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Maharjan J, Zhu J, King J, Phan N, Kenne D, Jin R. Large-Scale Deep Learning-Enabled Infodemiological Analysis of Substance Use Patterns on Social Media: Insights From the COVID-19 Pandemic. JMIR INFODEMIOLOGY 2025; 5:e59076. [PMID: 40244656 DOI: 10.2196/59076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/01/2024] [Revised: 05/31/2024] [Accepted: 03/02/2025] [Indexed: 04/18/2025]
Abstract
BACKGROUND The COVID-19 pandemic intensified the challenges associated with mental health and substance use (SU), with societal and economic upheavals leading to heightened stress and increased reliance on drugs as a coping mechanism. Centers for Disease Control and Prevention data from June 2020 showed that 13% of Americans used substances more frequently due to pandemic-related stress, accompanied by an 18% rise in drug overdoses early in the year. Simultaneously, a significant increase in social media engagement provided unique insights into these trends. Our study analyzed social media data from January 2019 to December 2021 to identify changes in SU patterns across the pandemic timeline, aiming to inform effective public health interventions. OBJECTIVE This study aims to analyze SU from large-scale social media data during the COVID-19 pandemic, including the prepandemic and postpandemic periods as baseline and consequence periods. The objective was to examine the patterns related to a broader spectrum of drug types with underlying themes, aiming to provide a more comprehensive understanding of SU trends during the COVID-19 pandemic. METHODS We leveraged a deep learning model, Robustly Optimized Bidirectional Encoder Representations from Transformers Pretraining Approach (RoBERTa), to analyze 1.13 billion Twitter (subsequently rebranded X) posts from January 2019 to December 2021, aiming to identify SU posts. The model's performance was enhanced by a human-in-the-loop strategy that subsequently enriched the annotated data used during the fine-tuning phase. To gain insights into SU trends over the study period, we applied a range of statistical techniques, including trend analysis, k-means clustering, topic modeling, and thematic analysis. In addition, we integrated the system into a real-time application designed for monitoring and preventing SU within specific geographic locations. RESULTS Our research identified 9 million SU posts in the studied period. Compared to 2019 and 2021, the most substantial display of SU-related posts occurred in 2020, with a sharp 21% increase within 3 days of the global COVID-19 pandemic declaration. Alcohol and cannabinoids remained the most discussed substances throughout the research period. The pandemic particularly influenced the rise in nonillicit substances, such as alcohol, prescription medication, and cannabinoids. In addition, thematic analysis highlighted COVID-19, mental health, and economic stress as the leading issues that contributed to the influx of substance-related posts during the study period. CONCLUSIONS This study demonstrates the potential of leveraging social media data for real-time detection of SU trends during global crises. By uncovering how factors such as mental health and economic stress drive SU spikes, particularly in alcohol and prescription medication, we offer crucial insights for public health strategies. Our approach paves the way for proactive, data-driven interventions that will help mitigate the impact of future crises on vulnerable populations.
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Affiliation(s)
- Julina Maharjan
- Department of Computer Science, Kent State University, Kent, OH, United States
| | - Jianfeng Zhu
- Department of Computer Science, Kent State University, Kent, OH, United States
| | - Jennifer King
- Department of Public Health, Kent State University, Kent, OH, United States
| | - NhatHai Phan
- Data Science Department, New Jersey Institute of Technology, Newark, NJ, United States
| | - Deric Kenne
- Department of Public Health, Kent State University, Kent, OH, United States
| | - Ruoming Jin
- Department of Computer Science, Kent State University, Kent, OH, United States
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Adeniran EA, Quinn M, Liu Y, Brooks B, Pack RP. Exploring the Determinants of Treatment Completion Among Youth Who Received Medication-Assisted Treatment in the United States. Healthcare (Basel) 2025; 13:798. [PMID: 40218094 PMCID: PMC11988305 DOI: 10.3390/healthcare13070798] [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: 01/22/2025] [Revised: 03/25/2025] [Accepted: 03/27/2025] [Indexed: 04/14/2025] Open
Abstract
BACKGROUND An effective treatment for Opioid Use Disorder is Medication-Assisted Treatment (MAT). However, in the United States (US), this is still being underutilized by youth. Research indicates the need to develop strategies to reduce treatment barriers among these youth. Thus, we explored the rates of treatment completion and dropout among youth receiving MAT in US substance use treatment facilities and examined factors associated with treatment completion and dropout. METHODS This study used the 2019 Treatment Episode Data Set-Discharges. Our analysis was restricted to youth (12-24 years) who primarily used heroin at admission. Log-binomial regression was used to examine various determinants of treatment completion and dropout, guided by Andersen's Behavioral Model. RESULTS The final sample size was 4917. Among youth reporting heroin use with receipt of MAT, those showing a higher likelihood of treatment completion than dropout were males [ARR: 1.23; 95% CI: 1.088-1.381; p = 0.0008], had 1-7 times [ARR: 1.33; 95% CI: 1.115-1.584; p = 0.0015] and 8-30 times self-help group participation [ARR: 1.50; 95% CI: 1.246-1.803; p < 0.0001], had co-occurring mental and substance use disorders [ARR: 1.28; 95% CI: 1.133-1.448, p < 0.0001], were admitted to detoxification [ARR: 2.80; 95% CI: 2.408-3.255; p < 0.0001] and residential/rehabilitation settings [ARR: 2.05; 95% CI: 1.749-2.400; p < 0.0001], and were located in the Midwest/West [ARR: 1.18; 95% CI: 1.030-1.358; p = 0.0173]. Conversely, other races (excluding Whites and Blacks/African Americans) [ARR: 0.75; 95% CI: 0.609-0.916; p = 0.0051], those who used MAT [ARR: 0.81; 95% CI: 0.694-0.946; p = 0.0077], and youth in the South [ARR: 0.45; 95% CI: 0.369-0.549; p < 0.0001] were less likely to report treatment completion than dropout. CONCLUSIONS The majority of youth receiving MAT dropped out of treatment. We identified various factors that should be prioritized to address youth underutilization of MAT in the US.
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Affiliation(s)
- Esther A. Adeniran
- Cedars-Sinai Cancer, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Megan Quinn
- Department of Biostatistics and Epidemiology, College of Public Health, East Tennessee State University, Johnson City, TN 37614, USA; (M.Q.); (Y.L.); (B.B.)
| | - Ying Liu
- Department of Biostatistics and Epidemiology, College of Public Health, East Tennessee State University, Johnson City, TN 37614, USA; (M.Q.); (Y.L.); (B.B.)
| | - Billy Brooks
- Department of Biostatistics and Epidemiology, College of Public Health, East Tennessee State University, Johnson City, TN 37614, USA; (M.Q.); (Y.L.); (B.B.)
| | - Robert P. Pack
- Department of Community and Behavioral Health, College of Public Health, East Tennessee State University, Johnson City, TN 37614, USA;
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Jiang X, Guy GP, Dever JA, Richardson JS, Dunlap LJ, Turcios D, Wolicki SB, Edlund MJ, Losby JL. Association Between Length of Buprenorphine or Methadone Use and Nonprescribed Opioid Use Among Individuals with Opioid Use Disorder: A Cohort Study. SUBSTANCE USE & ADDICTION JOURNAL 2025; 46:266-279. [PMID: 39140405 PMCID: PMC11825882 DOI: 10.1177/29767342241266038] [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] [Indexed: 08/15/2024]
Abstract
BACKGROUND Opioid use disorder (OUD) affects millions of individuals each year in the United States. Patient retention in medications for opioid use disorder (MOUD) treatment is suboptimal. This study examines and quantifies the associations between each additional month of buprenorphine or methadone use and nonprescribed opioid use. METHODS Data were obtained from an 18-month longitudinal, observational cohort study of patients (age ≥ 18 years) treated for OUD. Patients completed a baseline self-reported questionnaire between March 2018 and December 2019 and were asked to complete follow-up questionnaires at approximately 3-, 6-, 12-, and 18-months post-baseline until May 2021. Patients treated with buprenorphine or methadone, without taking other MOUD at least 12 months prior to baseline, were included. Outcomes included past 30-day use of prescription opioids nonmedically, heroin, or illegally made fentanyl. A multivariable, multilevel regression model with a binomial distribution and a logit link was used to estimate adjusted odds ratios (aORs) and 95% confidence intervals (CIs). RESULTS This study included 353 patients taking buprenorphine (mean [standard deviation, SD] age 39 [11] years; 226 [64%] female), and 785 patients taking methadone (mean [SD] age 42 [12] years; 392 [50%] female). Each additional month of MOUD treatment was associated with a 25% decrease in the odds of past 30-day nonprescribed opioid use for patients taking buprenorphine (aOR [95% CI] = 0.75 [0.68-0.83]), and a 17% decrease for patients taking methadone (aOR = 0.83 [0.79-0.87]). The COVID-19 pandemic (aOR = 9.29 [2.96-29.17]; aOR = 3.19 [1.74-5.86]) and MOUD adverse reaction experiences (aOR = 3.07 [1.11-8.48]; aOR = 2.51 [1.01-6.22]) were significantly associated with higher odds of nonprescribed opioid use among buprenorphine and methadone groups. CONCLUSION Among patients treated with buprenorphine or methadone, with each additional treatment month since baseline, those who continued with treatment appeared to be more likely to report 17% to 25% decreased odds of past 30-day nonprescribed opioid use. Our findings can be used by clinicians in the shared decision-making process with patients, emphasizing the value of sustained retention in MOUD.
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Affiliation(s)
- Xinyi Jiang
- Division of Overdose Prevention, Centers for Disease Control and Prevention’s National Center for Injury Prevention and Control, Atlanta, GA, USA
| | - Gery P. Guy
- Division of Overdose Prevention, Centers for Disease Control and Prevention’s National Center for Injury Prevention and Control, Atlanta, GA, USA
| | | | - John S. Richardson
- Stop Soldier Suicide, Durham, NC, USA
- RTI International, Research Triangle Park, NC, USA
| | | | | | - Sara Beth Wolicki
- Division of Overdose Prevention, Centers for Disease Control and Prevention’s National Center for Injury Prevention and Control, Atlanta, GA, USA
| | | | - Jan L. Losby
- Division of Overdose Prevention, Centers for Disease Control and Prevention’s National Center for Injury Prevention and Control, Atlanta, GA, USA
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Davoust M, Bazzi AR, Blakemore S, Blodgett J, Cheng A, Fielman S, Magane KM, Theisen J, Saitz R, Ventura AS, Weinstein ZM. Patient and clinician experiences with the implementation of telemedicine and related adaptations in office-based buprenorphine treatment during the COVID-19 pandemic: a qualitative study. Addict Sci Clin Pract 2025; 20:21. [PMID: 40033433 PMCID: PMC11877703 DOI: 10.1186/s13722-025-00536-3] [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: 04/16/2024] [Accepted: 01/07/2025] [Indexed: 03/05/2025] Open
Abstract
BACKGROUND Deaths from opioid overdose have increased dramatically in the past decade. For individuals with opioid use disorder (OUD), agonist medications such as methadone and buprenorphine reduce opioid-related morbidity and mortality. Historically, the provision of buprenorphine treatment in office-based settings has relied on frequent in-person contact, likely influencing patients' access to and retention in care. In response to the COVID-19 pandemic, providers of office-based buprenorphine treatment rapidly adapted their care processes, increasingly relying on telemedicine visits. To date, relatively few prior studies have combined patient and clinician perspectives to examine the implementation of telemedicine and related care adaptations, particularly in safety-net settings. METHODS Qualitative methods were used to explore clinician and patient experiences with telemedicine in an office-based buprenorphine treatment clinic affiliated with an urban safety-net hospital. From this clinic, we conducted semi-structured interviews with 25 patients and 16 clinicians (including prescribers and non-prescribers). We coded all interview data and used a thematic analysis approach to understand how telemedicine impacted treatment quality and engagement in care, as well as preferences for using telemedicine moving forward. RESULTS Five themes regarding the implementation of telemedicine and other COVID-19-related care adaptations arose from patient and clinician perspectives: (1) telemedicine integration precipitated openness to more flexibility in care practices, (2) concerns regarding telemedicine-related adaptations centered around safety and accountability, (3) telemedicine encounters required rapport and trust between patients and clinicians to facilitate open communication, (4) safety-net patient populations experienced unique challenges when using telemedicine, particularly in terms of the technology required and the need for privacy, and (5) there is an important role for telemedicine in office-based buprenorphine treatment moving forward, primarily through its use in hybrid models of care which integrate both in-person and virtual visits. CONCLUSIONS Telemedicine implementation within office-based buprenorphine treatment has the potential to improve patients' engagement in care; however, our findings emphasize the need for tailored approaches to implementing telemedicine in office-based buprenorphine treatment, particularly within safety-net settings. Overall, this study supports the maintenance of changes to policy and practice that facilitate the use of telemedicine in office-based buprenorphine treatment beyond the COVID-19 public health emergency.
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Affiliation(s)
- Melissa Davoust
- Department of Health Law, Policy, and Management, Boston University School of Public Health, 715 Albany St, Boston, MA, 02118, USA.
| | - Angela R Bazzi
- Department of Community Health Sciences, Boston University School of Public Health, 715 Albany St, Boston, MA, 02118, USA
- Herbert Wertheim School of Public Health, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Samantha Blakemore
- Grayken Center for Addiction, Clinical Addiction Research and Education Unit, Section of General Internal Medicine, Department of Medicine, Boston Medical Center, 72 East Concord St, Boston, MA, 02118, USA
| | - Juliana Blodgett
- Department of Community Health Sciences, Boston University School of Public Health, 715 Albany St, Boston, MA, 02118, USA
| | - Anna Cheng
- Boston University Chobanian & Avedisian School of Medicine, 72 East Concord St, Boston, MA, 02118, USA
| | - Sarah Fielman
- Department of Community Health Sciences, Boston University School of Public Health, 715 Albany St, Boston, MA, 02118, USA
| | - Kara M Magane
- Department of Community Health Sciences, Boston University School of Public Health, 715 Albany St, Boston, MA, 02118, USA
| | - Jacqueline Theisen
- Boston University Chobanian & Avedisian School of Medicine, 72 East Concord St, Boston, MA, 02118, USA
| | - Richard Saitz
- Department of Community Health Sciences, Boston University School of Public Health, 715 Albany St, Boston, MA, 02118, USA
- Boston University Chobanian & Avedisian School of Medicine, 72 East Concord St, Boston, MA, 02118, USA
| | - Alicia S Ventura
- Grayken Center for Addiction, Clinical Addiction Research and Education Unit, Section of General Internal Medicine, Department of Medicine, Boston Medical Center, 72 East Concord St, Boston, MA, 02118, USA
| | - Zoe M Weinstein
- Grayken Center for Addiction, Clinical Addiction Research and Education Unit, Section of General Internal Medicine, Department of Medicine, Boston Medical Center, 72 East Concord St, Boston, MA, 02118, USA
- Boston University Chobanian & Avedisian School of Medicine, 72 East Concord St, Boston, MA, 02118, USA
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Bórquez I, Williams AR, Hu MC, Scott M, Stewart MT, Harpel L, Aydinoglo N, Cerdá M, Rotrosen J, Nunes EV, Krawczyk N. State sequence analysis of daily methadone dispensing trajectories among individuals at United States opioid treatment programs before and following COVID-19 onset. Addiction 2025. [PMID: 40012102 DOI: 10.1111/add.70008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/10/2024] [Accepted: 01/09/2025] [Indexed: 02/28/2025]
Abstract
BACKGROUND AND AIMS US regulatory changes allowed for additional methadone take-home doses following COVID-19 onset. How dispensing practices changed and which factors drove variation remains unexplored. We determined daily methadone dispensing trajectories over six months before and after regulatory changes due to COVID-19 using state sequence analysis and explored correlates. DESIGN Retrospective chart review of electronic health records. SETTINGS Nine opioid treatment programs (OTPs) across nine US states. PARTICIPANTS Adults initiating treatment in 2019 (n = 328) vs. initiating 1 month after the COVID-19 regulatory changes of March 2020 (n = 376). MEASUREMENTS Type of daily methadone medication encounter (in-clinic, weekend/holiday take-home, take-home, missed dose, discontinued) based on OTP clinic; cohort (pre vs. post-COVID-19); and patient substance use, clinical and sociodemographic characteristics. FINDINGS Following COVID-19 regulatory changes, allotted methadone take-home doses increased from 3.5% to 13.8% of total person-days in treatment within the first 6 months in care. Clinic site accounted for the greatest variation in methadone dispensing (6.2% and 9.5% of the variation of discrepancy between sequences pre- and post-COVID-19, respectively). People who co-use methamphetamine had a greater increase in take-homes than people who did not use methamphetamine (from 3.7% pre-pandemic to 21.2% post-pandemic vs. 3.5% to 12.5%) and higher discontinuation (average 3.6 vs. 4.7 months among people who did not use methamphetamine pre-COVID-19; average 3.3 vs. 4.6 months post-COVID-19). In the post-COVID-19 cohort, females had a higher proportion of missed doses (17.2% vs. 11.9%) than males. People experiencing houselessness had a higher proportion of missed doses (19% vs. 12.3%) and shorter stays (average 3.5 vs. 4.5 months) when compared with those with stable housing. CONCLUSION Daily methadone dispensing trajectories in the US both before and following COVID-19 regulatory changes appeared to depend more on the opioid treatment programs' practices than individual patient characteristics or response to treatment.
