing to overdose deaths among White and Black Americans. To understand the evolving nature of overdose crisis, inform policies, and develop tailored and equitable interventions, this study provides a comprehensive assessment of polysubstance mortality trends by race and sex during the opioid epidemic. METHODS We used serial cross-sectional US mortality data for White and Black populations from 1999 through 2018 to calculate annual age-adjusted death rates (AADR) involving any opioid, opioid subtypes, benzodiazepines, cocaine, psychostimulants, or combinations of these drugs, stratified by race and sex. Trend changes in AADR were analyzed using joinpoint regression models and expressed as average annual percent change (AAPC) during each period of the three waves of the opioid epidemic: 1999-2010 (wave 1), 2010-2013 (wave 2), and 2013-2018 (wave 3). Prevalence measures assessed the percent co-involvement of an investigated drug in the overall death from another drug. RESULTS Polysubstance mortality has shifted from a modest rise in death rates due to benzodiazepine-opioid overdoses among White persons (wave 1) to a substantial increase in death rates due to illicit drug combinations impacting both White and Black populations (wave 3). Concurrent cocaine-opioid use had the highest polysubstance mortality rates in 2018 among Black (5.28 per 100,000) and White (3.53 per 100,000) persons. The steepest increase in death rates during wave 3 was observed across all psychoactive drugs when combined with synthetic opioids in both racial groups. Since 2013, Black persons have died faster from cocaine-opioid and psychostimulant-opioid overdoses. Between 2013 and 2018, opioids were highly prevalent in cocaine-related deaths, increasing by 33% in White persons compared to 135% in Blacks. By 2018, opioids contributed to approximately half of psychostimulant and 85% of benzodiazepine fatal overdoses in both groups. The magnitude and type of drug combinations with the highest death rates differed by race and sex, with Black men exhibiting the highest overdose burden beginning in 2013. CONCLUSIONS The current drug crisis should be considered in the context of polysubstance use. Effective measures and policies are needed to curb synthetic opioid-involved deaths and address disparate mortality rates in Black communities.
Collapse
Affiliation(s)
- Marwa Rawy
- University of Wisconsin-Madison, Madison, USA.
| | | | - Kevin Look
- University of Wisconsin-Madison, Madison, USA
| |
Collapse
|
2
|
Clement A, Pezel T, Lequipar A, Guiraud-Chaumeil P, Singh M, Poinsignon H, El Beze N, Gall E, Goncalves T, Lafont A, Henry P, Dillinger JG. [Recreative drug use and cardiovascular disease]. Ann Cardiol Angeiol (Paris) 2023; 72:101638. [PMID: 37738755 DOI: 10.1016/j.ancard.2023.101638] [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: 08/07/2023] [Accepted: 08/08/2023] [Indexed: 09/24/2023]
Abstract
Widely spread, and continuously increasing, recreational drug use in general population has been associated with cardiovascular events, as illustrated by clinical studies and supported by a pathophysiological rationale. Understanding the cardiovascular effects of drugs, screening, and secondary prevention are crucial components in the management of those patients in cardiology.
Collapse
Affiliation(s)
- Arthur Clement
- Université Paris Cité, Department of Cardiology, Hôpital Lariboisière, Assistance Publique-Hôpitaux de Paris, Inserm U-942, 75010 Paris, France
| | - Theo Pezel
- Université Paris Cité, Department of Cardiology, Hôpital Lariboisière, Assistance Publique-Hôpitaux de Paris, Inserm U-942, 75010 Paris, France
| | - Antoine Lequipar
- Université Paris Cité, Department of Cardiology, Hôpital Lariboisière, Assistance Publique-Hôpitaux de Paris, Inserm U-942, 75010 Paris, France
| | - Paul Guiraud-Chaumeil
- Université Paris Cité, Department of Cardiology, Hôpital Lariboisière, Assistance Publique-Hôpitaux de Paris, Inserm U-942, 75010 Paris, France
| | - Manveer Singh
- Université Paris Cité, Department of Cardiology, Hôpital Lariboisière, Assistance Publique-Hôpitaux de Paris, Inserm U-942, 75010 Paris, France
| | - Hugo Poinsignon
- Université Paris Cité, Department of Cardiology, Hôpital Lariboisière, Assistance Publique-Hôpitaux de Paris, Inserm U-942, 75010 Paris, France
| | - Nathan El Beze
- Université Paris Cité, Department of Cardiology, Hôpital Lariboisière, Assistance Publique-Hôpitaux de Paris, Inserm U-942, 75010 Paris, France
| | - Emmanuel Gall
- Université Paris Cité, Department of Cardiology, Hôpital Lariboisière, Assistance Publique-Hôpitaux de Paris, Inserm U-942, 75010 Paris, France
| | - Trecy Goncalves
- Université Paris Cité, Department of Cardiology, Hôpital Lariboisière, Assistance Publique-Hôpitaux de Paris, Inserm U-942, 75010 Paris, France
| | - Alexandre Lafont
- Université Paris Cité, Department of Cardiology, Hôpital Lariboisière, Assistance Publique-Hôpitaux de Paris, Inserm U-942, 75010 Paris, France
| | - Patrick Henry
- Université Paris Cité, Department of Cardiology, Hôpital Lariboisière, Assistance Publique-Hôpitaux de Paris, Inserm U-942, 75010 Paris, France
| | - Jean-Guillaume Dillinger
- Université Paris Cité, Department of Cardiology, Hôpital Lariboisière, Assistance Publique-Hôpitaux de Paris, Inserm U-942, 75010 Paris, France.
