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Liu R, Calvert GM, Anderson KR, Malcolm H, Cimineri L, Dupont H, Martinez M. Opioid prescriptions among the World Trade Center Health Program population. BMC Health Serv Res 2023; 23:1323. [PMID: 38037041 PMCID: PMC10687786 DOI: 10.1186/s12913-023-10233-z] [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: 06/16/2023] [Accepted: 10/27/2023] [Indexed: 12/02/2023] Open
Abstract
BACKGROUND The World Trade Center Health Program (Program) provides limited health care to those directly affected by the 9/11 terrorist attacks. Because of physical/mental trauma arising from the 9/11 attacks, Program members might be at high risk of opioid use. To prevent prescription opioid overuse, in 2018 the Program implemented various measures to improve opioid prescribing and expand access to non-opioid pain management among Program members. However, the characteristics of opioid prescriptions dispensed among this population has never been described. METHODS Administrative and claims data from 07/01/2011 to 09/30/2022 were used to describe opioid prescriptions dispensed during 2013-2021. RESULTS From 2013-2021, 108,285 members were Program-enrolled for ≥ 10 months, 4,053 (3.7%) had 22,938 outpatient opioid prescriptions, of which, 62.1% were for cancer-related pain, 11.1% for hospice/end of life care, 4.8% for surgery pain, and 9.8% for acute/chronic pain. Among members with Program-paid diagnostic/treatment claims (n = 70,721), the proportion with opioid prescriptions for cancer/hospice/end of life care increased from 0.5% in 2013 to 1.6% in 2018 (p = 0.010), then decreased to 1.1% in 2021 (p = 0.070), and the proportion for non-cancer surgery/acute/chronic pain decreased from 0.6% in 2013 to 0.23% in 2021 (p = 0.0005). Among members prescribed opioids without cancer/hospice/sickle cell disease, the proportion who started with long-acting opioids or had opioid prescriptions from ≥ 4 prescribers were below 6.5% annually; the proportion receiving a high-dose (≥ 90 morphine milligram equivalents per day [MED]), or with concurrent opioids and benzodiazepines use, or who started opioids with MED ≥ 50 or with long duration (≥ 7 days' supply) were above 10% annually, but decreased since 2017. CONCLUSIONS Prevalence of outpatient opioid prescriptions paid by the Program was very low and prescriptions were primarily dispensed for cancer/hospice/end of life care. Although Program efforts to improve opioid prescribing coincided with improvements in outcomes, ongoing surveillance is needed.
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Affiliation(s)
- Ruiling Liu
- World Trade Center Health Program, National Institute for Occupational Safety and Health (NIOSH), Centers for Disease Control and Prevention (CDC), Atlanta, GA, 30329, USA.
| | - Geoffrey M Calvert
- World Trade Center Health Program, National Institute for Occupational Safety and Health (NIOSH), Centers for Disease Control and Prevention (CDC), Atlanta, GA, 30329, USA
| | - Kristi R Anderson
- World Trade Center Health Program, National Institute for Occupational Safety and Health (NIOSH), Centers for Disease Control and Prevention (CDC), Atlanta, GA, 30329, USA
| | - Helen Malcolm
- World Trade Center Health Program, National Institute for Occupational Safety and Health (NIOSH), Centers for Disease Control and Prevention (CDC), Atlanta, GA, 30329, USA
| | - Lauren Cimineri
- World Trade Center Health Program, National Institute for Occupational Safety and Health (NIOSH), Centers for Disease Control and Prevention (CDC), Atlanta, GA, 30329, USA
| | - Hannah Dupont
- World Trade Center Health Program, National Institute for Occupational Safety and Health (NIOSH), Centers for Disease Control and Prevention (CDC), Atlanta, GA, 30329, USA
| | - Marisol Martinez
- World Trade Center Health Program, National Institute for Occupational Safety and Health (NIOSH), Centers for Disease Control and Prevention (CDC), Atlanta, GA, 30329, USA
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Brady BR, Taj EA, Cameron E, Yoder AM, De La Rosa JS. A Diagram of the Social-Ecological Conditions of Opioid Misuse and Overdose. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:6950. [PMID: 37887688 PMCID: PMC10606085 DOI: 10.3390/ijerph20206950] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2023] [Revised: 10/10/2023] [Accepted: 10/16/2023] [Indexed: 10/28/2023]