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Affiliation(s)
- Ignacio Bórquez
- Center for Opioid Epidemiology and Policy (COEP), Department of Population Health, New York University Grossman School of Medicine, New York, NY, USA
| | - Arthur R Williams
- New York State Psychiatric Institute, New York, NY, USA
- Columbia University Department of Psychiatry, New York, NY, USA
| | - Mei-Chen Hu
- New York State Psychiatric Institute, New York, NY, USA
| | - Marc Scott
- Department of Applied Statistics, Social Science and Humanities, New York University, New York, NY, USA
| | - Maureen T Stewart
- Institute for Behavioral Health, The Heller School for Social Policy and Management, Brandeis University, Waltham, MA, USA
| | - Lexa Harpel
- New York State Psychiatric Institute, New York, NY, USA
| | | | - Magdalena Cerdá
- Center for Opioid Epidemiology and Policy (COEP), Department of Population Health, New York University Grossman School of Medicine, New York, NY, USA
| | - John Rotrosen
- Center for Opioid Epidemiology and Policy (COEP), Department of Population Health, New York University Grossman School of Medicine, New York, NY, USA
| | - Edward V Nunes
- New York State Psychiatric Institute, New York, NY, USA
- Columbia University Department of Psychiatry, New York, NY, USA
| | - Noa Krawczyk
- Center for Opioid Epidemiology and Policy (COEP), Department of Population Health, New York University Grossman School of Medicine, New York, NY, USA
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Cook RR, Blalock KL, El Ibrahimi S, Hoffman K, Levander XA, Little K, Leichtling G, Korthuis PT, McCarty D. Opioid Treatment Programs and Risks for COVID-19 Infections, Emergency Visits, and Hospitalizations. J Gen Intern Med 2025:10.1007/s11606-025-09444-3. [PMID: 40000522 DOI: 10.1007/s11606-025-09444-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/22/2024] [Accepted: 02/07/2025] [Indexed: 02/27/2025]
Abstract
BACKGROUND The COVID-19 pandemic spurred relaxation of opioid treatment program (OTP) in-person daily dosing requirements. This policy change was met with widespread enthusiasm by patients and providers and did not increase illicit opioid use, overdose, or medication diversion. However, it is not known whether the policy change was effective at mitigating the COVID-19 public health emergency among people with opioid use disorder (OUD) receiving treatment at OTPs. OBJECTIVE To evaluate the impact of treatment at OTPs on rates of COVID-19 infections and complications. DESIGN Prospective cohort from 4/1/2020 to 3/31/2021. PARTICIPANTS Oregon Medicaid beneficiaries with an OUD diagnosis. MAIN MEASURES The exposure was time-varying treatment for OUD, including (1) medication treatment at an OTP, (2) office-based opioid medication treatment (OBOT), (3) other treatment without medications for OUD, or (4) no treatment. Outcomes were COVID-19 diagnoses, COVID-related emergency department visits, and COVID-related hospitalizations. RESULTS Participants (N = 24,654) averaged 39 years old, most were female (53%), White (84%), and non-Hispanic (88%). Adjusted for characteristics and comorbidities, OTP patients demonstrated significantly reduced risk of COVID-19 diagnoses compared to all other groups: a 37% reduction compared to OBOT, a 52% reduction compared to non-MOUD treatment, and a 37% reduction compared to no OUD treatment. OTP treatment was also associated with a 40% risk reduction of COVID-related ED visits compared to OBOT, a 56% reduction compared to non-MOUD treatment, and a 46% risk reduction compared to no treatment. For inpatient stays, there was not a significant difference between OTP and OBOT treatment or no treatment, but OTP treatment was associated with a 64% risk reduction compared to non-MOUD treatment. CONCLUSIONS Lower risks of COVID-19 diagnoses and complications were observed among people with OUD receiving treatment at OTPs compared to other forms of treatment or no treatment.
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Affiliation(s)
- Ryan R Cook
- Department of Medicine, Section of Addiction Medicine, Oregon Health & Science University, Portland, OR, USA.
| | | | - Sanae El Ibrahimi
- Comagine Health, Portland, OR, USA
- School of Public Health, University of Nevada, Las Vegas, USA
| | - Kim Hoffman
- Department of Medicine, Section of Addiction Medicine, Oregon Health & Science University, Portland, OR, USA
| | - Ximena A Levander
- Department of Medicine, Section of Addiction Medicine, Oregon Health & Science University, Portland, OR, USA
| | - Kacey Little
- Washington County Health and Human Services, Public Health Division, Hillsboro, OR, USA
| | | | - P Todd Korthuis
- Department of Medicine, Section of Addiction Medicine, Oregon Health & Science University, Portland, OR, USA
| | - Dennis McCarty
- Department of Medicine, Section of Addiction Medicine, Oregon Health & Science University, Portland, OR, USA
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Beygui NC, Duross E, Cheng CI, Mesaros K, Gawronski K, Perzhinsky J. The Effect of the COVID-19 Pandemic on Prescribing Medications for Opioid Use Disorder in the Mid-Michigan Region. J Prim Care Community Health 2025; 16:21501319251331322. [PMID: 40173284 PMCID: PMC11967210 DOI: 10.1177/21501319251331322] [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: 11/19/2024] [Revised: 03/05/2025] [Accepted: 03/11/2025] [Indexed: 04/04/2025] Open
Abstract
BACKGROUND The increasing prevalence of opioid use coupled with the emergence of the Coronavirus Disease-19 (COVID-19) pandemic impacted opioid overdoses and death rates. People with opioid use disorder (OUD) are particularly vulnerable to the pandemic's consequences. Although Medications for Opioid Use Disorder (MOUD) are the most well supported treatment for OUD, they remain underutilized by clinicians, particularly in the primary care setting, emphasizing the importance of examining factors that impact prescribing. OBJECTIVE To assess clinicians' prescribing practices for MOUD and assess the pandemic's effect on MOUD prescription. To determine whether there is an association between patient-specific factors, such as mental health diagnoses and substance use disorder (SUD), and MOUD prescription practices prior to and during the COVID-19 pandemic. METHODS A retrospective chart review assessed 500 patient charts with a diagnosis of OUD to assess demographics, MOUD prescribing, substance use, and co-morbid mental health conditions. RESULTS 312 charts met inclusion criteria. There was no significant difference in the percentage of new MOUD prescriptions among the selected cohort between the 2 selected timeframes, nor was there a significant difference in the prescriber/setting of new prescriptions. Cumulative analysis revealed that greater than 2/3 of the selected patients had concurrent mental health diagnoses. Greater than 50% of patients reported active non-opioid substance use. The odds of having a co-occurring SUD were significantly higher among patients treated in the emergency department and various treatment settings-including urgent care and non-primary care clinics-as compared to the primary care outpatient setting. CONCLUSIONS Strong evidence supports the efficacy of using MOUD in primary care, yet it is underutilized in the mid-Michigan region. Overall prevalence of mental health diagnoses, SUD, MOUD prescriber practices were similar prior to and during the COVID-19 pandemic. There was a high occurrence of co-occurring SUD especially among patients treated outside of the primary care setting. Future initiatives to increase clinician education around MOUD and address patient barriers to treatment are warranted.
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Affiliation(s)
- Nooshin C. Beygui
- Central Michigan University College of Medicine, Mt. Pleasant, MI, USA
| | - Erin Duross
- Central Michigan University College of Medicine, Mt. Pleasant, MI, USA
| | - Chin-I Cheng
- Central Michigan University College of Science and Technology, Mt. Pleasant, MI, USA
| | - Katherine Mesaros
- Central Michigan University College of Medicine, Mt. Pleasant, MI, USA
| | - Karissa Gawronski
- Central Michigan University College of Medicine, Mt. Pleasant, MI, USA
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Yarbrough CR, Cooper H, Beane S, Haardörfer R, Ibramov U, Haley DF, Linton S, Landes S, Lewis R, Sionean C, Cummings J. State Medicaid Policies Governing Access to Medications for Opioid Use Disorder (MOUD) and MOUD Treatment Use in a Large Sample of People Who Inject Drugs in 20 U.S. States. Subst Use Misuse 2024; 60:531-541. [PMID: 39741378 PMCID: PMC11825274 DOI: 10.1080/10826084.2024.2440365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/02/2025]
Abstract
BACKGROUND People who inject drugs (PWID) are especially vulnerable to harms from opioid use disorder (OUD). Medications for OUD (MOUD) effectively reduce overdose and infectious disease transmission risks. OBJECTIVE We investigate whether state Medicaid coverage for methadone and buprenorphine is related to past-year MOUD use among PWID using cross-sectional, multilevel analyses with individual-level data on PWID from the Centers for Disease Control and Prevention's 2018 National HIV Behavioral Surveillance. The sample included 8,142 PWID aged 18-64 who reported daily opioid use from 22 U.S. metropolitan areas. Our outcome was any self-reported MOUD use in the past 12 months. Exposures were state Medicaid coverage and prior authorization requirements for methadone and buprenorphine. We interacted these exposures with PWID race/ethnicity, insurance status, and spatial access to treatment and harm reduction resources. RESULTS Compared with PWID in states without Medicaid methadone coverage, odds of past-year MOUD use were 73% (p<0.05) higher among PWID in states with methadone coverage requiring prior authorization and 80% (p<0.05) higher among PWID in states with coverage without prior authorization. Insured PWID were twice as likely to report MOUD use than uninsured PWID, with no statistically significant differences between Medicaid versus other insurance. Medicaid prior authorization requirements for buprenorphine were not significantly associated with MOUD use. Non-Hispanic Black PWID were significantly less likely to use MOUD than non-Hispanic White and Hispanic PWID. CONCLUSIONS State Medicaid methadone coverage was strongly associated with higher odds that PWID utilized MOUD, suggesting that expanding methadone insurance coverage could improve MOUD treatment in a vulnerable population.
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Affiliation(s)
- Courtney R. Yarbrough
- Department of Health Policy and Management, Rollins School of Public Health at Emory University
| | - H. Cooper
- Department of Behavioral, Social, and Health Education Sciences, Rollins School of Public Health at Emory University
| | - S. Beane
- Department of Behavioral, Social, and Health Education Sciences, Rollins School of Public Health at Emory University
| | - R. Haardörfer
- Department of Behavioral, Social, and Health Education Sciences, Rollins School of Public Health at Emory University
| | - U. Ibramov
- Department of Behavioral, Social, and Health Education Sciences, Rollins School of Public Health at Emory University
| | - D. F. Haley
- Department of Community Health Sciences, Boston University School of Public Health
| | - S. Linton
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health
| | - S. Landes
- Department of Behavioral, Social, and Health Education Sciences, Rollins School of Public Health at Emory University
| | - R. Lewis
- Division of HIV Prevention, National Center for HIV, Viral Hepatitis, STD, and TB Prevention at the Centers for Disease Control and Prevention
| | - C. Sionean
- Division of HIV Prevention, National Center for HIV, Viral Hepatitis, STD, and TB Prevention at the Centers for Disease Control and Prevention
| | - J. Cummings
- Department of Health Policy and Management, Rollins School of Public Health at Emory University
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Xie A, Hsu YJ, Speed TJ, Saunders J, Nguyen J, Khasawneh A, Kim S, A Marstellar J, M McDonald E, Shechter R, N Hanna M. The use of telemedicine for perioperative pain management during the COVID-19 pandemic. J Telemed Telecare 2024; 30:1607-1617. [PMID: 36974433 PMCID: PMC10051007 DOI: 10.1177/1357633x231162399] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2022] [Accepted: 02/21/2023] [Indexed: 03/29/2023]
Abstract
INTRODUCTION Using a human factors engineering approach, the Johns Hopkins Personalized Pain Program adopted telemedicine for perioperative pain management in response to the COVID-19 pandemic. This study examines the impact of telemedicine adoption on the quality and outcomes of perioperative pain management. METHODS A mixed-methods study with a convergent parallel design was conducted. From June 2017 to December 2021, 902 patients participated in the Personalized Pain Program. Quantitative data on daily opioid consumption, pain severity and interference, physical and mental health status, and patient satisfaction and engagement were continuously collected with all patients using chart review and patient surveys. Beginning 23 March 2020, the Personalized Pain Program transitioned to telemedicine. A pre-post quasi-experimental design was used to examine the impact of telemedicine. In addition, qualitative interviews were conducted with 3 clinicians and 17 patients to explore their experience with telemedicine visits. RESULTS The monthly number of new patients seen in the Personalized Pain Program did not significantly change before and after telemedicine adoption. Compared to patients having in-person visits before the pandemic, patients having telemedicine visits during the pandemic achieved comparable improvements in daily opioid consumption, pain severity and interference, and physical health status. While telemedicine helped overcome many challenges faced by the patients, the limitations of telemedicine were also discussed. CONCLUSION The COVID-19 pandemic stimulated the use of telemedicine. To facilitate telemedicine adoption beyond the pandemic, future research is needed to examine best practices for telemedicine adoption and provide additional evidence on the effectiveness of telemedicine.