| |
Collapse
|
3
|
Abstract
INTRODUCTION The opioid epidemic has evolved into a combined stimulant epidemic, with escalating stimulant and fentanyl-related overdose deaths. Primary care providers are on the frontlines grappling with patients' methamphetamine use. Although effective models exist for treating opioid use disorder in primary care, little is known about current clinical practices for methamphetamine use. METHODS Six semistructured group interviews were conducted with 38 primary care providers. Interviews focused on provider perceptions of patients with methamphetamine use problems and their care. Data were analyzed using inductive and thematic analysis and summarized along the following dimensions: (1) problem identification, (2) clinical management, (3) barriers and facilitators to care, and (4) perceived needs to improve services. RESULTS Primary care providers varied in their approach to identifying and treating patient methamphetamine use. Unlike opioid use disorders, providers reported lacking standardized screening measures and evidence-based treatments, particularly medications, to address methamphetamine use. They seek more standardized screening tools, Food and Drug Administration-approved medications, reliable connections to addiction medicine specialists, and more training. Interest in novel behavioral health interventions suitable for primary care settings was also noteworthy. CONCLUSIONS The findings from this qualitative analysis revealed that primary care providers are using a wide range of tools to screen and treat methamphetamine use, but with little perceived effectiveness. Primary care faces multiple challenges in effectively addressing methamphetamine use among patients singularly or comorbid with opioid use disorders, including the lack of Food and Drug Administration-approved medications, limited patient retention, referral opportunities, funding, and training for methamphetamine use. Focusing on patients' medical issues using a harm reduction, motivational interviewing approach, and linkage with addiction medicine specialists may be the most reasonable options to support primary care in compassionately and effectively managing patients who use methamphetamines.
Collapse
|
4
|
Alpert A, Evans WN, Lieber EMJ, Powell D. ORIGINS OF THE OPIOID CRISIS AND ITS ENDURING IMPACTS. THE QUARTERLY JOURNAL OF ECONOMICS 2022; 137:1139-1179. [PMID: 35832727 PMCID: PMC9272388 DOI: 10.1093/qje/qjab043] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
Overdose deaths involving opioids have increased dramatically since the 1990s, leading to the worst drug overdose epidemic in U.S. history, but there is limited empirical evidence about the initial causes. In this article, we examine the role of the 1996 introduction and marketing of OxyContin as a potential leading cause of the opioid crisis. We leverage cross-state variation in exposure to OxyContin's introduction due to a state policy that substantially limited the drug's early entry and marketing in select states. Recently unsealed court documents involving Purdue Pharma show that state-based triplicate prescription programs posed a major obstacle to sales of OxyContin and suggest that less marketing was targeted to states with these programs. We find that OxyContin distribution was more than 50% lower in "triplicate states" in the years after the drug's launch. Although triplicate states had higher rates of overdose deaths prior to 1996, this relationship flipped shortly after the launch and triplicate states saw substantially slower growth in overdose deaths, continuing even 20 years after OxyContin's introduction. Our results show that the introduction and marketing of OxyContin explain a substantial share of overdose deaths over the past two decades.
Collapse
Affiliation(s)
- Abby Alpert
- University of Pennsylvania and National Bureau of Economic Research, United States
| | - William N Evans
- University of Notre Dame, National Bureau of Economic Research, and Abdul Latif Jameel Poverty Action Lab, United States
| | - Ethan M J Lieber
- University of Notre Dame and National Bureau of Economic Research, United States
| | | |
Collapse
|
5
|
Hazani HM, Naina Mohamed I, Muzaimi M, Mohamed W, Yahaya MF, Teoh SL, Pakri Mohamed RM, Mohamad Isa MF, Abdulrahman SM, Ramadah R, Kamaluddin MR, Kumar J. Goofballing of Opioid and Methamphetamine: The Science Behind the Deadly Cocktail. Front Pharmacol 2022; 13:859563. [PMID: 35462918 PMCID: PMC9021401 DOI: 10.3389/fphar.2022.859563] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Accepted: 03/18/2022] [Indexed: 11/23/2022] Open
Abstract
Globally, millions of people suffer from various substance use disorders (SUD), including mono-and polydrug use of opioids and methamphetamine. Brain regions such as the cingulate cortex, infralimbic cortex, dorsal striatum, nucleus accumbens, basolateral and central amygdala have been shown to play important roles in addiction-related behavioral changes. Clinical and pre-clinical studies have characterized these brain regions and their corresponding neurochemical changes in numerous phases of drug dependence such as acute drug use, intoxication, craving, withdrawal, and relapse. At present, many studies have reported the individual effects of opioids and methamphetamine. However, little is known about their combined effects. Co-use of these drugs produces effects greater than either drug alone, where one decreases the side effects of the other, and the combination produces a prolonged intoxication period or a more desirable intoxication effect. An increasing number of studies have associated polydrug abuse with poorer treatment outcomes, drug-related deaths, and more severe psychopathologies. To date, the pharmacological treatment efficacy for polydrug abuse is vague, and still at the experimental stage. This present review discusses the human and animal behavioral, neuroanatomical, and neurochemical changes underlying both morphine and methamphetamine dependence separately, as well as its combination. This narrative review also delineates the recent advances in the pharmacotherapy of mono- and poly drug-use of opioids and methamphetamine at clinical and preclinical stages.