Abstract
The United States is experiencing a crisis of opioid misuse and overdose. To understand the underlying factors, researchers have begun looking upstream to identify social and structural determinants. However, no study has yet aggregated these into a comprehensive ecology of opioid overdose. We scoped 68 literature sources and compiled a master list of opioid misuse and overdose conditions. We grouped the conditions and used the Social Ecological Model to organize them into a diagram. We reviewed the diagram with nine subject matter experts (SMEs) who provided feedback on its content, design, and usefulness. From a literature search and SME interviews, we identified 80 unique conditions of opioid overdose and grouped them into 16 categories. In the final diagram, we incorporated 40 SME-recommended changes. In commenting on the diagram's usefulness, SMEs explained that the diagram could improve intervention planning by demonstrating the complexity of opioid overdose and highlighting structural factors. However, care is required to strike a balance between comprehensiveness and legibility. Multiple design formats may be useful, depending on the communication purpose and audience. This ecological diagram offers a visual perspective of the conditions of opioid overdose.
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Affiliation(s)
- Benjamin R. Brady
- Comprehensive Pain and Addiction Center, University of Arizona Health Sciences, Tucson, AZ 85721, USA; (E.A.T.); (E.C.); (J.S.D.L.R.)
- School of Interdisciplinary Health Programs, College of Health and Human Services, Western Michigan University, Kalamazoo, MI 49008, USA
| | - Ehmer A. Taj
- Comprehensive Pain and Addiction Center, University of Arizona Health Sciences, Tucson, AZ 85721, USA; (E.A.T.); (E.C.); (J.S.D.L.R.)
| | - Elena Cameron
- Comprehensive Pain and Addiction Center, University of Arizona Health Sciences, Tucson, AZ 85721, USA; (E.A.T.); (E.C.); (J.S.D.L.R.)
| | - Aaron M. Yoder
- Comagine Health, Seattle, WA 98133, USA;
- Lifecourse Epidemiology of Adiposity and Diabetes (LEAD) Center, University of Colorado, Aurora, CO 80045, USA
| | - Jennifer S. De La Rosa
- Comprehensive Pain and Addiction Center, University of Arizona Health Sciences, Tucson, AZ 85721, USA; (E.A.T.); (E.C.); (J.S.D.L.R.)
- Department of Family and Community Medicine, College of Medicine, University of Arizona, Tucson, AZ 85721, USA
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Garrey SK, Locke S, Pollari C, Li J, Takemoto E. Post-traumatic stress disorder and risk of first-time and repeated opioid-related hospitalizations among World Trade Center Health Registry enrollees. Psychiatry Res 2023; 328:115462. [PMID: 37734242 DOI: 10.1016/j.psychres.2023.115462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 09/01/2023] [Accepted: 09/03/2023] [Indexed: 09/23/2023]
Abstract
In 2021, and average of 220 deaths from opioid-related overdoses occurred daily in the US. Recent evidence suggests there is an association between post-traumatic stress disorder (PTSD) and increased opioid misuse, while little is known about opioid-related hospitalizations. This study used data from the World Trade Center Health Registry (WTCHR), a longitudinal cohort consisting of individuals directly exposed to the September 11th terrorist attacks with a high prevalence of resulting PTSD (3.8-29.6%). We linked WTCHR data to New York State hospitalization data to examine the question: do opioid-related hospitalizations (first time and repeated) differ by PTSD status. In a study sample of 37,968 adults, 145 experienced at least one episode of opioid-related hospitalization and 64 had repeated episodes during the study period. We found that in the 13-years post-9/11, individuals with PTSD had a significantly higher risk of a first-time opioid-related hospitalization (Hazard Ratio: 3.6, 95% CI: 2.7, 5.0) and repeated opioid-related hospitalizations (Hazard Ratio: 3.9, 95% CI: 2.7, 5.8) than those who did not have PTSD. Improved treatment of and increased screenings for PTSD may reduce the likelihood of opioid misuse in this population and consequently overdoses, hospitalizations, and healthcare costs.