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Affiliation(s)
- Anping Xie
- Armstrong Institute for Patient Safety and Quality, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Yea-Jen Hsu
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Traci J Speed
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Jamia Saunders
- Department of Medicine, Montefiore Medical Center, Bronx, NY, USA
| | - Jaclyn Nguyen
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Amro Khasawneh
- Department of Industrial Engineering, School of Engineering, Mercer University, Macon, GA, USA
| | - Samuel Kim
- Armstrong Institute for Patient Safety and Quality, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Jill A Marstellar
- Armstrong Institute for Patient Safety and Quality, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Eileen M McDonald
- Department of Health Behavior and Society, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Ronen Shechter
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Marie N Hanna
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
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Olawole W, Li G, Zhou Z, Wu Z, Chen Q. Impact of neighborhood-level COVID-19 mortality on the increase in drug overdose mortality in New York City during the COVID-19 pandemic. Inj Epidemiol 2024; 11:65. [PMID: 39578923 PMCID: PMC11585137 DOI: 10.1186/s40621-024-00548-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2024] [Accepted: 11/01/2024] [Indexed: 11/24/2024] Open
Abstract
BACKGROUND Overdose mortality increased substantially during the COVID-19 pandemic, but it is unclear to what extent the COVID-19 mortality had contributed to this increase at the neighborhood level. METHODS This was an ecological study based on New York City United Hospital Fund (NYC UHF) neighborhood-level data from 2019 to 2021, split into two time-windows: pre-COVID (2019) and during-COVID (2020 and 2021). Linear regression models were used to estimate the effect of cumulative COVID-19 mortality on the increase in drug overdose mortality from the pre-COVD to during-COVID periods at the neighborhood level, with and without adjusting for neighborhood characteristics. RESULTS Drug overdose mortality rate increased from 21.3 to 33.4 deaths per 100,000 person-years across NYC UHF neighborhoods from pre-COVID to during-COVID. For each additional COVID-19 death per 1,000 person-years at the neighborhood level, the increase in drug overdose mortality rose 2.4 (95% CI: 1.7, 3.3) times. Furthermore, neighborhoods with a higher percentage of Hispanic residents, a higher percentage of single-person households, and a higher percentage of residents with health insurance experienced significantly larger increases in drug overdose mortality. In contrast, neighborhoods with a higher percentage of residents aged 75 and older had a smaller increase in drug overdose mortality. CONCLUSIONS NYC neighborhoods with higher cumulative COVID-19 mortality experienced a greater increase in drug overdose mortality during the first two years of the COVID-19 pandemic.
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Affiliation(s)
- Wuraola Olawole
- Department of Biostatistics, Columbia University Mailman School of Public Health, New York, NY, 10032, USA
- School of Nursing, Johns Hopkins University, Baltimore, MD, 21205, USA
| | - Guohua Li
- Department of Anesthesiology, Columbia University Vagelos College of Physicians and Surgeons, New York, NY, 10032, USA
- Department of Epidemiology, Columbia University Mailman School of Public Health, New York, NY, 10032, USA
| | - Ziqi Zhou
- Department of Biostatistics, Columbia University Mailman School of Public Health, New York, NY, 10032, USA
| | - Zhixing Wu
- Department of Biostatistics, Columbia University Mailman School of Public Health, New York, NY, 10032, USA
| | - Qixuan Chen
- Department of Biostatistics, Columbia University Mailman School of Public Health, New York, NY, 10032, USA.
- Center for Research on Cultural and Structural Equity, Nathan S. Kline Institute for Psychiatric Research, Orangeburg, NY, 10962, USA.
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11
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Stein BD, Saloner BK, Sheng F, Sorbero M, Dick AW, Gordon AJ. Associations Between State Policies Facilitating Telehealth and Buprenorphine Episode Initiation and Duration Early in the COVID Pandemic : State Telehealth Policies and Buprenorphine. J Gen Intern Med 2024:10.1007/s11606-024-09188-6. [PMID: 39543071 DOI: 10.1007/s11606-024-09188-6] [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: 06/06/2024] [Accepted: 10/28/2024] [Indexed: 11/17/2024]
Abstract
IMPORTANCE State policies facilitating telehealth implemented early in COVID may support buprenorphine treatment of opioid use disorder. However, little empirical information is available about those policies' effects. OBJECTIVE Examine association between state policies that may facilitate telehealth use and buprenorphine treatment. DESIGN, SETTING, PARTICIPANTS Retrospective cohort study using 2019-2020 national pharmacy data on dispensed buprenorphine prescriptions. EXPOSURES State policies implemented after March 3, 2020, public health emergency declaration requiring private insurers' telehealth reimbursement to be commensurate with in-person service reimbursement, authorizing Medicaid reimbursement for audio-only telehealth, allowing physicians to provide cross-state telehealth services, and allowing psychologists to provide cross-state telehealth services. MAIN OUTCOMES AND MEASURES (a) Duration of treatment episodes started between March 1 and March 13 in both 2019 and 2020, and (b) daily numbers of new buprenorphine treatment episodes from March 13 through December 31 in each year. KEY RESULTS We found little change in the number of new buprenorphine treatment episodes started in 2020 compared to 2019 and an increase in treatment duration of 10.3 days (95%CI 8.3 to 12.2 days) for episodes started in March 2020 before the public health emergency declaration compared to the comparable 2019 period. States implementing a telehealth parity policy in 2020 had 7.3% (95%CI - 13.3% to - 0.4%) fewer new buprenorphine treatment episodes. States joining the psychologist interstate compact in 2020 after the public health emergency declaration had treatment episodes 7.97 days longer (95%CI 0.78 to 15.16) than other states. None of the other policies examined was associated with changes in new treatment episodes or treatment duration. CONCLUSIONS AND RELEVANCE Policies undertaken during the pandemic we examined were associated with few significant changes in buprenorphine treatment initiation and duration. Findings suggest realizing the benefits of telehealth and other policy changes for buprenorphine may require more extensive implementation and infrastructure support.
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Affiliation(s)
| | | | | | | | | | - Adam J Gordon
- Program for Addiction Research, Clinical Care, Knowledge and Advocacy, Division of Epidemiology, Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, USA
- Informatics, Decision-Enhancement, and Analytic Sciences Center, VA Salt Lake City Health Care System, Salt Lake City, USA
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12
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Blalock DV, Greene L, Kane RM, Smith VA, Jacobs J, Rao M, Cohen AJ, Zulman DM, Maciejewski ML. Demographic, Social, Behavioral, and Clinical Characteristics Associated with Long-Term Opioid Therapy and Any Opioid Prescription in High-Risk VA Patients. J Gen Intern Med 2024:10.1007/s11606-024-09125-7. [PMID: 39438381 DOI: 10.1007/s11606-024-09125-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Accepted: 10/04/2024] [Indexed: 10/25/2024]
Abstract
BACKGROUND Social risks (individual social and economic conditions) have been implicated as playing a major role in the opioid epidemic and may be more prevalent in the most medically vulnerable patients. However, the extent to which specific social risks and other patient factors are associated with opioid use among high-risk patients has not been comprehensively assessed. OBJECTIVE To identify patient-reported and electronic health record (EHR)-derived demographic, social, behavioral/psychological, and clinical characteristics associated with opioid use in Veterans Affairs (VA) patients at high risk for hospitalization or death. DESIGN We used generalized estimating equations to calculate the probability of long-term opioid therapy (LTOT) and the probability of filling any opioid prescription (regardless of duration) over five intervals during a 4-year period (12/2016-12/2020). PARTICIPANTS Prospective cohort of 4121 medically high-risk VA patients not receiving palliative or end-of-life care, and who responded to a survey mailed to a nationally representative sample of 10,000 high-risk VA patients. MAIN MEASURES Patient-reported demographic, social risk, behavioral/psychological, and clinical measures, and linked EHR-derived data. KEY RESULTS The average age was 69.8 years, 6.7% were female, and 17.5% were Non-Hispanic Black race/ethnicity. The majority had diagnosed chronic pain (76.1%). LTOT and any opioid prescription were positively associated with the following: younger age, non-Hispanic White race/ethnicity (compared to non-Hispanic Black race/ethnicity), male sex assigned at birth (LTOT only), not being currently employed, current tobacco use, no alcohol use, higher grit (any opioid prescription only), functional limitations, diagnosed chronic pain, lower comorbidity burden (LTOT only), obesity class I or class II/III (any opioid prescription only), undergoing surgery (any opioid prescription only), and diagnosed cancer (any opioid prescription only). CONCLUSIONS Multifactor screening could help identify individuals at elevated risk for adverse opioid-related outcomes and augment current multifaceted initiatives, as several social risks and patient characteristics were predictors of LTOT and any opioid prescription.
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Affiliation(s)
- Dan V Blalock
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham Veterans Affairs Health Care System, Durham, NC, USA
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
| | - Liberty Greene
- Center for Innovation to Implementation, VA Palo Alto Health Care System, Menlo Park, CA, USA
- Division of Primary Care and Population Health, Stanford University School of Medicine, Stanford, CA, USA
| | - Ryan M Kane
- Division of General Internal Medicine, Department of Medicine, Duke University, Durham, NC, USA
- Clinical and Translational Science Institute, Duke University, Durham, NC, USA
| | - Valerie A Smith
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham Veterans Affairs Health Care System, Durham, NC, USA
- Division of General Internal Medicine, Department of Medicine, Duke University, Durham, NC, USA
- Department of Population Health Sciences, Duke University, Durham, NC, USA
| | - Josephine Jacobs
- Center for Innovation to Implementation, VA Palo Alto Health Care System, Menlo Park, CA, USA
- Health Economics Resource Center, VA Palo Alto Health Care System, Menlo Park, CA, USA
| | - Mayuree Rao
- Seattle-Denver Center of Innovation for Veteran-Centered and Value-Driven Care, VA Puget Sound Health Care System, Seattle, WA, USA
- Division of General Internal Medicine, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Alicia J Cohen
- Center of Innovation in Long Term Services and Supports, VA Providence Healthcare System, Providence, RI, USA
- Department of Family Medicine, Warren Alpert Medical School, Brown University, Providence, RI, USA
- Department of Health Services, Policy, and Practice, School of Public Health, Brown University, Providence, RI, USA
| | - Donna M Zulman
- Center for Innovation to Implementation, VA Palo Alto Health Care System, Menlo Park, CA, USA
- Division of Primary Care and Population Health, Stanford University School of Medicine, Stanford, CA, USA
| | - Matthew L Maciejewski
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham Veterans Affairs Health Care System, Durham, NC, USA.
- Division of General Internal Medicine, Department of Medicine, Duke University, Durham, NC, USA.
- Department of Population Health Sciences, Duke University, Durham, NC, USA.
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13
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Prahlow JA, Jones P, Bailey K, Grande A, Obead A, Pink C, Douglas E, Shattuck B, Fisher-Hubbard A, Brown T, deJong JL. SARS-CoV-2 (COVID-19) Experience at an Academic Medical Examiner's Office. Acad Forensic Pathol 2024; 14:87-107. [PMID: 39246388 PMCID: PMC11380442 DOI: 10.1177/19253621231224532] [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: 03/08/2023] [Accepted: 12/17/2023] [Indexed: 09/10/2024]
Abstract
Introduction The coronavirus disease of 2019 (COVID-19) pandemic has resulted in a great deal of morbidity and mortality worldwide. Since most deaths related to COVID-19 are currently considered natural, and they tend to occur following a clinically recognized illness, many medical examiner/coroner offices within the United States do not take jurisdiction over the majority of COVID-19 deaths. Methods In this review, we present the experience of a medium-sized medical examiner's office affiliated with an academic medical school institution, over the first 15 months of the COVID-19 pandemic. Results Compared to a 15-month period that immediately preceded the pandemic, our office experienced a significant increase in the total number of reported deaths, scene investigations, full autopsies, natural deaths, accidents, homicides, and drug-related deaths, but a decrease in the number of suicides. Overall, our office performed 5 autopsies during the study period where COVID-19 was considered the primary cause of death, 4 cases where COVID-19 was considered a contributory cause of death, and 28 cases where COVID-19 testing was positive, but COVID-19 was not contributory to death. Discussion The COVID-19 pandemic was accompanied by a sizeable increase in work volume within our academic medical examiner's office. Although this increased workload was not related to a large number of COVID-19-related deaths investigated by the office, there were numerous areas of increased workload that were likely secondarily related to the conditions associated with the pandemic.
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14
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Lamonica A, Boeri M, Khan M. The impact of social isolation policies during COVID-19 on suburban mothers and pregnant women with opioid use disorder. Women Health 2024; 64:540-550. [PMID: 38987864 PMCID: PMC11770553 DOI: 10.1080/03630242.2024.2377640] [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: 07/28/2023] [Revised: 06/06/2024] [Accepted: 06/26/2024] [Indexed: 07/12/2024]
Abstract
The aim of this qualitative research paper was to identify how social isolation policies implemented during the COVID-19 pandemic impacted the lives of pregnant women and mothers with opioid use disorder. Between 2020 and 2022, in-depth interviews were conducted with 37 mothers and pregnant women living in the suburbs of Newark, NJ, and New Haven, CT. Participants had to be at least 18 years old, misused or abused opioids in the last 12 months while residing in a suburban location, and pregnant or caring for children aged 12 and younger. We used syndemics theory to guide our grounded theory analysis to identify relationships between social situations, health conditions, and opioid use disorder. Five major themes emerged that were either directly or indirectly impacted by social isolation caused by policies implemented during the COVID-19 pandemic: Relationships, Environment, Services, Drug Use, and Health. Findings from this study reveal new insights into how mothers and their health were impacted by prolonged social isolation policies and offer suggestions for policymakers and service providers to better address future crisis.
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Affiliation(s)
- Aukje Lamonica
- Public Health, Southern Connecticut State University, New Haven, Connecticut, USA
| | - Miriam Boeri
- North Jersey Research Initiative, North Jersey Research Initiative, Newark, New Jersey, USA
| | - Mishal Khan
- North Jersey Research Initiative, North Jersey Research Initiative, Newark, New Jersey, USA
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15
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Laing R, Donnelly CA. Evolution of an epidemic: Understanding the opioid epidemic in the United States and the impact of the COVID-19 pandemic on opioid-related mortality. PLoS One 2024; 19:e0306395. [PMID: 38980856 PMCID: PMC11233025 DOI: 10.1371/journal.pone.0306395] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Accepted: 05/31/2024] [Indexed: 07/11/2024] Open
Abstract
We conduct this research with a two-fold aim: providing a quantitative analysis of the opioid epidemic in the United States (U.S.), and exploring the impact of the COVID-19 pandemic on opioid-related mortality. The duration and persistence of the opioid epidemic lends itself to the need for an overarching analysis with extensive scope. Additionally, studying the ramifications of these concurrent severe public health crises is vital for informing policies to avoid preventable mortality. Using data from CDC WONDER, we consider opioid-related deaths grouped by Census Region spanning January 1999 to October 2022 inclusive, and later add on a demographic component with gender-stratification. Through the lens of key events in the opioid epidemic, we build an interrupted time series model to reveal statistically significant drivers of opioid-related mortality. We then employ a counterfactual to approximate trends in the absence of COVID-19, and estimate excess opioid-related deaths (defined as observed opioid-related deaths minus projected opioid-related deaths) associated with the pandemic. According to our model, the proliferation of fentanyl contributed to sustained increases in opioid-related death rates across three of the four U.S. census regions, corroborating existing knowledge in the field. Critically, each region has an immediate increase to its opioid-related monthly death rate of at least 0.31 deaths per 100,000 persons at the start of the pandemic, highlighting the nationwide knock-on effects of COVID-19. There are consistent positive deviations from the expected monthly opioid-related death rate and a sizable burden from cumulative excess opioid-related deaths, surpassing 60,000 additional deaths nationally from March 2020 to October 2022, ∼70% of which were male. These results suggest that robust, multi-faceted measures are even more important in light of the COVID-19 pandemic to prevent overdoses and educate users on the risks associated with potent synthetic opioids such as fentanyl.