Collapse
Affiliation(s)
- Hanis Mohammad Hazani
- Department of Physiology, Faculty of Medicine, The National University of Malaysia, Cheras, Malaysia
| | - Isa Naina Mohamed
- Department of Pharmacology, Faculty of Medicine, The National University of Malaysia, Cheras, Malaysia
| | - Mustapha Muzaimi
- Department of Neurosciences, School of Medical Sciences, Universiti Sains Malaysia, Kota Bharu, Malaysia
| | - Wael Mohamed
- Basic Medical Science Department, Kulliyyah of Medicine, International Islamic University Malaysia, Kuantan, Malaysia
- Faculty of Medicine, Department of Clinical Pharmacology, Menoufia University, Shebin El-Kom, Egypt
| | - Mohamad Fairuz Yahaya
- Department of Anatomy, Faculty of Medicine, National University of Malaysia, Cheras, Malaysia
| | - Seong Lin Teoh
- Department of Anatomy, Faculty of Medicine, National University of Malaysia, Cheras, Malaysia
| | | | | | | | - Ravi Ramadah
- National Anti-Drugs Agency Malaysia, Selangor, Malaysia
| | - Mohammad Rahim Kamaluddin
- Centre for Research in Psychology and Human Well-Being, Faculty of Social Sciences and Humanities, The National University of Malaysia, Bangi, Malaysia
| | - Jaya Kumar
- Department of Physiology, Faculty of Medicine, The National University of Malaysia, Cheras, Malaysia
| |
Collapse
|
6
|
Should drug use trends be studied holistically, or piece by piece? THE INTERNATIONAL JOURNAL OF DRUG POLICY 2022; 104:103673. [DOI: 10.1016/j.drugpo.2022.103673] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2021] [Revised: 01/17/2022] [Accepted: 03/24/2022] [Indexed: 11/21/2022]
|
7
|
Mansoor M, McNeil R, Fleming T, Barker A, Vakharia S, Sue K, Ivsins A. Characterizing stimulant overdose: A qualitative study on perceptions and experiences of "overamping". THE INTERNATIONAL JOURNAL OF DRUG POLICY 2022; 102:103592. [PMID: 35114520 PMCID: PMC9381030 DOI: 10.1016/j.drugpo.2022.103592] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Revised: 01/12/2022] [Accepted: 01/13/2022] [Indexed: 11/18/2022]
Abstract
BACKGROUND The dominant focus of North America's current overdose crisis has been opioids, resulting in considerable research and harm reduction efforts to address opioid-related overdose risks. Less attention has been paid to people who use stimulants (PWUS) despite recent increases in stimulant use and stimulant-involved overdoses (i.e., "overamping"). Stimulant users' definitions, risk factors and experiences of, and responses to, overamping are poorly understood, thereby putting PWUS at heightened risk of adverse health outcomes. This study explores how PWUS understand, experience, and respond to overamping. METHODS In-depth qualitative interviews were conducted with 61 PWUS in Vancouver, Canada's Downtown Eastside neighbourhood. Thematic analysis of interviews focused on contextualizing stimulant overdoses, including how PWUS understand, define, experience, and respond to overamping. RESULTS Participants associated overamping experiences with commonly identified signs and symptoms, such as rapid onset, elevated heart rate, incontinence, and audiovisua hallucinations, but also reported more serious indicators of overamping, such as unconsciousness, cardiac arrests and seizures. Our findings demonstrate that, among PWUS, there was no unified understanding of overamping such as with opioid overdose and individual experiences had substantial variation in severity and presentation. This impacted the ability to adequately respond to stimulant overdoses, which were primarily self-managed through methods including stabilizing breathing, polysubstance use, and cold showers. CONCLUSION Given the growing role of stimulants in North America's overdose crisis, there is an urgent need to improve the identification of stimulant overdoses in real world settings. Our findings identify a gap in current understandings of stimulant overdose, and demonstrate the need for public health and harm reduction interventions to better address overamp risk among PWUS, including harm reduction campaigns to disseminate information regarding identifying signs of, and proper responses to, overamping.
Collapse
Affiliation(s)
- Manal Mansoor
- British Columbia Centre on Substance Use, 400-1045 Howe Street, Vancouver, BC V6Z 2A9, Canada; Department of Medicine, University of British Columbia, St. Paul's Hospital, 608-1081 Burrard Street, Vancouver, BC V6Z 1Y6, Canada
| | - Ryan McNeil
- British Columbia Centre on Substance Use, 400-1045 Howe Street, Vancouver, BC V6Z 2A9, Canada; Department of Medicine, University of British Columbia, St. Paul's Hospital, 608-1081 Burrard Street, Vancouver, BC V6Z 1Y6, Canada; School of Medicine, Yale University, 333 Cedar Street, New Haven, CT 06510, United States.