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Affiliation(s)
- Sascha K Garrey
- New York City Department of Health and Mental Hygiene, World Trade Center Health Registry, 42-09 28th Street, CN-6W, Long Island City, NY 11101, United States
| | - Sean Locke
- New York City Department of Health and Mental Hygiene, World Trade Center Health Registry, 42-09 28th Street, CN-6W, Long Island City, NY 11101, United States
| | - Cristina Pollari
- New York City Department of Health and Mental Hygiene, World Trade Center Health Registry, 42-09 28th Street, CN-6W, Long Island City, NY 11101, United States
| | - Jiehui Li
- New York City Department of Health and Mental Hygiene, World Trade Center Health Registry, 42-09 28th Street, CN-6W, Long Island City, NY 11101, United States.
| | - Erin Takemoto
- New York City Department of Health and Mental Hygiene, World Trade Center Health Registry, 42-09 28th Street, CN-6W, Long Island City, NY 11101, United States
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Dhanya AS, Yung J, Cone JE, Li J. Association of Rheumatoid Arthritis with Opioid Pain Medication Overuse among Persons Exposed to the 9/11 World Trade Center Disaster. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:4166. [PMID: 36901178 PMCID: PMC10001509 DOI: 10.3390/ijerph20054166] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Revised: 02/17/2023] [Accepted: 02/23/2023] [Indexed: 06/18/2023]
Abstract
We examined the association of post-9/11 rheumatoid arthritis (RA) diagnosis with opioid pain medication overuse among enrollees in the World Trade Center Health Registry (WTCHR). Opioid overuse was defined as the self-reported intake of prescribed opioids at a higher dosage or more often than directed in the last 12 months on one of the two most recent WTCHR surveys (2015-2016, 2020-2021). Post-9/11 RA was ascertained through self-reports and subsequently validated following medical record release by the enrollees' physicians or medical records review. We excluded those with self-reported RA that was not validated by their physicians and those who did not report being prescribed opioid pain medication in the last 12 months. Multivariable log-binomial regression was conducted to examine the relationship between post-9/11 RA diagnosis and opioid pain medication overuse, adjusting for sociodemographic characteristics and 9/11-related posttraumatic stress disorder (PTSD) symptoms. Of the 10,196 study enrollees, 46 had confirmed post-9/11 RA. The post-9/11 RA patients were mostly females (69.6% vs. 37.7%), less frequently non-Hispanic White (58.7% vs. 73.2%) individuals, and less often had attained a higher level of education (76.1% vs. 84.4%) compared to those without post-9/11 RA. Opioid pain medication overuse was significantly associated with a post-9/11 RA diagnosis (Adjusted Risk Ratio: 2.13, 95% CI: 1.44-3.17). More research is needed to better understand the use and management of prescribed opioids among WTC-exposed individuals with RA.