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Affiliation(s)
- Rachel Laing
- Department of Statistics, University of Oxford, Oxford, United Kingdom
- Division of Infectious Diseases, Massachusetts General Hospital, Cambridge, Massachusetts, United States of America
| | - Christl A Donnelly
- Department of Statistics, University of Oxford, Oxford, United Kingdom
- Pandemic Sciences Institute, University of Oxford, Oxford, United Kingdom
- MRC Centre for Global Infectious Disease Analysis, Imperial College London, London, United Kingdom
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16
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Roth KB, Goplerud DK, Babjak JS, Nguyen JL, Gilbert LR. Examining the association of rurality with opioid-related morbidity and mortality in Georgia: A geospatial analysis. JOURNAL OF SUBSTANCE USE AND ADDICTION TREATMENT 2024; 162:209336. [PMID: 38494047 DOI: 10.1016/j.josat.2024.209336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 02/18/2024] [Accepted: 03/01/2024] [Indexed: 03/19/2024]
Abstract
INTRODUCTION The US opioid epidemic continues to escalate, with overdose deaths being the most-used metric to quantify its burden. There is significant geographic variation in opioid-related outcomes. Rural areas experience unique challenges, yet many studies oversimplify rurality characterizations. Contextual factors, such as area deprivation, are also important to consider when understanding a community's need for treatment services and prevention programming. This study aims to provide a geospatial snapshot of the opioid epidemic in Georgia using several metrics of opioid-related morbidity and mortality and explore differences by rurality across counties. METHODS This was a spatial ecologic study. Negative binominal regression was used to model the relationship of county rurality with four opioid-related outcomes - overdose mortality, emergency department visits, inpatient hospitalizations, and overdose reversals - adjusting for county-level sex, racial/ethnic, and age distributions. Area Deprivation Index was also included. RESULTS There was significant geographic variation across the state for all four opioid-related outcomes. Counts remained highest among the metro areas. For rates, counties in the top quartile of rates varied by outcome and were often rural areas. In the final models, rurality designation was largely unrelated to opioid outcomes, with the exception of medium metro areas (inversely related to hospitalizations and overdose reversals) and non-core areas (inversely related to hospitalizations), as compared to large central metro areas. Higher deprivation was significantly related to increased ED visits and hospitalizations, but not overdose mortality and reversals. CONCLUSIONS When quantifying the burden of the opioid epidemic in a community, it is essential to consider multiple outcomes of morbidity and mortality. Understanding what outcomes are problematic for specific communities, in combination with their demographic and socioeconomic context, can provide insight into gaps in the treatment continuum and potential areas for intervention. Additionally, compared to demographic and socioeconomic factors, rurality may no longer be a salient predictor of the severity of the opioid epidemic in an area.
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Affiliation(s)
- Kimberly B Roth
- Mercer University School of Medicine, Department of Community Medicine, 1250 E 66(th) Street, Savannah, GA 31404, USA.
| | - Dana K Goplerud
- Johns Hopkins School of Medicine, Departments of Medicine and Pediatrics, Baltimore, MD 21205, USA
| | - Jennifer S Babjak
- Mercer University School of Medicine, Department of Community Medicine, 1250 E 66(th) Street, Savannah, GA 31404, USA
| | - Jennifer L Nguyen
- Mercer University College of Pharmacy, 3001 Mercer University Drive, Atlanta, GA 30341, USA
| | - Lauren R Gilbert
- Tilman J. Fertitta Family College of Medicine, University of Houston, 5055 Medical Circle, Houston, TX 77004, USA; Humana Integrated Health System Sciences Institute at the University of Houston, 5055 Medical Circle, Houston, TX 77004, USA
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17
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Jackson AF, Burkom H. A Framework for Developing and Assessing Custom Case Definitions: A Demonstration Applied to Opioid Overdose in Maryland. JOURNAL OF PUBLIC HEALTH MANAGEMENT AND PRACTICE 2024; 30:578-585. [PMID: 38870375 DOI: 10.1097/phh.0000000000001885] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/15/2024]
Abstract
CONTEXT Public health epidemiologists monitor data sources for disease outbreaks and other events of public health concern, but manual review of records to identify cases of interest is slow and labor-intensive and may not reflect evolving data practices. To automatically identify cases from electronic data sources, epidemiologists must use "case definitions" or formal logic that captures the criteria used to identify a record as a case of interest. OBJECTIVE To establish a methodology for development and evaluation of case definitions. A logical evaluation framework to approach case definitions will allow jurisdictions the flexibility to implement a case definition tailored to their goals and available data. DESIGN Case definition development is explained as a process with multiple logical components combining free-text and categorical data fields. The process is illustrated with the development of a case definition to identify emergency medical services (EMS) call records related to opioid overdoses in Maryland. SETTING The Maryland Department of Health (MDH) installation of the Electronic Surveillance System for Early Notification of Community-Based Epidemics (ESSENCE), which began capturing EMS call records in ESSENCE in 2019 to improve statewide coverage of all-hazards health issues. RESULTS We describe a case definition evaluation framework and demonstrate its application through development of an opioid overdose case definition to be used in MDH ESSENCE. We show the iterative process of development, from defining how a case can be identified conceptually to examining each component of the conceptual definition and then exploring how to capture that component using available data. CONCLUSION We present a framework for developing and qualitatively assessing case definitions and demonstrate an application of the framework to identifying opioid overdose incidents from MDH EMS data. We discuss guidelines to support jurisdictions in applying this framework to their own data and public health challenges to improve local surveillance capability.
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Affiliation(s)
- Alice F Jackson
- Johns Hopkins University Applied Physics Laboratory, Laurel, Maryland
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18
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Wüsthoff LEC, Lund-Johansen F, Henriksen K, Wildendahl G, Jacobsen JA, Gomes L, Anjum HS, Barlinn R, Kran AMB, Munthe LA, Vaage JT. Seroprevalence of SARS-CoV-2 and humoral immune responses to COVID-19 mRNA vaccines among people who use drugs - in the light of tailored mitigating strategies. Harm Reduct J 2024; 21:120. [PMID: 38890611 PMCID: PMC11186241 DOI: 10.1186/s12954-024-01023-9] [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: 05/16/2023] [Accepted: 05/14/2024] [Indexed: 06/20/2024] Open
Abstract
BACKGROUND During the initial wave of the COVID-19 pandemic, there was a surprisingly low incidence of SARS-CoV-2 among People Who Use Drugs (PWUD) in Oslo, Norway, despite their heightened vulnerability regarding risk of infection and severe courses of the disease.This study aims to investigate the seroprevalence of SARS-CoV-2 antibodies among PWUD, their antibody responses to relevant virus infections and COVID-19 mRNA vaccines, and their vaccination coverage compared to the general population. METHODS Conducted as a prospective cohort study, data was collected from residents in six institutions for homeless PWUD and users of a low-threshold clinic for opioid agonist treatment. Ninety-seven participants were recruited for SARS-CoV-2 seroprevalence analysis. Additional two participants with known positive SARS-CoV-2 test results were recruited for further analyses. Twenty-five participants completed follow-up. Data included questionnaires, nasal swabs and blood samples. Data on vaccination coverage was obtained from the National Vaccine Register. Serologic methods included detection of antibodies to relevant virus proteins, neutralizing antibodies to SARS-CoV-2, antibodies to the full-length spike protein, and receptor-binding domain from SARS-CoV-2. RESULTS Among PWUD, antibodies to SARS-CoV-2 were detected in 2 out of 97 samples before vaccines against SARS-CoV-2 were available, comparable to a 2.8% frequency in population-based screening. Levels of serum antibodies to seasonal coronaviruses and Epstein-Barr-Virus (EBV) in PWUD were similar to population-based levels. After the second vaccine dose, binding and neutralizing antibody levels to SARS-CoV-2 in PWUD were comparable to controls. Eighty-four of PWUD received at least one dose of COVID-19 mRNA vaccine, compared to 89% in the general population. CONCLUSION Results indicate that PWUD did not exhibit increased SARS-CoV-2 seroprevalence or elevated serum antibodies to seasonal coronaviruses and EBV. Moreover, vaccine responses in PWUD were comparable to controls, suggesting that vaccination is effective in conferring protection against SARS-CoV-2 also in this population.
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Affiliation(s)
- Linda Elise Couëssurel Wüsthoff
- Unit for Clinical Research on Addictions, Oslo University Hospital, PO Box 4959 Nydalen, Oslo, 0424, Norway.
- Norwegian Centre for Addiction Reasearch, Institute of Clinical Medicine, University of Oslo, PO Box 1039 Blindern, Oslo, 0315, Norway.
| | - Fridtjof Lund-Johansen
- Department of Immunology, Oslo University Hospital, PO Box 4950 Nydalen, Oslo, 0424, Norway
- ImmunoLingo Convergence Center, Institute of Clinical Medicine, University of Oslo, Gaustadalleen 21, Oslo, 0349, Norway
- Institute of Clinical Medicine, University of Oslo, PO Box 1171 Blindern, Oslo, 0318, Norway
- Precision Immunotherapy Alliance, Institute of Clinical Medicine, University of Oslo, PO Box 1171 Blindern, 0318, Oslo, Norway
| | - Kathleen Henriksen
- Agency for Social and Welfare Services, Oslo Municipality, PO Box 30 Sentrum, Oslo, 0101, Norway
- Student Health Services, Student Welfare Services in Oslo, Problemveien 9, Oslo, 0313, Norway
| | - Gull Wildendahl
- Agency for Social and Welfare Services, Oslo Municipality, PO Box 30 Sentrum, Oslo, 0101, Norway
| | - Jon-Aksel Jacobsen
- Agency for Social and Welfare Services, Oslo Municipality, PO Box 30 Sentrum, Oslo, 0101, Norway
| | - Leni Gomes
- Agency for Social and Welfare Services, Oslo Municipality, PO Box 30 Sentrum, Oslo, 0101, Norway
| | - Hina Sarwar Anjum
- Agency for Social and Welfare Services, Oslo Municipality, PO Box 30 Sentrum, Oslo, 0101, Norway
| | - Regine Barlinn
- Department of Microbiology, Oslo University Hospital, PO Box 4950 Nydalen, Oslo, 0424, Norway
| | - Anne-Marte Bakken Kran
- Division of Infection Control, Norwegian Institute of Public Health, PO Box 222 Skøyen, Oslo, 0213, Norway
| | - Ludvig Andre Munthe
- Department of Immunology, Oslo University Hospital, PO Box 4950 Nydalen, Oslo, 0424, Norway
- KG Jebsen Centre for B cell Malignancies, and Precision Immunotherapy Alliance, Institute of Clinical Medicine, University of Oslo, PO Box 4950 Nydalen, Oslo, 0424, Norway
| | - John T Vaage
- Department of Immunology, Oslo University Hospital, PO Box 4950 Nydalen, Oslo, 0424, Norway
- Institute of Clinical Medicine, University of Oslo, PO Box 1171 Blindern, Oslo, 0318, Norway
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19
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Marks SJ, Pham H, McCray N, Palazzolo J, Harrell A, Lowe J, Bachireddy C, Guerra L, Cunningham PJ, Barnes AJ. Patient experiences with outpatient opioid use disorder treatment before and during COVID-19: results from a survey of Medicaid members. THE AMERICAN JOURNAL OF DRUG AND ALCOHOL ABUSE 2024; 50:357-370. [PMID: 38759212 DOI: 10.1080/00952990.2024.2328543] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Revised: 02/20/2024] [Accepted: 03/05/2024] [Indexed: 05/19/2024]
Abstract
Background: Payers are increasingly interested in quality improvement for opioid use disorder (OUD) treatment, including incorporating patient experiences. Medicaid is the largest payer for OUD treatment, yet we know little about the treatment benefits Medicaid members report, how these vary across members, or changed with the COVID-19 pandemic.Objective: To examine Medicaid members' report of outpatient treatment benefits, employment, and housing outcomes before and during the pandemic.Methods: A representative sample of 1,032 Virginia Medicaid members (52% women) receiving OUD treatment completed a survey of treatment benefits, health status and social needs. A reported treatment benefit index was created based on seven self-reported items. Multivariable linear regression models, pooled and stratified by time (pre-COVID-19/COVID-19), assessed member characteristics associated with reported treatment benefit, employment and housing outcomes.Results: Members reported strong treatment benefit (mean: 21.8 [SD: 5.9] out of 28 points) and improvements in employment (2.4 [1.3] out of 5) and housing (2.8 [1.2] out of 5). After adjustment, mental distress (regression coefficient: -3.00 [95% CI:-3.97;-2.03]), polysubstance use (-1.25 [-1.99;-0.51]), and food insecurity (-1.00 [-1.71;-0.29]), were associated with decreased benefits from treatment. During COVID-19, justice-involved individuals reported decreased benefits (-2.17 [-3.54; -0.80]) compared to before the pandemic (-0.09 [-1.4-;1.24] p < .05).Conclusions: Medicaid members receiving outpatient OUD treatment reported positive treatment benefits, and housing and employment outcomes. However, those with comorbid health and social conditions often benefited the least. As payers move toward quality improvement and value-based purchasing initiatives, collecting and integrating patient reported outcomes into quality metrics is critical.
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Affiliation(s)
- Sarah J Marks
- Department of Health Behavior and Policy, Virginia Commonwealth University, Richmond, VA, USA
- Medical Scientist Training Program, Virginia Commonwealth University, Richmond, VA, USA
| | - Huyen Pham
- Semel Institute for Neuroscience and Human Behavior, University of California Los Angeles, Los Angeles, CA, USA
| | - Neil McCray
- Virginia Department of Medical Assistance Services, Richmond, VA, USA
| | | | - Ashley Harrell
- Virginia Department of Medical Assistance Services, Richmond, VA, USA
| | - Jason Lowe
- Virginia Department of Medical Assistance Services, Richmond, VA, USA
| | | | - Lauren Guerra
- Department of Health Behavior and Policy, Virginia Commonwealth University, Richmond, VA, USA
| | - Peter J Cunningham
- Department of Health Behavior and Policy, Virginia Commonwealth University, Richmond, VA, USA
| | - Andrew J Barnes
- Department of Health Behavior and Policy, Virginia Commonwealth University, Richmond, VA, USA
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20
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Yao A, Huhn AS, Ellis JD. COVID-19-Related Financial Hardship Is Associated With Depression and Anxiety in Substance Use Treatment Across Gender and Racial Groups. J Nerv Ment Dis 2024; 212:295-299. [PMID: 38598730 PMCID: PMC11008766 DOI: 10.1097/nmd.0000000000001753] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/12/2024]
Abstract
ABSTRACT Many individuals lost their employment during the COVID-19 pandemic and experienced financial hardship. These experiences may increase risk for co-occurring conditions, including substance use disorders (SUDs) and related symptoms of depression and anxiety. This study aimed to examine the associations between COVID-19-related financial hardship and/or job loss and co-occurring symptoms, across gender and racial groups. Respondents (N = 3493) included individuals entering SUD treatment in the United States in March-October of 2020. Results demonstrated that COVID-19-related financial hardship and unemployment in the household was associated with greater depression and anxiety severity among people in SUD treatment (p's < 0.05). Our findings highlight financial hardship and loss of employment as risk factors for co-occurring depression and anxiety. However, additive effects between marginalized identity status and COVID-19 economic hardship on co-occurring symptoms were not observed.