| | - Taylor Fleming
- British Columbia Centre on Substance Use, 400-1045 Howe Street, Vancouver, BC V6Z 2A9, Canada; Interdisciplinary Studies Graduate Program, University of British Columbia, 270-2357 Main Mall, Vancouver, BC V6T 1Z4, Canada
| | - Allison Barker
- British Columbia Centre on Substance Use, 400-1045 Howe Street, Vancouver, BC V6Z 2A9, Canada; Department of Medicine, University of British Columbia, St. Paul's Hospital, 608-1081 Burrard Street, Vancouver, BC V6Z 1Y6, Canada
| | - Sheila Vakharia
- Department of Research and Academic Engagement, Drug Policy Alliance, 131 West 33rd Street, New York, NY 10001, United States
| | - Kimberly Sue
- School of Medicine, Yale University, 333 Cedar Street, New Haven, CT 06510, United States
| | - Andrew Ivsins
- British Columbia Centre on Substance Use, 400-1045 Howe Street, Vancouver, BC V6Z 2A9, Canada; Department of Medicine, University of British Columbia, St. Paul's Hospital, 608-1081 Burrard Street, Vancouver, BC V6Z 1Y6, Canada
| |
Collapse
|
8
|
Feinglass J, Wang JA, Ye J, Tessier R, Kim H. Hospital Care for Opioid use in Illinois, 2016-2019. J Behav Health Serv Res 2021; 48:597-609. [PMID: 33502670 PMCID: PMC7839292 DOI: 10.1007/s11414-020-09748-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/15/2020] [Indexed: 01/11/2023]
Abstract
This study analyzes trends in hospital emergency room visits and admissions for patients with opioid diagnoses seen at 214 hospitals in Illinois over 42 months. Visits were coded hierarchically for opioid overdose, dependence, abuse, or use. Visit rates per 100,000 were stratified by zip code level of poverty. Regression estimates of the likelihood of inpatient admission and death are presented. There were 239,069 visits accounting for almost $5 billion in total charges and over 710,000 inpatient hospital days with less than a 1% death rate. The Illinois opioid epidemic is concentrated in the poorest areas of the Chicago metropolitan area. There was a sharp gradient in visits rates and deaths rates by poverty level area and more than a fivefold difference in hospital deaths. Effective state policy responses should expand to include decriminalization and proven harm reduction strategies such as medically assisted treatment, access to safe syringes, take home naloxone, and supervised safe consumption facilities.
Collapse
Affiliation(s)
- Joe Feinglass
- Division of General Internal Medicine and Geriatrics, Northwestern University Feinberg School of Medicine, General Internal Medicine and Geriatrics, 750 Lakeshore Drive 10th Floor, Chicago, IL, 60611 312 503-6443, USA.
| | - Jessica Ann Wang
- Northwestern University Masters In Public Health Degree Program, 633 St Clair 20th Floor, Chicago, IL, 60611 312 503-0500, USA
| | - Jiancheng Ye
- Health Sciences Integrated PhD Program, Northwestern University Feinberg School of Medicine, 633 St Clair 20th Floor, Chicago, IL, 60611 312 503-5533, USA
| | - Robert Tessier
- Northwestern University Masters In Public Health Degree Program, 633 St Clair 20th Floor, Chicago, IL, 60611 312 503-0500, USA
| | - Howard Kim
- Northwestern University Feinberg School of Medicine, 211 E. Ontario Suite, Chicago, IL, 200 312 694-7000, USA
| |
Collapse
|
9
|
Abouk R, Powell D. Can electronic prescribing mandates reduce opioid-related overdoses? ECONOMICS AND HUMAN BIOLOGY 2021; 42:101000. [PMID: 33865194 PMCID: PMC8222172 DOI: 10.1016/j.ehb.2021.101000] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Revised: 03/01/2021] [Accepted: 04/02/2021] [Indexed: 06/12/2023]
Abstract
As the opioid crisis has escalated, states have enacted numerous policies targeting opioid access and monitoring possible misuse. Recently, the majority of states have passed electronic prescribing mandates for controlled substances. These mandates require that controlled substances be prescribed electronically directly to the pharmacy. The electronic system maintains a rich patient history that prescribers will observe when issuing a prescription while also reducing opportunities for fraud. The first enforced mandate was implemented in New York in March 2016; thus empirical evidence about the effects of such mandates is limited. We study how adoption of the New York e-prescribing mandate affected opioid supply and opioid-related overdoses. We estimate that the mandate reduced the rate of overdoses involving natural and semi-synthetic opioids by 22 %. We find little evidence of any corresponding changes in overdose rates involving illicit opioids.
Collapse
Affiliation(s)
- Rahi Abouk
- William Paterson University, United States.
| | | |
Collapse
|
10
|
Ranka S, Dalia T, Acharya P, Taduru SS, Pothuru S, Mahmood U, Stack B, Shah Z, Gupta K. Comparison of Hospitalization Trends and Outcomes in Acute Myocardial Infarction Patients With Versus Without Opioid Use Disorder. Am J Cardiol 2021; 145:18-24. [PMID: 33454349 DOI: 10.1016/j.amjcard.2020.12.077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Revised: 12/21/2020] [Accepted: 12/29/2020] [Indexed: 11/18/2022]
Abstract
Discrepancies in medical care are well known to adversely affect patients with opioid abuse disorders (OUD), including management and outcomes of acute myocardial infarction (AMI) in patients with OUD. We used the National Inpatient Sample was queried from January 2006 to September 2015 to identify all patients ≥18 years admitted with a primary diagnosis of AMI (weighted N = 13,030; unweighted N = 2,670) and concomitant OUD. Patients using other nonopiate illicit drugs were excluded. Propensity matching (1:1) yielded 2,253 well-matched pairs in which intergroup comparison of invasive revascularization strategies and cardiac outcomes were performed. The prevalence of OUD patients with AMI over the last decade has doubled, from 163 (2006) to 326 cases (2015) per 100,000 admissions for AMI. The OUD group underwent less cardiac catheterization (63.2% vs 72.2%; p <0.001), percutaneous coronary intervention (37.0% vs 48.5%; p <0.001) and drug-eluting stent placement (32.3% vs 19.5%; p <0.001) compared with non-OUD. No differences in in-hospital mortality/cardiogenic shock were noted. Among subgroup of ST-elevation myocardial infarction patients (26.2% of overall cohort), the OUD patients were less likely to receive percutaneous coronary intervention (67.9% vs 75.5%; p = 0.002), drug-eluting stent (31.4% vs 47.9%; p <0.001) with a significantly higher mortality (7.4% vs 4.3%), and cardiogenic shock (11.7% vs 7.9%). No differences in the frequency of coronary bypass grafting were noted in AMI or its subgroups. In conclusion, OUD patients presenting with AMI receive less invasive treatment compared with those without OUD. OUD patients presenting with ST-elevation myocardial infarction have worse in-hospital outcomes with increased mortality and cardiogenic shock.