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Affiliation(s)
- Ananya Sarker Dhanya
- New York City Department of Health and Mental Hygiene, World Trade Center Health Registry, Long Island City, NY 11101, USA
- Department of Epidemiology and Biostatistics, City University of New York (CUNY) Graduate School of Public Health & Health Policy, 55W 125th Street, New York, NY 10027, USA
| | - Janette Yung
- New York City Department of Health and Mental Hygiene, World Trade Center Health Registry, Long Island City, NY 11101, USA
| | - James E. Cone
- New York City Department of Health and Mental Hygiene, World Trade Center Health Registry, Long Island City, NY 11101, USA
| | - Jiehui Li
- New York City Department of Health and Mental Hygiene, World Trade Center Health Registry, Long Island City, NY 11101, USA
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Rabinowitz LG, Zylberberg HM, Yang J, Gold SL, Chesner J, Ji J, Hu L, Dubinsky M. De Novo Ostomy Placement Is Associated with Increased Outpatient Opioid Use In Patients with Inflammatory Bowel Disease. Dig Dis Sci 2022; 67:4033-4042. [PMID: 34613501 DOI: 10.1007/s10620-021-07257-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2021] [Accepted: 09/13/2021] [Indexed: 12/09/2022]
Abstract
BACKGROUND/AIMS Opioid use is associated with poor outcomes in patients with inflammatory bowel disease (IBD). We aimed to identify novel factors associated with increased outpatient opioid (OPRx) use following IBD-related hospitalization. METHODS This was a retrospective cohort study of IBD patients ≥ 18 years old, hospitalized during 2018. The primary outcome was receiving ≥ 1(OPRx) in the year following index hospitalization (IH), excluding prescriptions written within 2 weeks of discharge. Secondary outcomes included having 1-2 vs ≥ 3 OPRx and rates of healthcare utilization. Univariate and multivariate analyses tested associations with OPRx. RESULTS Of 526 patients analyzed, 209 (40%) received at least 1 OPRx; with a median of 2 [1-3] OPRx. Presence or placement of ostomy at IH, exposure to opioids during IH, ulcerative colitis (UC), mental health comorbidities, admission for surgery and managed on the surgical service, and IBD surgery within 1 year prior to IH were associated with ≥ 1 OPRx on univariate analysis. On multivariable analysis, UC, ostomy placement during IH, anxiety, and inpatient opioid exposure were independently associated with ≥ 1 OPRx. A majority (> 70%) of both inpatient and outpatient opioid prescriptions were written by surgeons. Patients requiring ≥ 3 OPRx had the highest rates of unplanned IBD surgery (56% p = 0.04), all-cause repeat hospitalization (81%, p = 0.003), and IBD-related repeat hospitalization (77%, p = 0.007) in the year following IH. CONCLUSIONS A multimodal approach to pain management for IBD patients, as well as increased recognition that any patient with a de novo ostomy is at particular risk of opioid use, is needed.
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Affiliation(s)
- Loren G Rabinowitz
- Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, 330 Brookline Ave, Boston, MA, 02215, USA.
| | - Haley M Zylberberg
- Division of Gastroenterology, Department of Medicine, New York Presbyterian Hospital-Columbia University, New York, NY, USA
| | - Jeong Yang
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Stephanie Lauren Gold
- Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jaclyn Chesner
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jiayi Ji
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Liangyuan Hu
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Marla Dubinsky
- Department of Pediatrics, Susan and Leonard Feinstein Inflammatory Bowel Disease Clinical Center, Icahn School of Medicine Mount Sinai, New York, NY, USA
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Leconte C, Mongeau R, Noble F. Traumatic Stress-Induced Vulnerability to Addiction: Critical Role of the Dynorphin/Kappa Opioid Receptor System. Front Pharmacol 2022; 13:856672. [PMID: 35571111 PMCID: PMC9091501 DOI: 10.3389/fphar.2022.856672] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Accepted: 04/07/2022] [Indexed: 11/13/2022] Open
Abstract
Substance use disorders (SUD) may emerge from an individual’s attempt to limit negative affective states and symptoms linked to stress. Indeed, SUD is highly comorbid with chronic stress, traumatic stress, or post-traumatic stress disorder (PTSD), and treatments approved for each pathology individually often failed to have a therapeutic efficiency in such comorbid patients. The kappa-opioid receptor (KOR) and its endogenous ligand dynorphin (DYN), seem to play a key role in the occurrence of this comorbidity. The DYN/KOR function is increased either in traumatic stress or during drug use, dependence acquisition and DYN is released during stress. The behavioural effects of stress related to the DYN/KOR system include anxiety, dissociative and depressive symptoms, as well as increased conditioned fear response. Furthermore, the DYN/KOR system is implicated in negative reinforcement after the euphoric effects of a drug of abuse ends. During chronic drug consumption DYN/KOR functions increase and facilitate tolerance and dependence. The drug-seeking behaviour induced by KOR activation can be retrieved either during the development of an addictive behaviour, or during relapse after withdrawal. DYN is known to be one of the most powerful negative modulators of dopamine signalling, notably in brain structures implicated in both reward and fear circuitries. KOR are also acting as inhibitory heteroreceptors on serotonin neurons. Moreover, the DYN/KOR system cross-regulate with corticotropin-releasing factor in the brain. The sexual dimorphism of the DYN/KOR system could be the cause of the gender differences observed in patients with SUD or/and traumatic stress-related pathologies. This review underlies experimental and clinical results emphasizing the DYN/KOR system as common mechanisms shared by SUD or/and traumatic stress-related pathologies, and suggests KOR antagonist as a new pharmacological strategy to treat this comorbidity.