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Affiliation(s)
- Aijia Yao
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, 5510 Nathan Shock Drive, Baltimore, MD 21224, United States
| | - Andrew S. Huhn
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, 5510 Nathan Shock Drive, Baltimore, MD 21224, United States
| | - Jennifer D. Ellis
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, 5510 Nathan Shock Drive, Baltimore, MD 21224, United States
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21
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Davoust M, Bazzi AR, Blakemore S, Blodgett J, Cheng A, Fielman S, Magane KM, Theisen J, Saitz R, Ventura AS, Weinstein ZM. Patient and Clinician Experiences with the Implementation of Telemedicine and Related Adaptations in Office-Based Buprenorphine Treatment During the COVID-19 Pandemic: A Qualitative Study. RESEARCH SQUARE 2024:rs.3.rs-4272282. [PMID: 38746460 PMCID: PMC11092823 DOI: 10.21203/rs.3.rs-4272282/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2024]
Abstract
Background Deaths from opioid overdose have increased dramatically in the past decade, representing an epidemic in the United States. For individuals with opioid use disorder (OUD), agonist medications such as methadone and buprenorphine reduce opioid-related morbidity and mortality. Historically, the provision of buprenorphine treatment in office-based settings has relied on frequent in-person contact, likely influencing patients' access to and retention in care. In response to the COVID-19 pandemic, providers of office-based buprenorphine treatment rapidly adapted their care processes, increasingly relying on telemedicine visits. To date, relatively few prior studies have combined patient and clinician perspectives to examine the implementation of telemedicine and related care adaptations, particularly in safety-net settings. Methods Qualitative methods were used to explore clinician and patient experiences with telemedicine in an office-based buprenorphine treatment clinic affiliated with an urban safety-net hospital. From this clinic, we interviewed 25 patients and 16 clinicians (including prescribers and non-prescribers) to understand how telemedicine impacted treatment quality and engagement in care, as well as preferences for using telemedicine moving forward. Results Five themes regarding the implementation of telemedicine and other COVID-19-related care adaptations arose from patient and clinician perspectives: 1) telemedicine integration precipitated openness to more flexibility in care practices, 2) concerns regarding telemedicine-related adaptations centered around safety and accountability, 3) telemedicine encounters required rapport and trust between patients and clinicians to facilitate open communication, 4) safety-net patient populations experienced unique challenges when using telemedicine, particularly in terms of the technology required and the need for privacy, and 5) there is an important role for telemedicine in office-based buprenorphine treatment moving forward, primarily through its use in hybrid models of care. Conclusions Telemedicine implementation within office-based buprenorphine treatment has the potential to improve patients' engagement in care; however, our findings emphasize the need for tailored approaches to implementing telemedicine in office-based buprenorphine treatment, particularly within safety-net settings. Overall, this study supports the maintenance of changes to policy and practice that facilitate the use of telemedicine in office-based buprenorphine treatment beyond the COVID-19 public health emergency.
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Affiliation(s)
| | | | | | | | - Anna Cheng
- Boston University Chobanian & Avedisian School of Medicine
| | | | | | - Jacqui Theisen
- Boston University Chobanian & Avedisian School of Medicine
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22
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Qian G, Humphreys K, Goldhaber-Fiebert JD, Brandeau ML. Estimated effectiveness and cost-effectiveness of opioid use disorder treatment under proposed U.S. regulatory relaxations: A model-based analysis. Drug Alcohol Depend 2024; 256:111112. [PMID: 38335797 PMCID: PMC10940194 DOI: 10.1016/j.drugalcdep.2024.111112] [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: 08/12/2023] [Revised: 01/12/2024] [Accepted: 01/28/2024] [Indexed: 02/12/2024]
Abstract
AIM To assess the effectiveness and cost-effectiveness of buprenorphine and methadone treatment in the U.S. if exemptions expanding coverage for substance use disorder services via telehealth and allowing opioid treatment programs to supply a greater number of take-home doses of medications for opioid use disorder (OUD) continue (Notice of Proposed Rule Making, NPRM). DESIGN SETTING AND PARTICIPANTS Model-based analysis of buprenorphine and methadone treatment for a cohort of 100,000 individuals with OUD, varying treatment retention and overdose risk among individuals receiving and not receiving methadone treatment compared to the status quo (no NPRM). INTERVENTION Buprenorphine and methadone treatment under NPRM. MEASUREMENTS Fatal and nonfatal overdoses and deaths over five years, discounted lifetime per person QALYs and costs. FINDINGS For buprenorphine treatment under the status quo, 1.21 QALYs are gained at a cost of $19,200/QALY gained compared to no treatment; with 20% higher treatment retention, 1.28 QALYs are gained at a cost of $17,900/QALY gained compared to no treatment, and the strategy dominates the status quo. For methadone treatment under the status quo, 1.11 QALYs are gained at a cost of $17,900/QALY gained compared to no treatment. In all scenarios, methadone provision cost less than $20,000/QALY gained compared to no treatment, and less than $50,000/QALY gained compared to status quo methadone treatment. CONCLUSIONS Buprenorphine and methadone OUD treatment under NPRM are likely to be effective and cost-effective. Increases in overdose risk with take-home methadone would reduce health benefits. Clinical and technological strategies could mitigate this risk.
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Affiliation(s)
- Gary Qian
- Department of Management Science and Engineering, Stanford University, Stanford, CA, USA.
| | - Keith Humphreys
- Center for Innovation to Implementation, VA Palo Alto Health Care System, Palo Alto, CA, USA; Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
| | | | - Margaret L Brandeau
- Department of Management Science and Engineering, Stanford University, Stanford, CA, USA
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23
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Lee YK, Gold MS, Blum K, Thanos PK, Hanna C, Fuehrlein BS. Opioid use disorder: current trends and potential treatments. Front Public Health 2024; 11:1274719. [PMID: 38332941 PMCID: PMC10850316 DOI: 10.3389/fpubh.2023.1274719] [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: 08/08/2023] [Accepted: 12/29/2023] [Indexed: 02/10/2024] Open
Abstract
Opioid use disorder (OUD) is a major public health threat, contributing to morbidity and mortality from addiction, overdose, and related medical conditions. Despite our increasing knowledge about the pathophysiology and existing medical treatments of OUD, it has remained a relapsing and remitting disorder for decades, with rising deaths from overdoses, rather than declining. The COVID-19 pandemic has accelerated the increase in overall substance use and interrupted access to treatment. If increased naloxone access, more buprenorphine prescribers, greater access to treatment, enhanced reimbursement, less stigma and various harm reduction strategies were effective for OUD, overdose deaths would not be at an all-time high. Different prevention and treatment approaches are needed to reverse the concerning trend in OUD. This article will review the recent trends and limitations on existing medications for OUD and briefly review novel approaches to treatment that have the potential to be more durable and effective than existing medications. The focus will be on promising interventional treatments, psychedelics, neuroimmune, neutraceutical, and electromagnetic therapies. At different phases of investigation and FDA approval, these novel approaches have the potential to not just reduce overdoses and deaths, but attenuate OUD, as well as address existing comorbid disorders.
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Affiliation(s)
- Yu Kyung Lee
- Department of Psychiatry, Brigham and Women’s Hospital, Boston, MA, United States
| | - Mark S. Gold
- Department of Psychiatry, Washington University in St. Louis Euclid Ave, St. Louis, MO, United States
| | - Kenneth Blum
- Division of Addiction Research and Education, Center for Sports, Exercise, and Mental Health, Western University Health Sciences, Pomona, CA, United States
| | - Panayotis K. Thanos
- Behavioral Neuropharmacology and Neuroimaging Laboratory on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biosciences, Clinical Research Institute on Addictions, State University of New York at Buffalo, Buffalo, NY, United States
| | - Colin Hanna
- Behavioral Neuropharmacology and Neuroimaging Laboratory on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biosciences, Clinical Research Institute on Addictions, State University of New York at Buffalo, Buffalo, NY, United States
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24
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Gainullin M, Federico L, Røkke Osen J, Chaban V, Kared H, Alirezaylavasani A, Lund-Johansen F, Wildendahl G, Jacobsen JA, Sarwar Anjum H, Stratford R, Tennøe S, Malone B, Clancy T, Vaage JT, Henriksen K, Wüsthoff L, Munthe LA. People who use drugs show no increase in pre-existing T-cell cross-reactivity toward SARS-CoV-2 but develop a normal polyfunctional T-cell response after standard mRNA vaccination. Front Immunol 2024; 14:1235210. [PMID: 38299149 PMCID: PMC10827924 DOI: 10.3389/fimmu.2023.1235210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 12/27/2023] [Indexed: 02/02/2024] Open
Abstract
People who use drugs (PWUD) are at a high risk of contracting and developing severe coronavirus disease 2019 (COVID-19) and other infectious diseases due to their lifestyle, comorbidities, and the detrimental effects of opioids on cellular immunity. However, there is limited research on vaccine responses in PWUD, particularly regarding the role that T cells play in the immune response to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Here, we show that before vaccination, PWUD did not exhibit an increased frequency of preexisting cross-reactive T cells to SARS-CoV-2 and that, despite the inhibitory effects that opioids have on T-cell immunity, standard vaccination can elicit robust polyfunctional CD4+ and CD8+ T-cell responses that were similar to those found in controls. Our findings indicate that vaccination stimulates an effective immune response in PWUD and highlight targeted vaccination as an essential public health instrument for the control of COVID-19 and other infectious diseases in this group of high-risk patients.
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Affiliation(s)
- Murat Gainullin
- KG Jebsen Centre for B cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- NEC OncoImmunity AS, Oslo, Norway
- Department of Immunology, Oslo University Hospital, Oslo, Norway
| | - Lorenzo Federico
- KG Jebsen Centre for B cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Immunology, Oslo University Hospital, Oslo, Norway
| | - Julie Røkke Osen
- KG Jebsen Centre for B cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Immunology, Oslo University Hospital, Oslo, Norway
| | - Viktoriia Chaban
- KG Jebsen Centre for B cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Immunology, Oslo University Hospital, Oslo, Norway
| | - Hassen Kared
- KG Jebsen Centre for B cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Immunology, Oslo University Hospital, Oslo, Norway
| | - Amin Alirezaylavasani
- KG Jebsen Centre for B cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Immunology, Oslo University Hospital, Oslo, Norway
| | - Fridtjof Lund-Johansen
- Department of Immunology, Oslo University Hospital, Oslo, Norway
- ImmunoLingo Convergence Center, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | | | | | | | | | | | | | | | - John T. Vaage
- Department of Immunology, Oslo University Hospital, Oslo, Norway
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Kathleen Henriksen
- Agency for Social and Welfare Services, Oslo, Norway
- Student Health Services, University of Oslo, Oslo, Norway
| | - Linda Wüsthoff
- Unit for Clinical Research on Addictions, Oslo University Hospital, Oslo, Norway
- Norwegian Centre for Addiction Reasearch, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Ludvig A. Munthe
- KG Jebsen Centre for B cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Immunology, Oslo University Hospital, Oslo, Norway
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25
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Bansal N, Campbell SM, Lin CY, Ashcroft DM, Chen LC. Development of prescribing indicators related to opioid-related harm in patients with chronic pain in primary care-a modified e-Delphi study. BMC Med 2024; 22:5. [PMID: 38167142 PMCID: PMC10763174 DOI: 10.1186/s12916-023-03213-x] [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: 06/20/2023] [Accepted: 12/05/2023] [Indexed: 01/05/2024] Open
Abstract
BACKGROUND Long-term opioid use is associated with dependency, addiction, and serious adverse events. Although a framework to reduce inappropriate opioid prescribing exists, there is no consensus on prescribing indicators for preventable opioid-related problems in patients with chronic pain in primary care in the UK. This study aimed to identify opioid prescription scenarios for developing indicators for prescribing opioids to patients with chronic pain in primary care. METHODS Scenarios of opioid prescribing indicators were identified from a literature review, guidelines, and government reports. Twenty-one indicators were identified and presented in various opioid scenarios concerning opioid-related harm and adverse effects, drug-drug interactions, and drug-disease interactions in certain disease conditions. After receiving ethics approval, two rounds of electronic Delphi panel technique surveys were conducted with 24 expert panellists from the UK (clinicians, pharmacists, and independent prescribers) from August 2020 to February 2021. Each indicator was rated on a 1-9 scale from inappropriate to appropriate. The score's median, 30th and 70th percentiles, and disagreement index were calculated. RESULTS The panel unanimously agreed that 15 out of the 21 opioid prescribing scenarios were inappropriate, primarily due to their potential for causing harm to patients. This consensus was reflected in the low appropriateness scores (median ranging from 1 to 3). There were no scenarios with a high consensus that prescribing was appropriate. The indicators were considered inappropriate due to drug-disease interactions (n = 8), drug-drug interactions (n = 2), adverse effects (n = 3), and prescribed dose and duration (n = 2). Examples included prescribing opioids during pregnancy, concurrently with benzodiazepines, long-term without a laxative prescription and prescribing > 120-mg morphine milligram equivalent per day or long-term duration over 3 months after surgery. CONCLUSIONS The high agreement on opioid prescribing indicators indicates that these potentially hazardous consequences are relevant and concerning to healthcare practitioners. Future research is needed to evaluate the feasibility and implementation of these indicators within primary care settings. This research will provide valuable insights and evidence to support opioid prescribing and deprescribing strategies. Moreover, the findings will be crucial in informing primary care practitioners and shaping quality outcome frameworks and other initiatives to enhance the safety and quality of care in primary care settings.