Collapse
Affiliation(s)
- Sagar Ranka
- Department of Cardiovascular Medicine, The University of Kansas Health System, University of Kansas School of Medicine, Kansas City, Kansas
| | - Tarun Dalia
- Department of Cardiovascular Medicine, The University of Kansas Health System, University of Kansas School of Medicine, Kansas City, Kansas
| | - Prakash Acharya
- Department of Cardiovascular Medicine, The University of Kansas Health System, University of Kansas School of Medicine, Kansas City, Kansas
| | - Siva Sagar Taduru
- Department of Cardiovascular Medicine, The University of Kansas Health System, University of Kansas School of Medicine, Kansas City, Kansas
| | | | - Uzair Mahmood
- Department of Medicine, The University of Kansas Health System, Kansas City, Kansas
| | - Brianna Stack
- Kansas University School of Medicine, Kansas City, Kansas
| | - Zubair Shah
- Department of Cardiovascular Medicine, The University of Kansas Health System, University of Kansas School of Medicine, Kansas City, Kansas
| | - Kamal Gupta
- Department of Cardiovascular Medicine, The University of Kansas Health System, University of Kansas School of Medicine, Kansas City, Kansas.
| |
Collapse
|
11
|
Liebling EJ, Perez JJS, Litterer MM, Greene C. Implementing hospital-based peer recovery support services for substance use disorder. THE AMERICAN JOURNAL OF DRUG AND ALCOHOL ABUSE 2021; 47:229-237. [PMID: 33216634 DOI: 10.1080/00952990.2020.1841218] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
BACKGROUND The rise in drug overdose deaths in the United States necessitates novel approaches to reduce harms. In response, peer recovery support services for substance use disorder have been implemented in clinical and community settings in several states. OBJECTIVES This descriptive analysis aimed to describe the implementation of hospital-based peer recovery support services for substance use disorder. METHODS We describe the implementation of the Peer Recovery Program, which delivers recovery support services 24 hours a day, seven days a week, for patients with substance use disorder in emergency departments and inpatient settings across 20 hospitals. We report program, patient, and referral characteristics and program process measures. RESULTS From 2016 to 2019, Recovery Specialists received referrals during 30,263 patient visits. In 2019, 65.4% (n = 7,564) of patients were male. Across three subsamples of referrals, patient acceptance of continued recovery support services ranged from 74.8% to 83.0%. At affiliated hospitals in 2019, the median response time from referral to Recovery Specialist arrival at patient bedside was eight minutes (interquartile range = 4-16), and the median duration of initial bedside consultation was 35 minutes (interquartile range = 25-45). In 2019, Recovery Specialists and Patient Navigators attempted 113,442 follow-up contacts, and patients accepted 4,696 referrals provided by Patient Navigators to substance use disorder treatment and other medical, social, and recovery services and supports. CONCLUSIONS This study describes peer recovery support services for substance use disorder delivered in emergency departments and inpatient settings. Evidence of improved patient outcomes is needed prior to widespread adoption.
Collapse
Affiliation(s)
- Elliott J Liebling
- Institute for Prevention and Recovery, RWJBarnabas Health, Eatontown, NJ, USA
| | | | - Michael M Litterer
- Institute for Prevention and Recovery, RWJBarnabas Health, Eatontown, NJ, USA
| | - Connie Greene
- Institute for Prevention and Recovery, RWJBarnabas Health, Eatontown, NJ, USA
| |
Collapse
|
12
|
Figgatt MC, Austin AE, Cox ME, Proescholdbell S, Marshall SW, Naumann RB. Trends in unintentional polysubstance overdose deaths and individual and community correlates of polysubstance overdose, North Carolina, 2009-2018. Drug Alcohol Depend 2021; 219:108504. [PMID: 33429292 PMCID: PMC8126267 DOI: 10.1016/j.drugalcdep.2020.108504] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Revised: 11/13/2020] [Accepted: 12/13/2020] [Indexed: 11/17/2022]
Abstract
BACKGROUND Polysubstance involvement is increasing among fatal drug overdoses. However, little is known about the epidemiology of polysubstance drug overdoses. This paper describes emerging trends in unintentional polysubstance overdose deaths in North Carolina (NC) and examines associations with individual and community factors. METHODS Using 2009-2018 NC death certificate data, we identified unintentional drug overdose deaths and commonly involved substances (opioids, stimulants, benzodiazepines, alcohol, and antiepileptics). We examined polysubstance combinations, comparing opioid and non-opioid involved deaths. We examined individual level correlates from death certificate data and community level correlates from the American Community Survey and Robert Wood Johnson Foundation County Health Rankings to quantify associations. RESULTS From 2009-2018, 53 % of opioid and 19 % of non-opioid overdose deaths involved multiple substances. During this period, polysubstance overdose death increased dramatically, from 2.9 to 12.1 per 100,000 persons, with the greatest increases among drug combinations involving stimulants. The most common polysubstance combinations were: opioids and stimulants (12.1 % of overdose deaths); opioids and benzodiazepines (9.0 %); opioids and alcohol (5.1 %); opioids, stimulants, and benzodiazepines (3.1 %); and opioids, benzodiazepines, and antiepileptics (2.2 %). Compared to overdoses involving opioids alone, overdoses involving combinations of opioids, stimulants, and benzodiazepines involved younger individuals (53.7 % in 15-34 years of age vs. 40.7 %). Men comprised two-thirds of overdoses involving opioids alone, however, overdoses involving opioids, benzodiazepines, and antiepileptics were predominantly among women (60.6 %). CONCLUSIONS Polysubstance involvement has increased among overdose deaths in NC. These findings can be used to inform public health interventions addressing polysubstance deaths and associated individual and community level factors.