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Scherrer JF, Tucker J, Salas J, Zhang Z, Grucza R. Comparison of Opioids Prescribed for Patients at Risk for Opioid Misuse Before and After Publication of the Centers for Disease Control and Prevention's Opioid Prescribing Guidelines. JAMA Netw Open 2020; 3:e2027481. [PMID: 33263762 PMCID: PMC7711316 DOI: 10.1001/jamanetworkopen.2020.27481] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/29/2023] Open
Abstract
IMPORTANCE It is not known whether decreases in Schedule II (high abuse potential) vs Schedule IV (lower abuse potential) opioid prescriptions overall and among high-risk patients followed publication of the Centers for Disease Control and Prevention (CDC) opioid prescribing guideline on March 15, 2016. OBJECTIVES To compare the odds of new Schedule II opioid (codeine, hydrocodone, oxycodone) prescriptions vs Schedule IV opioid (tramadol) prescriptions in the 18-month periods before and after the CDC guideline release to determine whether new prescriptions for Schedule II opioids decreased relative to new prescriptions for tramadol and to assess whether patients with benzodiazepine prescriptions or those with depression, anxiety, or substance use disorders had a greater decrease in receipt of Schedule II vs Schedule IV opioids. DESIGN, SETTING, AND PARTICIPANTS Cross-sectional study of Optum's deidentified Integrated Claims-Clinical data set for 5 million US adults 18 months before and 18 months after March 15, 2016. Eligible patients were 18 years or older, free of HIV and cancer diagnoses, and had a noncancer painful condition. Patients received new prescriptions for codeine, hydrocodone, oxycodone, or tramadol. Data were analyzed from September 5, 2014, to September 14, 2017. EXPOSURE The CDC opioid prescribing guideline published on March 15, 2016. MAIN OUTCOMES AND MEASURES The odds of prescriptions for each Schedule II opioid vs tramadol after guideline publication. RESULTS Data from 279 435 patients were included in the study. The mean (SD) age of patients was 52.9 (16.5) years; 61% were female and 79.4% were White. The prevalence of new prescriptions for each drug before and after guideline publication was as follows: codeine, 7.1% vs 7.0%; hydrocodone, 47.4% vs 45.6%; oxycodone, 22.4% vs 24.0%; and tramadol, 23.0% vs 23.4%. Overall, the odds of being prescribed hydrocodone or oxycodone vs tramadol significantly decreased after guideline publication (odds ratios, 0.95; 95% CI, 0.91-0.98 and 0.86; 95% CI, 0.82-0.90, respectively). Odds of being prescribed a Schedule II opioid vs tramadol after vs before guideline publication were similar in patients with and without benzodiazepine comedication or psychiatric disorders. CONCLUSIONS AND RELEVANCE In the 18 months after compared with the 18 months before publication of the CDC prescribing guideline, a 14% decrease in oxycodone prescriptions was observed relative to tramadol. Little change in prescriptions of other Schedule II opioids was observed. Schedule II opioids continue to be prescribed to high-risk patients 18 months after publication of the CDC guideline.
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Affiliation(s)
- Jeffrey F. Scherrer
- Department of Family and Community Medicine, Saint Louis University School of Medicine, St Louis, Missouri
| | - Jane Tucker
- Department of Family and Community Medicine, Saint Louis University School of Medicine, St Louis, Missouri
| | - Joanne Salas
- Department of Family and Community Medicine, Saint Louis University School of Medicine, St Louis, Missouri
| | - Zidong Zhang
- Department of Family and Community Medicine, Saint Louis University School of Medicine, St Louis, Missouri
| | - Richard Grucza
- Department of Family and Community Medicine, Saint Louis University School of Medicine, St Louis, Missouri
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