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Affiliation(s)
- Neetu Bansal
- Drug Usage and Pharmacy Practice Group, Division of Pharmacy and Optometry, Faculty of Biology, Medicine and Health, Centre for Pharmacoepidemiology and Drug Safety, Manchester Academic Health Science Centre, School of Health Sciences, University of Manchester, Oxford Road, Manchester, M13 9PT, UK.
| | - Stephen M Campbell
- Department of Public Health Pharmacy and Management, School of Pharmacy, Sefako Makgatho Health Sciences University, Molotlegi Street, Pretoria, 0208, South Africa
- Centre for Epidemiology and Public Health, School of Health Sciences, University of Manchester, Manchester, M13 9PL, UK
| | - Chiu-Yi Lin
- Division of Pharmacy and Optometry, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, School of Health Sciences, University of Manchester, Oxford Road, Manchester, M13 9PT, UK
| | - Darren M Ashcroft
- Drug Usage and Pharmacy Practice Group, Division of Pharmacy and Optometry, Faculty of Biology, Medicine and Health, Centre for Pharmacoepidemiology and Drug Safety, Manchester Academic Health Science Centre, School of Health Sciences, University of Manchester, Oxford Road, Manchester, M13 9PT, UK
- NIHR Greater Manchester Patient Safety Research Collaboration, University of Manchester, Manchester, M13 9PL, UK
| | - Li-Chia Chen
- Drug Usage and Pharmacy Practice Group, Division of Pharmacy and Optometry, Faculty of Biology, Medicine and Health, Centre for Pharmacoepidemiology and Drug Safety, Manchester Academic Health Science Centre, School of Health Sciences, University of Manchester, Oxford Road, Manchester, M13 9PT, UK
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26
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Jin H, Xue J, Lin KL, Yang H, Zhu Z. Impact of Supply Chain Disruptions on Economic Growth: Insights From a Major Public Health Crisis. INQUIRY : A JOURNAL OF MEDICAL CARE ORGANIZATION, PROVISION AND FINANCING 2024; 61:469580241266402. [PMID: 39140132 PMCID: PMC11325311 DOI: 10.1177/00469580241266402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Revised: 05/22/2024] [Accepted: 06/10/2024] [Indexed: 08/15/2024]
Abstract
Supply chain disruptions caused by major public health crises will severely impact the economic growth. The main purpose of this paper is to examine the above proposition, taking the strict lockdown policy and supply chain disruption in Hubei Province at the beginning of the COVID-19 epidemic as a case, to provide decision-making reference for the government in supply chain management under major public health crisis. To achieve this goal, this paper firstly measures the supply chain network of Hubei province via the multi-region and multi-sector value-added model; then empirically studies the impact of lockdown policy and supply chain disruption on provincial economic growth, with the monthly data of 31 provinces covering January 2018 to December 2022, by the Difference in Difference method. The results show that: the lockdown policy and supply chain disruption under the Covid-19 epidemic negatively affected provincial economic growth; moreover, supply chain disruptions make provinces closer to Hubei more vulnerable to economic shocks. The results are significant in the placebo test, and are further supported in the robustness test of alternative variables and data. We further discussed the Business Cycle Co-movement between Hubei and other provinces, and the probable impact mechanism of supply chain interruption on economic growth in the Covid-19 epidemic. This study shows that supply chain network plays an important role in the transmission of interregional economic shocks, as well as its importance for economic growth, especially in major public health crises.
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Affiliation(s)
- Hui Jin
- Zhanjiang Sci-Tech University, Hangzhou, China
| | - Jiamin Xue
- Zhanjiang Sci-Tech University, Hangzhou, China
| | | | | | - Zhenyu Zhu
- Zhanjiang Sci-Tech University, Hangzhou, China
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27
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Nguyen B, Zhao C, Bailly E, Chi W. Telehealth Initiation of Buprenorphine for Opioid Use Disorder: Patient Characteristics and Outcomes. J Gen Intern Med 2024; 39:95-102. [PMID: 37670069 PMCID: PMC10817870 DOI: 10.1007/s11606-023-08383-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Accepted: 08/16/2023] [Indexed: 09/07/2023]
Abstract
BACKGROUND The COVID-19 pandemic exacerbated access barriers for patients with opioid use disorder. Telehealth presents an opportunity to improve access, treatment quality, and patient outcomes. OBJECTIVE To determine patient characteristics associated with initiating buprenorphine treatment via telehealth and to examine how telehealth initiation is associated with access, treatment quality, and health outcomes. DESIGN AND PARTICIPANTS This cross-sectional study used deidentified insurance claims to identify opioid use disorder adult patients initiating buprenorphine treatment between March 1, 2020, and November 30, 2021. Multivariable logistic regression assessed determinants of telehealth initiation. Propensity score matching addressed observed differences between in-person and telehealth initiators. MAIN MEASURES Treatment quality outcomes included initiation within 14 days of diagnosis, engagement (at least 2 opioid use disorder-related visits), and any buprenorphine refill during the study period. Health outcomes included opioid overdose and opioid use disorder-related emergency department and inpatient visits. KEY RESULTS We identified 23,565 adult buprenorphine initiators, including 3314 (14.1%) patients using telehealth. Younger patients (OR 0.91 to 0.77), females (OR 1.18), South (OR 1.63) and Midwest (OR 1.27) regions, rural area (OR 1.12), and higher-income (OR 1.16) neighborhood residents were more likely to use telehealth. Telehealth patients were more likely than in-person patients (54.5% vs. 48.4%; adjusted odds ratio (AOR), 1.29; 95% CI, 1.19-1.40) to stay engaged with opioid use disorder treatment, and more likely to refill buprenorphine during the study period (83.6% vs. 79.0%, AOR 1.37; 95% CI, 1.23-1.52). Telehealth initiation of buprenorphine was associated with 36% lower overdose rate than in-person initiation (adjusted incidence rate ratio 0.64; 95% CI, 0.45-0.94). The two groups evidenced no significant differences in opioid use disorder-related ED visit and hospitalization. CONCLUSIONS Our findings suggest that telehealth-initiated buprenorphine treatment is associated with reduced opioid overdose rate and improved patient engagement. Our findings strengthen the case for extending telehealth exemptions and prescribing flexibilities for treatment.
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Affiliation(s)
| | | | | | - Winnie Chi
- Elevance Health Inc, Wilmington, DE, USA.
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Sweeney K, Daniulaityte R, Mendoza N, Ki S, Doebbeling B. "It's Also Pushed People to a New Level of Desperation:" COVID-19 Impacts on Experiences of Persons Who Use Illicit Opioids. J Psychoactive Drugs 2024; 56:127-134. [PMID: 36548869 DOI: 10.1080/02791072.2022.2160391] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2022] [Revised: 08/26/2022] [Accepted: 10/11/2022] [Indexed: 12/24/2022]
Abstract
The purpose of this qualitative study is to characterize the impacts of the COVID-19 pandemic on drug use experiences among persons who use illicit opioids (PWUO) in Arizona. Between 12/2020 and 05/2021, interviews were conducted via Zoom with 22 PWUO from across Arizona. Participants were recruited through Craigslist and social media ads, referrals by a local harm reduction organization, and other participants. The interviews were transcribed and analyzed using NVivo. Participants were 25-51 years of age, 36% were female, and 55% non-Hispanic White. Most reported past month use of heroin, and/or counterfeit (pressed) non-pharmaceutical fentanyl (NPF) pills. Nearly all reported changes in their drug use during the pandemic. Participants discussed profound negative impacts of social isolation with escalating mental health problems, boredom, and ease of hiding drug use from others, leading to increases in drug use. Loss of daily routines, employment difficulties, and challenges of accessing treatment due to COVID-19 restrictions were also driving factors for increased drug use. The growing availability of NPF pills during the pandemic led many individuals to transition from heroin to more frequent NPF pill use. The results emphasize the need for quality behavioral care services with an increased focus on economic and social support systems.
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Affiliation(s)
- Kaylin Sweeney
- College of Health Solutions, Arizona State University, Phoenix, AZ, USA
| | | | - Natasha Mendoza
- Center for Applied Behavioral Health Policy, School of Social Work, Arizona State University, Phoenix, AZ, USA
| | - Seol Ki
- School of Social Work, Arizona State University, Phoenix, AZ, USA
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29
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Delgado MR, Fareri DS, Chang LJ. Characterizing the mechanisms of social connection. Neuron 2023; 111:3911-3925. [PMID: 37804834 PMCID: PMC10842352 DOI: 10.1016/j.neuron.2023.09.012] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Revised: 08/07/2023] [Accepted: 09/08/2023] [Indexed: 10/09/2023]
Abstract
Understanding how individuals form and maintain strong social networks has emerged as a significant public health priority as a result of the increased focus on the epidemic of loneliness and the myriad protective benefits conferred by social connection. In this review, we highlight the psychological and neural mechanisms that enable us to connect with others, which in turn help buffer against the consequences of stress and isolation. Central to this process is the experience of rewards derived from positive social interactions, which encourage the sharing of perspectives and preferences that unite individuals. Sharing affective states with others helps us to align our understanding of the world with another's, thereby continuing to reinforce bonds and strengthen relationships. These psychological processes depend on neural systems supporting reward and social cognitive function. Lastly, we also consider limitations associated with pursuing healthy social connections and outline potential avenues of future research.
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Affiliation(s)
- Mauricio R Delgado
- Department of Psychology, Rutgers University-Newark, Newark, NJ 07102, USA.
| | - Dominic S Fareri
- Gordon F. Derner School of Psychology, Adelphi University, Garden City, NY 11530, USA
| | - Luke J Chang
- Consortium for Interacting Minds, Department of Psychological and Brain Sciences, Dartmouth College, Hanover, NH 03755, USA
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Bunn TL, Costich JF, Mirzaian M, Daniels LK, Wang D, Quesinberry D. Interrupted time series analysis of drug overdose fatalities in service-related industries versus non-service-related industries during the COVID-19 pandemic, 2018-2021. Inj Prev 2023; 29:511-518. [PMID: 37648420 PMCID: PMC10715517 DOI: 10.1136/ip-2023-044894] [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: 03/14/2023] [Accepted: 08/02/2023] [Indexed: 09/01/2023]
Abstract
BACKGROUND Variation among industries in the association between COVID-19-related closing or reopening orders and drug overdose deaths is unknown. The objectives of this study were to compare drug overdose decedent demographics, annual drug overdose fatality rates and monthly drug overdose fatality rates by specific industry within the service-related industry sector, and to perform an interrupted time series analysis comparing weekly drug overdose mortality counts in service-related and non-service-related industries, examining the COVID-19 pre-pandemic and pandemic phases by Kentucky closing and reopening orders. METHODS Kentucky drug overdose death certificate and toxicology testing data for years 2018-2021 were analysed using Χ2 and interrupted time series methods. RESULTS Before the pandemic, annual drug overdose fatality rates in service-related industries were higher than in non-service-related industries. However, these trends reversed during the pandemic. Both service-related and non-service-related industry groups experienced increased fatal drug overdoses at change points associated with the gubernatorial business closure orders, although the magnitude of the increase differed between the two groups. Young, female and black workers in service-related industries had higher frequencies of drug overdose deaths compared with decedents in the non-service-related industries. CONCLUSION Spikes in drug overdose mortality in both service-related and non-service-related industries during the pandemic highlight the need to consider and include industries and occupations, as well as worker populations vulnerable to infectious diseases, as integral stakeholder groups when developing and implementing drug overdose prevention interventions, and implementing infectious disease surveillance systems.
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Affiliation(s)
- Terry L Bunn
- Kentucky Injury Prevention and Research Center, University of Kentucky, Lexington, Kentucky, USA
- Department of Epidemiology and Environmental Health, University of Kentucky College of Public Health, Lexington, Kentucky, USA
| | - Julia F Costich
- Kentucky Injury Prevention and Research Center, University of Kentucky, Lexington, Kentucky, USA
- Department of Health Management and Policy, University of Kentucky College of Public Health, Lexington, Kentucky, USA
| | - Mira Mirzaian
- Kentucky Injury Prevention and Research Center, University of Kentucky, Lexington, Kentucky, USA
| | - Lara K Daniels
- Kentucky Injury Prevention and Research Center, University of Kentucky, Lexington, Kentucky, USA
| | - Dandan Wang
- Department of Biostatistics, University of Kentucky College of Public Health, Lexington, Kentucky, USA
| | - Dana Quesinberry
- Kentucky Injury Prevention and Research Center, University of Kentucky, Lexington, Kentucky, USA
- Department of Health Management and Policy, University of Kentucky College of Public Health, Lexington, Kentucky, USA
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Tatar M, Faraji MR, Keyes K, Wilson FA, Jalali MS. Social vulnerability predictors of drug poisoning mortality: A machine learning analysis in the United States. Am J Addict 2023; 32:539-546. [PMID: 37344967 DOI: 10.1111/ajad.13445] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2022] [Revised: 04/16/2023] [Accepted: 06/05/2023] [Indexed: 06/23/2023] Open
Abstract
BACKGROUND AND OBJECTIVES Drug poisoning is a leading cause of unintentional deaths in the United States. Despite the growing literature, there are a few recent analyses of a wide range of community-level social vulnerability features contributing to drug poisoning mortality. Current studies on this topic face three limitations: often studying a limited subset of vulnerability features, focusing on small sample sizes, or solely including local data. To address this gap, we conducted a national-level analysis to study the impacts of several social vulnerability features in predicting drug mortality rates in the United States. METHODS We used machine learning to investigate the role of 16 social vulnerability features in predicting drug mortality rates for US counties in 2014, 2016, and 2018-the most recent available data. We estimated each vulnerability feature's gain relative contribution in predicting drug poisoning mortality. RESULTS Among all social vulnerability features, the percentage of noninstitutionalized persons with a disability is the most influential predictor, with a gain relative contribution of 18.6%, followed by population density and the percentage of minority residents (13.3% and 13%, respectively). Percentages of households with no available vehicles, mobile homes, and persons without a high school diploma are the following features with gain relative contributions of 6.3%, 5.8%, and 5.1%, respectively. CONCLUSION AND SCIENTIFIC SIGNIFICANCE We identified social vulnerability features that are most predictive of drug poisoning mortality. Public health interventions and policies targeting vulnerable communities may increase the resilience of these communities and mitigate the overdose death and drug misuse crisis.
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Affiliation(s)
- Moosa Tatar
- Center for Value-Based Care Research, Cleveland Clinic, Cleveland, Ohio, USA
| | - Mohammad R Faraji
- Department of Computer Science and Information Technology, Institute for Advanced Studies in Basic Sciences, Zanjan, Iran
| | - Katherine Keyes
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, New York, USA
| | - Fernando A Wilson
- Matheson Center for Health Care Studies, University of Utah, Salt Lake City, Utah, USA
- Department of Population Health Sciences, University of Utah, Salt Lake City, Utah, USA
| | - Mohammad S Jalali
- MGH Institute for Technology Assessment, Harvard Medical School, Boston, Massachusetts, USA
- Sloan School of Management, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
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Renda S, Eshkevari L, Glymph D, Knestrick J, Lundy KS, Ortiz M, Sharp D, Solari-Twadell PA, Valentine NM. Mobilizing nurses to address the opioid misuse epidemic. Nurs Outlook 2023; 71:102033. [PMID: 37769501 DOI: 10.1016/j.outlook.2023.102033] [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: 12/18/2022] [Revised: 07/24/2023] [Accepted: 08/09/2023] [Indexed: 10/03/2023]
Abstract
BACKGROUND The opioid epidemic is a major health challenge in the United States. PURPOSE Members from the American Academy of Nursing joined to write a consensus paper about nurses' role in the opioid epidemic. METHODS The panel reviewed the history of the opioid epidemic and policies to care for patients with opioid use disorder (OUD) and how registered nurses (RNs) and advanced practice nurses (APRNs) could increase care for people with OUD. DISCUSSION Recommendations are presented to advance policies that empower RNs and APRNs to abate the opioid epidemic. CONCLUSION Recommendations include (a) advance legislation that supports RNs and APRNs full scope of practice and expands professional role in pain management and addiction prevention; (b) evaluate effective policies that promote RN and APRN care; support federal elimination of X-waiver with state law alignment; (c) sustain the use of nurses in telemedicine; (d) support nursing research on nurse involvement in all aspects of OUD.