Collapse
Affiliation(s)
- Mary C Figgatt
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, 2101 McGavran-Greenberg Hall, CB #7435, Chapel Hill, NC, 27599-7435, United States; Injury Prevention Research Center, University of North Carolina at Chapel Hill, 725 Martin Luther King Jr Blvd, Chapel Hill, NC, 27514, United States.
| | - Anna E Austin
- Injury Prevention Research Center, University of North Carolina at Chapel Hill, 725 Martin Luther King Jr Blvd, Chapel Hill, NC, 27514, United States; Department of Maternal and Child Health, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, 401 Rosenau Hall, CB #7445, Chapel Hill, NC, 27599-7445, United States.
| | - Mary E Cox
- Injury and Violence Prevention Branch, Division of Public Health, North Carolina Department of Health and Human Services, 1915 Mail Service Center, Raleigh, NC, 27699-1915, United States
| | - Scott Proescholdbell
- Injury and Violence Prevention Branch, Division of Public Health, North Carolina Department of Health and Human Services, 1915 Mail Service Center, Raleigh, NC, 27699-1915, United States
| | - Stephen W Marshall
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, 2101 McGavran-Greenberg Hall, CB #7435, Chapel Hill, NC, 27599-7435, United States; Injury Prevention Research Center, University of North Carolina at Chapel Hill, 725 Martin Luther King Jr Blvd, Chapel Hill, NC, 27514, United States.
| | - Rebecca B Naumann
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, 2101 McGavran-Greenberg Hall, CB #7435, Chapel Hill, NC, 27599-7435, United States; Injury Prevention Research Center, University of North Carolina at Chapel Hill, 725 Martin Luther King Jr Blvd, Chapel Hill, NC, 27514, United States.
| |
Collapse
|
13
|
Powell D, Pacula RL. THE EVOLVING CONSEQUENCES OF OXYCONTIN REFORMULATION ON DRUG OVERDOSES. AMERICAN JOURNAL OF HEALTH ECONOMICS 2020; 7:41-67. [PMID: 34568515 PMCID: PMC8460090 DOI: 10.1086/711723] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
Recent evidence suggests that the short-term transition of the opioid crisis from prescription opioids to heroin can be attributed to the reformulation of OxyContin, which substantially reduced access to abusable prescription opioids. In this paper, we find that over a longer time horizon, reformulation stimulated illicit drug markets to grow and evolve. We compare overdose trajectories in areas more exposed to reformulation, defined as states with higher rates of nonmedical OxyContin use before reformulation, to less exposed areas. More exposed areas experienced disproportionate increases in fatal overdoses involving synthetic opioids (fentanyl) and nonopioid substances like cocaine, suggesting that these new epidemics are related to the same factors driving the rise in heroin deaths. Instead of just short-term substitution from prescription opioid to heroin overdoses, the transition to illicit markets spurred by reformulation led to growth in the overall overdose rate to unprecedented levels.
Collapse
Affiliation(s)
| | - Rosalie Liccardo Pacula
- Sol Price School of Public Policy and Schaeffer Center for Health Policy and Economics, University of Southern California, and NBER
| |
Collapse
|
14
|
Han X, Ku L. Enhancing Staffing In Rural Community Health Centers Can Help Improve Behavioral Health Care. Health Aff (Millwood) 2020; 38:2061-2068. [PMID: 31794314 DOI: 10.1377/hlthaff.2019.00823] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Community health centers are a vital part of the primary and behavioral health care systems in rural areas. We compared behavioral health care staffing and services in rural and urban centers. In the period 2013-17 the overall staff-to-patient ratio in behavioral health rose by 66 percent in rural centers, faster than growth in urban centers (49 percent). Growth in both settings was mostly driven by clinical social workers and other licensed mental health providers; staffing by psychiatrists and psychologists changed only slightly. In rural centers the average adjusted increase in annual visits per additional behavioral health staff member was 411 for substance use disorders, slightly higher than at urban centers. Additional annual visits per additional staff member in rural centers were 539 for depression, 466 for anxiety, and 300 for other mental disorders, similar to the numbers in urban centers. Behavioral health staff currently participating in the National Health Service Corps (NHSC) contributed more to visits for depression and anxiety in rural centers, compared to both their urban counterparts and non-NHSC staff in rural centers. Enhancing behavioral health staffing in rural community health centers could help reduce the urban-rural gap in the availability of behavioral health services, but still more could be done.