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Affiliation(s)
- Susan Renda
- Primary Care Expert Panel, American Academy of Nursing, Washington, DC.
| | - Ladan Eshkevari
- Psychiatric, Mental Health, and Substance Use Expert Panel, American Academy of Nursing, Washington, DC
| | - Derrick Glymph
- Psychiatric, Mental Health, and Substance Use Expert Panel, American Academy of Nursing, Washington, DC
| | - Joyce Knestrick
- Primary Care Expert Panel, American Academy of Nursing, Washington, DC
| | | | - Mario Ortiz
- Primary Care Expert Panel, American Academy of Nursing, Washington, DC
| | - Daryl Sharp
- Psychiatric, Mental Health, and Substance Use Expert Panel, American Academy of Nursing, Washington, DC
| | | | - Nancy M Valentine
- Psychiatric, Mental Health, and Substance Use Expert Panel, American Academy of Nursing, Washington, DC
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Agniel D, Cantor J, Golan OK, Yu H, Andraka-Christou B, Simon KI, Stein BD, Taylor EA. How are state telehealth policies associated with services offered by substance use disorder treatment facilities? Evidence from 2019 to 2022. Drug Alcohol Depend 2023; 252:110959. [PMID: 37734281 PMCID: PMC10731590 DOI: 10.1016/j.drugalcdep.2023.110959] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Revised: 08/17/2023] [Accepted: 09/03/2023] [Indexed: 09/23/2023]
Abstract
BACKGROUND The COVID-19 pandemic led several states to adopt policies permitting the delivery of substance use disorder treatment (SUDT) by telehealth. We assess the impact of state-level telehealth policies in 2020 that specifically permitted audio or audiovisual forms of telehealth offerings among SUDT facilities. PROCEDURE Cross-sectional analysis of secondary data from between 2019 and 2022. Pre-pandemic, federal law permitted states to allow audiovisual telehealth modes for SUDT to a limited extent. 2020 laws permitted states to allow audio-only modes for the first time and strengthened ability to offer audiovisual modes. We compared national SUDT facility self-reported telehealth offerings in 2020 and beyond to 2019, in states that in 2020 had policies permitting audiovisual and audio only, compared to other states. MAIN FINDINGS Among outpatient SUDT facilities (n = 5227) present in all four years of our data, the proportion offering telehealth increased from 18% (n = 921) in 2019-26% in 2020, 60% in 2021, and 79% in 2022. We estimate an audiovisual and audio only policy in 2020 was associated with an increase in telehealth offering rates in 2022 of +16.5% points (pp) (95% CI [+10.4,+22.6]) compared to the rates in states with no such listed policy. There was little evidence of an influence on telehealth offering in 2020 (-2.9 pp, CI [-9.0,+3.2]) and 2021 (+0.6 pp, CI [-5.5,+6.7]). CONCLUSIONS The enactment of state-level telehealth policies that allow audio and audiovisual modalities may have increased SUDT facilities' likelihood of offering telehealth services two years after enactment.
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Affiliation(s)
| | | | | | - Hao Yu
- Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA
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Martinez A, Khan T, Dylla DE, Marcinak J, Collins M, Saget B, Conway B. Reported adverse events related to use of hepatitis C virus direct-acting antivirals with opioids: 2017-2021. Harm Reduct J 2023; 20:142. [PMID: 37779203 PMCID: PMC10544489 DOI: 10.1186/s12954-023-00874-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Accepted: 09/24/2023] [Indexed: 10/03/2023] Open
Abstract
INTRODUCTION Due to concerns over potential interactions between some hepatitis C direct-acting antivirals (DAAs) and opioids, we describe adverse event (AE) reports of concomitant use of opioids and DAAs. METHODS AEs reported (July 28, 2017-December 31, 2021) with the administration of the DAAs glecaprevir/pibrentasvir, sofosbuvir/velpatasvir, ledipasvir/sofosbuvir, sofosbuvir/velpatasvir/voxilaprevir, and elbasvir/grazoprevir as suspect products were downloaded from the US Food and Drug Administration AE Reporting System Public Dashboard. The number of AE reports containing opioids (fentanyl, hydrocodone, oxycodone) as co-suspect products/concomitant products were counted and summarized by severity, reporting country and whether an outcome of death was reported. Overdose AEs were counted irrespective of opioid use, and changes over time were assessed. RESULTS In total, 40 AEs were reported for DAAs and concomitant fentanyl use, 25 (62.5%) were in the USA, 35 (87.5%) were considered serious, and 14 (35.0%) resulted in death; and 626 were reported with concomitant oxycodone/hydrocodone use, 596 (95.2%) were in the USA, 296 (47.3%) were considered serious, and 28 (4.5%) resulted in death. There were 196 overdose AEs (32 [16%] deaths) declining from 2018 (N = 56) to 2021 (N = 29). CONCLUSIONS Treating people with hepatitis C virus (HCV) infection who use drugs is key to achieving HCV elimination. Low numbers of DAA AE reports with opioids may provide reassurance to prioritize HCV treatment in this population. These data contribute to evidence supporting the continued scale-up of DAA treatment among people who use drugs to achieve HCV elimination goals.
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Affiliation(s)
- Anthony Martinez
- Department of Medicine, Jacobs School of Medicine, University at Buffalo, State University of New York, 955 Main Street, Buffalo, NY, 14203, USA.
| | - Tipu Khan
- Ventura County Medical Center, Ventura, CA, USA
| | - Douglas E Dylla
- US Medical Affairs - Virology, AbbVie Inc., North Chicago, IL, USA
| | - John Marcinak
- Infectious Diseases Therapeutic Area, AbbVie Inc., North Chicago, IL, USA
| | | | - Brad Saget
- Global Medical Affairs - Virology/Hepatology, AbbVie Inc., North Chicago, IL, USA
| | - Brian Conway
- Vancouver Infectious Diseases Centre, Vancouver, Canada
- Simon Fraser University, Burnaby, Canada
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Guillet C, Endomba FT, Aravantinos D, Hussami A, Beye F, Girod JC, Glélé LSA. Methadone Dose and Timing of Administration as Predictors of Sleep Apnea Syndrome During Methadone Maintenance Treatment: A Retrospective Cross-sectional Study. ADDICTION & HEALTH 2023; 15:240-246. [PMID: 38322484 PMCID: PMC10843352 DOI: 10.34172/ahj.2023.1455] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Accepted: 05/15/2023] [Indexed: 02/08/2024]
Abstract
Background This study aimed to assess the association of sleep apnea syndrome (SAS) with methadone dose and timing of administration in patients receiving methadone maintenance treatment (MMT) for opioid use disorder (OUD). Methods This retrospective cross-sectional study was conducted on adult patients receiving MMT who had a nocturnal respiratory polygraphy between November 2015 and December 2021. Data on methadone treatment and polygraph recording, including the apnea-hypopnea index (AHI) were collected. Findings A total of 40 patients, mostly male (72.5%), with a mean age of 35±6.7 years and a mean body mass index (BMI) of 25.1±4.5 kg/m2 were included. The daily dose of methadone was significantly associated with an AHI≥15 events/h as well as an AHI≥30 events/h, even after adjustment for age, gender, BMI, and benzodiazepine use. However, these associations were not preserved when the time of administration (day vs evening) was considered, while the evening administration was significantly associated with an AHI≥15 events/h. The best sensitivity and specificity for the prediction of AHI≥15 events/h and AHI≥30 events/h were obtained with daily methadone doses of≥72.5 mg and 77.5 mg, respectively. Conclusion In this sample of MMT patients, methadone doses of 72.5 mg and 77.5 mg were the best cut-off values for predicting AHI≥15 and≥30 events/h, respectively, especially when taken in the evening. These results should draw clinicians' attention to the importance of SAS screening, and further studies are needed, notably comparisons with buprenorphine.
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Affiliation(s)
- Clément Guillet
- Sleep Exploration Centre, La Chartreuse Psychiatric Hospital, 21000 Dijon, France
- Depression Unit, La Chartreuse Psychiatric Hospital, 21000 Dijon, France
| | - Francky Teddy Endomba
- Medical Mind Association, Yaoundé, Cameroon
- Sleep Specialized Transversal Training, Psychiatry Internship Program, University of Burgundy, 21000 Dijon, France
| | - David Aravantinos
- Sleep Exploration Centre, La Chartreuse Psychiatric Hospital, 21000 Dijon, France
- Addictology Unit, La Chartreuse Psychiatric Hospital, 21000 Dijon, France
| | - Aymard Hussami
- Sleep Exploration Centre, La Chartreuse Psychiatric Hospital, 21000 Dijon, France
| | - Florence Beye
- Pharmacy Unit, La Chartreuse Psychiatric Hospital, 21000 Dijon, France
| | - Jean Claude Girod
- Sleep Exploration Centre, La Chartreuse Psychiatric Hospital, 21000 Dijon, France
| | - Ludwig Serge Aho Glélé
- Service D’épidémiologie Et D’hygiène Hospitalière, CHU Hôpital D’enfants, 14 Rue Paul 10 Gaffarel, 21079, Dijon, France
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Anderson HD, Patterson VP, Wright G, Rawlings JE, Moore GD, Leonard J, Page II RL. Evaluating the Effect of COVID-19 on Outpatient Opioid Utilization Among Health First Colorado Members and a National Non-Medicaid Cohort: An Interrupted Time Series Analysis. Ther Clin Risk Manag 2023; 19:745-753. [PMID: 37744558 PMCID: PMC10516188 DOI: 10.2147/tcrm.s424961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2023] [Accepted: 08/26/2023] [Indexed: 09/26/2023] Open
Abstract
Objective COVID-19, coinciding with the opioid epidemic in the United States, has had significant impacts on health-care utilization. While mixed, early analyses signaled a potential resurgence in opioid use following the pandemic. The primary study objective was to assess the association of the COVID-19 pandemic with opioid utilization among Health First Colorado (Colorado's Medicaid Program) members and a non-Medicaid managed care cohort who did not have a diagnosis of cancer or sickle cell disease. Patients and Methods Using an interrupted time series and segmented regression analysis, this population-level study assessed the association of the COVID-19 pandemic on prescribed utilization of long- and short-acting opioid analgesics among Health First Colorado members and a random sample of non-Medicaid managed care members. Pharmacy claims data for both cohorts were assessed between October 1, 2018, and September 30, 2021, with April 2020 identified as the interruption of interest. We evaluated the following monthly opioid use measures separately for short-acting and long-acting opioids: number of members filling an opioid, total fills, and total days supplied. Results Short- and long-acting opioid utilization was significantly decreasing among Health First Colorado members in the 18 months prior to the start of COVID-19. After the onset of the pandemic, utilization stabilized and slopes were not significantly different from zero. Among the non-Medicaid managed care cohort, short- and long-acting opioid utilization significantly decreased in the 18 months leading up to the onset of the pandemic. After the onset of the pandemic, utilization of long-acting opioids stabilized, while utilization of short-acting opioids significantly increased. Conclusion While we observed an increase in opioid utilization measures post-pandemic in the non-Medicaid managed care cohort, a similar increase was not observed in Health First Colorado members suggesting that thoughtful opioid policies put in place pre-pandemic may have been effective at controlling potential inappropriate opioid utilization.
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Affiliation(s)
- Heather D Anderson
- Department of Clinical Pharmacy, University of Colorado Skaggs School of Pharmacy and Pharmaceutical Sciences, Anschutz Medical Campus, Aurora, CO, USA
| | - Vanessa Paul Patterson
- Department of Clinical Pharmacy, University of Colorado Skaggs School of Pharmacy and Pharmaceutical Sciences, Anschutz Medical Campus, Aurora, CO, USA
| | - Garth Wright
- Department of Clinical Pharmacy, University of Colorado Skaggs School of Pharmacy and Pharmaceutical Sciences, Anschutz Medical Campus, Aurora, CO, USA
| | - Julia E Rawlings
- Department of Clinical Pharmacy, University of Colorado Skaggs School of Pharmacy and Pharmaceutical Sciences, Anschutz Medical Campus, Aurora, CO, USA
| | - Gina D Moore
- Department of Clinical Pharmacy, University of Colorado Skaggs School of Pharmacy and Pharmaceutical Sciences, Anschutz Medical Campus, Aurora, CO, USA
| | - Jim Leonard
- Colorado Department of Health Care Policy and Financing, Denver, CO, USA
| | - Robert L Page II
- Department of Clinical Pharmacy, University of Colorado Skaggs School of Pharmacy and Pharmaceutical Sciences, Anschutz Medical Campus, Aurora, CO, USA
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Blair LK, Howard J, Peiper NC, Little BB, Taylor KC, Baumgartner R, Creel L, DuPre NC. Residence in urban or rural counties in relation to opioid overdose mortality among Kentucky hospitalizations before and during the COVID-19 pandemic. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2023; 119:104122. [PMID: 37473677 DOI: 10.1016/j.drugpo.2023.104122] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Revised: 06/02/2023] [Accepted: 07/05/2023] [Indexed: 07/22/2023]
Abstract
BACKGROUND At the beginning of the opioid overdose epidemic, overdose mortality rates were higher in urban than in rural areas. We examined the association between residence in an urban or rural county and subsequent opioid overdose mortality in Kentucky, a state highly impacted by the opioid epidemic, and whether this was modified by the COVID-19 pandemic. METHODS We captured hospitalizations in Kentucky from 2016 to 2020, involving an opioid using ICD-10-CM codes T40.0-T40.4 and T40.6. Patient's county was classified as urban or rural based on the NCHS Urban-Rural Classification Scheme. Multivariable logistic regression was used to estimate odds ratios (ORs) and 95% confidence intervals (CIs) of opioid overdose mortality, adjusted for demographics, hospitalization severity, and zip code SES. We assessed effect modification by the COVID-19 pandemic. RESULTS Overall, patients living in urban counties had 46% higher odds of opioid overdose death than patients residing in rural counties (adjusted OR=1.46; 95% CI=1.22, 1.74). Before the pandemic, patients in urban counties had 63% increased odds of opioid overdose death (adjusted OR=1.63; 95% CI=1.34, 1.97); however, during the COVID-19 pandemic, patients in urban and rural counties became more similar in regard to opioid overdose mortality (adjusted OR=0.72; 95% CI=0.45, 1.16; p-value for interaction =0.02). CONCLUSION Before the pandemic, living in urban counties was associated with higher opioid overdose mortality among Kentucky hospitalizations; however, during the COVID-19 pandemic, opioid overdose mortality in rural areas increased, approaching rates in urban areas. COVID-19 posed social, economic, and healthcare challenges that may be contributing to worsening mortality trends affecting both urban and rural patients.