Collapse
Affiliation(s)
- Xinxin Han
- Xinxin Han is a postdoctoral fellow at Tsinghua University School of Medicine, in Beijing, China. She was a senior research associate at the Fitzhugh Mullan Institute for Health Workforce Equity, Milken Institute School of Public Health, George Washington University, in Washington, D.C., when this article was written
| | - Leighton Ku
- Leighton Ku ( lku@gwu. edu ) is a professor in the Department of Health Policy and Management, Milken Institute School of Public Health, George Washington University
| |
Collapse
|
15
|
Testa A, Lee JG. Trends in Sentencing of Federal Drug Offenders: Findings From U.S. District Courts 2002–2017. JOURNAL OF DRUG ISSUES 2020. [DOI: 10.1177/0022042620959071] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
This study uses 16 years (2002–2017) of federal criminal drug sentences from the U.S. Sentencing Commission (USSC) to examine trends in two criminal sentencing outcomes: whether a defendant received a prison sentence and the length of a prison sentence. Logistic and ordinary least squares regression analyses were used to assess criminal sentencing outcomes. Moderation analyses are conducted to assess variation in sentencing for specific drug offenses over time. Results demonstrate that sentencing for federal drug crimes has become less severe over time. However, there is substantial heterogeneity in sentencing across different drug types, with pharmaceutical opioid cases receiving the least leniency over time regarding the incarceration decision and methamphetamine cases experiencing the lowest reduction in the length of prison sentences from 2002 to 2017. Finally, our analysis stratified by race/ethnicity suggested that there is heterogeneity in sentencing outcomes for federal drug offenders, conditional on racial and ethnic background.
Collapse
|
16
|
Springer SA, Barocas JA, Wurcel A, Nijhawan A, Thakarar K, Lynfield R, Hurley H, Snowden J, Thornton A, del Rio C. Federal and State Action Needed to End the Infectious Complications of Illicit Drug Use in the United States: IDSA and HIVMA's Advocacy Agenda. J Infect Dis 2020; 222:S230-S238. [PMID: 32877568 PMCID: PMC7467230 DOI: 10.1093/infdis/jiz673] [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] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
In response to the opioid crisis, IDSA and HIVMA established a working group to drive an evidence- and human rights-based response to illicit drug use and associated infectious diseases. Infectious diseases and HIV physicians have an opportunity to intervene, addressing both conditions. IDSA and HIVMA have developed a policy agenda highlighting evidence-based practices that need further dissemination. This paper reviews (1) programs most relevant to infectious diseases in the 2018 SUPPORT Act; (2) opportunities offered by the "End the HIV Epidemic" initiative; and (3) policy changes necessary to affect the trajectory of the opioid epidemic and associated infections. Issues addressed include leveraging harm reduction tools and improving integrated prevention and treatment services for the infectious diseases and substance use disorder care continuum. By strengthening collaborations between infectious diseases and addiction specialists, including increasing training in substance use disorder treatment among infectious diseases and addiction specialists, we can decrease morbidity and mortality associated with these overlapping epidemics.
Collapse
Affiliation(s)
| | | | | | - Ank Nijhawan
- UT Southwestern Medical Center, Dallas, Texas, USA
| | - Kinna Thakarar
- Maine Medical Center, Portland, ME, USA
- Tufts University School Of Medicine, Boston, Massachusetts, USA
| | - Ruth Lynfield
- Minnesota Department of Health, St. Paul, Minnesota, USA
| | | | - Jessica Snowden
- University of Arkansas for Medical Sciences, Little Rock, Arkansas, USA
| | | | | |
Collapse
|
17
|
Springer SA, Rio CD. Lessons Learned from the Response to the Human Immunodeficiency Virus Epidemic that Can Inform Addressing the Opioid Epidemic. Infect Dis Clin North Am 2020; 34:637-647. [PMID: 32782106 PMCID: PMC7414693 DOI: 10.1016/j.idc.2020.06.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The lessons learned from the response to the human immunodeficiency virus (HIV) epidemic are important to quell the opioid use disorder epidemic in the United States. This article identifies similar barriers to treatment and care that persons living with HIV experienced in the 1980s and early 1990s that are currently being experienced by persons living with opioid use disorder. In addition, this article reviews the ways in which those barriers were overcome to reduce the mortality and morbidity from HIV and highlights similar strategies that can also help persons living with opioid use disorder in this country.
Collapse
Affiliation(s)
- Sandra A Springer
- Department of Internal Medicine, Section of Infectious Diseases, AIDS Program, Yale School of Medicine, 135 College Street, Suite 323, New Haven, CT 06510, USA.
| | - Carlos Del Rio
- Department of Medicine, Division of Infectious Diseases, Emory University School of Medicine, 69 Jesse Hill Jr. Dr. Faculty Office Building, Room 201, Atlanta, GA 30303, USA
| |
Collapse
|
18
|
Shearer RD, Howell BA, Bart G, Winkelman TNA. Substance use patterns and health profiles among US adults who use opioids, methamphetamine, or both, 2015-2018. Drug Alcohol Depend 2020; 214:108162. [PMID: 32652380 PMCID: PMC8147519 DOI: 10.1016/j.drugalcdep.2020.108162] [Citation(s) in RCA: 55] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/04/2020] [Revised: 06/18/2020] [Accepted: 06/20/2020] [Indexed: 12/14/2022]
Abstract
BACKGROUND Methamphetamine use, with and without opioids, has increased substantially, but little is known about the sociodemographic characteristics, substance use patterns, or health profiles of individuals who use methamphetamine. To design effective public health interventions, health care professionals and policymakers need data describing individuals who are using methamphetamine in the midst of the opioid crisis. METHODS We used 2015-2018 data from the National Survey on Drug Use and Health and included non-elderly adults aged 18-64 years. We categorized respondents into three groups: use of opioids without methamphetamine use, use of methamphetamine without opioid use, or use of both opioids and methamphetamine. Multiple logistic regression models controlling for sociodemographic factors were used to compare substance use characteristics and measures of individual health between the three groups. RESULTS People who used any methamphetamine were more likely to be unstably housed, low-income, and live in rural areas. Use of both opioids and methamphetamine was associated with a 132 % higher prevalence of injection needle use, and a nearly twofold higher prevalence of viral hepatitis compared with opioid use alone. One third of individuals reporting use of both opioids and methamphetamine had a severe mental illness, a 55 % higher prevalence than those using opioids alone. CONCLUSIONS Individuals who used opioids and methamphetamine had more complex substance use and health profiles than individuals who used opioids alone. These findings suggest public health and harm reduction approaches designed to address opioid use remain important in an era of rising methamphetamine use.
Collapse
Affiliation(s)
- Riley D Shearer
- University of Minnesota Medical School, 420 Delaware St SE, Mayo Building B681, Minneapolis, MN, 55455, USA.
| | - Benjamin A Howell
- National Clinician Scholars Program, Yale School of Medicine, 333 Cedar Street, Sterling Hall of Medicine I-456, New Haven, CT, 06520, USA; VA Connecticut Healthcare System, 950 Campbell Avenue, West Haven, CT, 06516, USA
| | - Gavin Bart
- Division of Addiction Medicine, Department of Medicine, Hennepin Healthcare, 914 S 8thSt, Shapiro 1.400, Minneapolis, MN, 55415 USA; Hennepin Healthcare Research Institute, 701 Park Ave., Suite PP7.700, Minneapolis, MN, 55415, USA
| | - Tyler N A Winkelman
- Hennepin Healthcare Research Institute, 701 Park Ave., Suite PP7.700, Minneapolis, MN, 55415, USA; Division of General Internal Medicine, Department of Medicine, Hennepin Healthcare, 716 S 7thSt, Minneapolis, MN, 55415, USA
| |
Collapse
|
19
|
Springer SA. Aortic Valve Surgery Outcomes Reporting and Implications for Persons Who Use Drugs With Infectious Endocarditis. Clin Infect Dis 2020; 71:488-490. [PMID: 31588502 DOI: 10.1093/cid/ciz837] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2019] [Accepted: 08/21/2019] [Indexed: 11/13/2022] Open
|
20
|
Springer SA. Hepatitis C Virus Reinfection Rate Among Persons Who Use Drugs and Are Maintained on Medication Treatment for Opioid Use Disorder. Clin Infect Dis 2020; 70:2703-2705. [PMID: 31346595 PMCID: PMC7286379 DOI: 10.1093/cid/ciz695] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2019] [Accepted: 07/20/2019] [Indexed: 01/10/2023] Open
|
21
|
Kurani S, McCoy RG, Inselman J, Jeffery MM, Chawla S, Finney Rutten LJ, Giblon R, Shah ND. Place, poverty and prescriptions: a cross-sectional study using Area Deprivation Index to assess opioid use and drug-poisoning mortality in the USA from 2012 to 2017. BMJ Open 2020; 10:e035376. [PMID: 32423933 PMCID: PMC7239546 DOI: 10.1136/bmjopen-2019-035376] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
OBJECTIVE To identify the relationships between county-level area deprivation and patterns of both opioid prescriptions and drug-poisoning mortality. DESIGN, SETTING AND PARTICIPANTS For this retrospective cross-sectional study, we used the IQVIA Xponent data to capture opioid prescriptions and Centres for Disease Control and Prevention National Vital Statistics System to assess drug-poisoning mortality. The Area Deprivation Index (ADI) is a composite measure of social determinants of health comprised of 17 US census indicators, spanning four socioeconomic domains. For all US counties with available opioid prescription (2712 counties) and drug-poisoning mortality (3133 counties) data between 2012 and 2017, we used negative binomial regression to examine the association between quintiles of county-level ADI and the rates of opioid prescriptions and drug-poisoning mortality adjusted for year, age, race and sex. PRIMARY OUTCOME MEASURES County-level opioid prescription fills and drug-poisoning mortality. RESULTS Between 2012 and 2017, overall rates of opioid prescriptions decreased from 96.6 to 72.2 per 100 people, while the rates of drug-poisoning mortality increased from 14.3 to 22.8 per 100 000 people. Opioid prescription and drug-poisoning mortality rates were consistently higher with greater levels of deprivation. The risk of filling an opioid prescription was 72% higher, and the risk of drug-poisoning mortality was 36% higher, for most deprived compared with the least deprived counties (both p<0.001). DISCUSSION Counties with greater area-level deprivation have higher rates of filled opioid prescriptions and drug-poisoning mortality. Although opioid prescription rates declined across all ADI quintiles, the rates of drug-poisoning mortality continued to rise proportionately in each ADI quintile. This underscores the need for individualised and targeted interventions that consider the deprivation of communities where people live.
Collapse
Affiliation(s)
- Shaheen Kurani
- Mayo Clinic Graduate School of Biomedical Sciences, Rochester, Minnesota, USA
- Division of Health Care Policy & Research, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minnesota, USA
| | - Rozalina Grubina McCoy
- Division of Health Care Policy & Research, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minnesota, USA
- Division of Community Internal Medicine, Department of Medicine, Mayo Clinic, Rochester, Minnesota, USA
| | - Jonathan Inselman
- Division of Health Care Policy & Research, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minnesota, USA
| | - Molly Moore Jeffery
- Division of Health Care Policy & Research, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
| | - Sagar Chawla
- Department of Orthopaedics and Sports Medicine, University of Washington, Seattle, Washington, USA
| | - Lila J Finney Rutten
- Division of Health Care Policy & Research, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minnesota, USA
| | - Rachel Giblon
- Division of Health Care Policy & Research, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minnesota, USA
| | - Nilay D Shah
- Division of Health Care Policy & Research, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minnesota, USA
| |
Collapse
|
22
|
|