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Affiliation(s)
- Lyndsey K Blair
- Department of Epidemiology and Population Health, University of Louisville School of Public Health and Information Sciences, United States; Lincoln Trail District Health Department, United States.
| | - Jeffrey Howard
- Department of Surgery, University of Louisville School of Medicine, United States; Louisville Metro Department for Public Health and Wellness, United States
| | - Nicholas C Peiper
- Department of Epidemiology and Population Health, University of Louisville School of Public Health and Information Sciences, United States
| | - Bert B Little
- Department of Health Management and System Sciences, University of Louisville School of Public Health and Information Sciences, United States
| | - Kira C Taylor
- Department of Epidemiology and Population Health, University of Louisville School of Public Health and Information Sciences, United States
| | - Richard Baumgartner
- Department of Epidemiology and Population Health, University of Louisville School of Public Health and Information Sciences, United States
| | - Liza Creel
- Department of Health Management and System Sciences, University of Louisville School of Public Health and Information Sciences, United States; Commonwealth Institute of Kentucky, United States
| | - Natalie C DuPre
- Department of Epidemiology and Population Health, University of Louisville School of Public Health and Information Sciences, United States
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Klemperer EM, Wreschnig L, Crocker A, King-Mohr J, Ramniceanu A, Brooklyn JR, Peck KR, Rawson RA, Evans EA. The impact of the implementation of medication for opioid use disorder and COVID-19 in a statewide correctional system on treatment engagement, postrelease continuation of care, and overdose. JOURNAL OF SUBSTANCE USE AND ADDICTION TREATMENT 2023; 152:209103. [PMID: 37311520 PMCID: PMC10257572 DOI: 10.1016/j.josat.2023.209103] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/13/2022] [Revised: 02/27/2023] [Accepted: 06/09/2023] [Indexed: 06/15/2023]
Abstract
BACKGROUND People with opioid use disorder (OUD) are overrepresented in US correctional facilities and experience disproportionately high risk for overdose after release. Medications for OUD (MOUD) are highly efficacious but not available to most incarcerated individuals. In 2018, Vermont began providing MOUD for all incarcerated individuals with OUD statewide. In 2020, the COVID-19 state of emergency began. We assessed the impact of both events on MOUD utilization and treatment outcomes. METHODOLOGY Analyses linked Vermont Department of Corrections administrative data and Medicaid claims data between 07/01/2017 and 03/31/2021. The study used logistic regression to analyze treatment engagement among all incarcerated individuals in Vermont. Multilevel modeling assessed change in clinical outcomes among release episodes that occurred among individuals with an OUD diagnosis Medicaid claim. RESULTS Prescriptions for MOUD while incarcerated increased from 0.8% to 33.9% of the incarcerated population after MOUD implementation (OR = 67.4) and subsequently decreased with the onset of COVID-19 to 26.6% (OR = 0.7). After MOUD implementation, most prescriptions (63.1%) were to individuals who had not been receiving MOUD prior to incarceration, but this figure decreased to 53.9% with the onset of COVID-19 (OR = 0.7). Prescriptions for MOUD within 30 days after release increased from 33.9% of those with OUD before to 41.0% after MOUD implementation (OR = 1.4) but decreased to 35.6% with the onset of COVID-19 (OR = 0.8). Simultaneously, opioid-related nonfatal overdoses within 30 days after release decreased from 1.2% before to 0.8% after statewide MOUD implementation (OR = 0.3) but increased to 1.9% during COVID-19 (OR = 3.4). Fatal overdoses within 1 year after release decreased from 27 deaths before to ≤10 after statewide MOUD implementation and remained ≤10 during COVID-19. CONCLUSIONS This longitudinal evaluation demonstrated increased treatment engagement and a decrease in opioid-related overdose following implementation of MOUD in a statewide correctional system. In contrast, these improvements were somewhat attenuated with the onset of COVID-19, which was associated with decreased treatment engagement and an increase in nonfatal overdoses. Considered together, these findings demonstrate the benefits of statewide MOUD for incarcerated individuals as well as the need to identify and address barriers to continuation of care following release from incarceration in the context of COVID-19.
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Affiliation(s)
- Elias M Klemperer
- University of Vermont, College of Medicine, Department of Psychiatry, United States of America.
| | | | - Abigail Crocker
- University of Vermont, College of Engineering Mathematical Sciences, Department of Mathematics and Statistics, United States of America
| | - Jessica King-Mohr
- Vermont Agency of Human Services, Department of Corrections, United States of America
| | - Annie Ramniceanu
- Vermont Agency of Human Services, Department of Corrections, United States of America
| | - John R Brooklyn
- University of Vermont, College of Medicine, Department of Family Medicine, United States of America
| | - Kelly R Peck
- University of Vermont, College of Medicine, Department of Psychiatry, United States of America
| | - Richard A Rawson
- University of Vermont, College of Medicine, Department of Psychiatry, United States of America
| | - Elizabeth A Evans
- University of Massachusetts Amherst, School of Public Health & Health Sciences, United States of America
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Yang DW, Son KB. Impact of the COVID-19 Pandemic on the Public Perceptions of the Roles and Functions of Community Pharmacies in South Korea: Updated Cross-Sectional Self-Reported Web-Based Survey. JMIR Public Health Surveill 2023; 9:e46723. [PMID: 37390391 PMCID: PMC10453941 DOI: 10.2196/46723] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2023] [Revised: 05/29/2023] [Accepted: 06/29/2023] [Indexed: 07/02/2023] Open
Abstract
BACKGROUND Community pharmacists confronted dual burdens in response to the COVID-19 pandemic by expanding the scope of pharmaceutical practices. OBJECTIVE This study aimed to assess the perceived roles and functions of community pharmacies during the pandemic and to explore their updated roles after the pandemic began. METHODS We conducted a self-reported web-based survey in October 2022. Based on Korean census data, we recruited the study participants (n=1000) through quota sampling stratified by age, sex, and region, yielding a 7.45% (1000/13,423) response rate. The questionnaires were composed of 3 sections: demographics, the roles and functions of community pharmacies during the pandemic, and the updated roles of community pharmacies during disasters. Each question in the second and third sections was rated on a 5-point Likert scale from 1 (strongly disagree) to 5 (strongly agree), and each item's mean scores and SDs were reported. The study participants were categorized into 2 groups: individuals who had a family pharmacy and those who did not. A chi-square test and ordered logistic regression analyses were conducted. RESULTS Out of 1000 respondents, 418 (41.8%) had a history of COVID-19, and 639 (63.9%) had a family pharmacy. Assigning specific roles and functions to community pharmacies during the pandemic contributed to positive assessments. Respondents gave higher scores to community pharmacies that had responded appropriately (a mean Likert score of 3.66, SD .077 out of 5) and provided continuous pharmaceutical services (mean 3.67, SD 0.87) during the pandemic. The pandemic served as an opportunity to positively recognize the role of community pharmacies (mean 3.59, SD 0.83). In the ordered logistic model, having a family pharmacy was consistently associated with positive perceptions. Respondents perceived that community pharmacies collaborated with general practitioners and health authorities. However, community pharmacies need to function appropriately in terms of knowledge. The mean score of the 4 domains of community pharmacy functions was the highest for collaboration (mean 3.66, SD 0.83), followed by communication (mean 3.57, SD 0.87), responsiveness (mean 3.54, SD 0.87), and knowledge (mean 3.41, SD 0.91). CONCLUSIONS The pandemic resulted in interprofessional collaboration between community pharmacists and general practitioners. Family pharmacies could be a valuable asset to the comprehensive case management of patients. However, community pharmacists should have the expertise to build solid interprofessional collaborations and fulfill their expanded and updated roles.
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Affiliation(s)
- Dong-Wook Yang
- School of Pharmacy, Sungkyunkwan University, Suwon, Gyeonggi-do, Republic of Korea
| | - Kyung-Bok Son
- College of Pharmacy, Hanyang University, Ansan, Gyeonggi-do, Republic of Korea
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Lott AM, Danner AN, Malte CA, Williams EC, Gordon AJ, Halvorson MA, Saxon AJ, Hagedorn HJ, Sayre GG, Hawkins EJ. Clinician Perspectives on Delivering Medication Treatment for Opioid Use Disorder during the COVID-19 Pandemic: A Qualitative Evaluation. J Addict Med 2023; 17:e262-e268. [PMID: 37579107 PMCID: PMC10417321 DOI: 10.1097/adm.0000000000001156] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 01/18/2023] [Indexed: 03/03/2023]
Abstract
OBJECTIVE The coronavirus disease 2019 (COVID-19) pandemic necessitated changes in opioid use disorder care. Little is known about COVID-19's impact on general healthcare clinicians' experiences providing medication treatment for opioid use disorder (MOUD). This qualitative evaluation assessed clinicians' beliefs about and experiences delivering MOUD in general healthcare clinics during COVID-19. METHODS Individual semistructured interviews were conducted May through December 2020 with clinicians participating in a Department of Veterans Affairs initiative to implement MOUD in general healthcare clinics. Participants included 30 clinicians from 21 clinics (9 primary care, 10 pain, and 2 mental health). Interviews were analyzed using thematic analysis. RESULTS The following 4 themes were identified: overall impact of the pandemic on MOUD care and patient well-being, features of MOUD care impacted, MOUD care delivery, and continuance of telehealth for MOUD care. Clinicians reported a rapid shift to telehealth care, resulting in few changes to patient assessments, MOUD initiations, and access to and quality of care. Although technological challenges were noted, clinicians highlighted positive experiences, including treatment destigmatization, more timely visits, and insight into patients' environments. Such changes resulted in more relaxed clinical interactions and improved clinic efficiency. Clinicians reported a preference for in-person and telehealth hybrid care models. CONCLUSIONS After the quick shift to telehealth-based MOUD delivery, general healthcare clinicians reported few impacts on quality of care and highlighted several benefits that may address common barriers to MOUD care. Evaluations of in-person and telehealth hybrid care models, clinical outcomes, equity, and patient perspectives are needed to inform MOUD services moving forward.
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Manchikanti L, Pampati V, Knezevic NN, Kaye AD, Abdi S, Sanapati MR, Abd-Elsayed A, Kosanovic R, Soin A, Beall DP, Shah S, Hirsch JA. The Influence of COVID-19 on Utilization of Epidural Procedures in Managing Chronic Spinal Pain in the Medicare Population. Spine (Phila Pa 1976) 2023; 48:950-961. [PMID: 36728775 DOI: 10.1097/brs.0000000000004574] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Accepted: 09/19/2022] [Indexed: 02/03/2023]
Abstract
STUDY DESIGN A retrospective cohort study of utilization patterns and variables of epidural injections in the fee-for-service (FFS) Medicare population. OBJECTIVES To update the utilization of epidural injections in managing chronic pain in the FFS Medicare population, from 2000 to 2020, and assess the impact of COVID-19. SUMMARY OF BACKGROUND DATA The analysis of the utilization of interventional techniques also showed an annual decrease of 2.5% per 100,000 FFS Medicare enrollees from 2009 to 2018, contrasting to an annual increase of 7.3% from 2000 to 2009. The impact of the COVID-19 pandemic has not been assessed. METHODS This analysis was performed by utilizing master data from the Centers for Medicare and Medicaid Services, physician/supplier procedure summary from 2000 to 2020. The analysis was performed by the assessment of utilization patterns using guidance from Strengthening the Reporting of Observational Studies in Epidemiology. RESULTS Epidural procedures declined at a rate of 19% per 100,000 Medicare enrollees in the FFS Medicare population in the United States from 2019 to 2020, with an annual decline of 3% from 2010 to 2019. From 2000 to 2010, there was an annual increase of 8.3%. This analysis showed a decline in all categories of epidural procedures from 2019 to 2020. The major impact of COVID-19, with closures taking effect from April 1, 2020, through December 31, 2020, will be steeper and rather dramatic compared with April 1 to December 31, 2019. However, monthly data from the Centers for Medicare and Medicaid Services is not available as of now. Overall declines from 2010 to 2019 showed a decrease for cervical and thoracic transforaminal injections with an annual decrease of 5.6%, followed by lumbar interlaminar and caudal epidural injections of 4.9%, followed by 1.8% for lumbar/sacral transforaminal epidurals, and 0.9% for cervical and thoracic interlaminar epidurals. CONCLUSION Declining utilization of epidural injections in all categories was exacerbated to a decrease of 19% from 2019 to 2020, related, in part, to the COVID-19 pandemic. This followed declining patterns of epidural procedures of 3% overall annually from 2010 to 2019.
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Affiliation(s)
| | | | - Nebojsa Nick Knezevic
- Advocate Illinois Masonic Medical Center and College of Medicine, University of Illinois, Chicago, IL
| | - Alan D Kaye
- LSU Health Sciences Center, Shreveport, Ochsner Shreveport Hospital and Interventional Pain Clinic Feist-Wieller Cancer Center, Shreveport, LA
| | - Salahadin Abdi
- University of Texas, MD Anderson Cancer Center, Houston, TX
| | | | - Alaa Abd-Elsayed
- UW Health Pain Services and University of Wisconsin School of Medicine and Public Health, Madison, WI
| | | | - Amol Soin
- Ohio Pain Clinic, Centerville, OH, Wright State University, Dayton, OH
| | | | | | - Joshua A Hirsch
- Massachusetts General Hospital and Harvard Medical School, Boston, MA
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Stonner MM, Skladman R, Bettlach CLR, Kennedy C, Mackinnon SE. Recruiting hand therapists improves disposal of unused opioid medication. J Hand Ther 2023; 36:507-513. [PMID: 35909068 DOI: 10.1016/j.jht.2022.06.005] [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: 07/27/2021] [Revised: 03/18/2022] [Accepted: 06/08/2022] [Indexed: 02/03/2023]
Abstract
BACKGROUND Opioids often remain unused after upper extremity surgery, and leftover prescriptions are frequently diverted. When administered in a hand surgery clinic, an educational brochure outlining a simple method of opioid disposal has been shown to improve disposal rates after surgery. PURPOSE To understand whether administration of an opioid disposal educational brochure in a hand therapy clinic would increase opioid disposal rates, compared to a hand surgery clinic. STUDY DESIGN Prospective cohort study. METHODS Patients who presented to a hand therapy clinic postoperatively were recruited to participate in this prospective cohort study. An educational brochure outlining a simple method of opioid disposal was made available at the hand therapy and surgery clinics. A questionnaire was later issued to obtain: location of brochure receipt, demographic information, pre- and post-operative opioid use history, and opioid disposal patterns. Chi-square tests and multivariable binary logistic regression assessed associations between medication disposal and explanatory variables. RESULTS Patients who received the brochure were significantly more likely to dispose of excess opioid medication, compared to those who did not receive the brochure (57.1% vs 10.8%, p < .001). Patients who received the brochure at the hand therapy clinic were significantly more likely to dispose of excess opioids (86.4%) compared to those who received the brochure at the surgery clinic (25.0%). Older age was predictive of increased disposal (p =.028*). There were no significant associations between gender, length of follow-up, or surgery type with the incidence of opioid disposal. CONCLUSION Recruiting both hand therapists and surgeons in the distribution of a simple, educational brochure on opioid disposal can increase disposal rates. Patients who received the brochure from the hand therapist were more likely to dispose of excess opioids. The longstanding patient-therapist relationship creates an opportunity for educational initiatives and discussion of stigmatized topics, such as opioid use.
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Affiliation(s)
- Macyn M Stonner
- Program in Occupational Therapy, Milliken Hand Rehabilitation Center, Washington University School of Medicine, St. Louis, MO, USA.
| | - Rachel Skladman
- Division of Plastic and Reconstructive Surgery, Washington University in St. Louis School of Medicine, St. Louis, MO, USA
| | - Carrie L Roth Bettlach
- Division of Plastic and Reconstructive Surgery, Washington University in St. Louis School of Medicine, St. Louis, MO, USA
| | - Carie Kennedy
- Division of Plastic and Reconstructive Surgery, Washington University in St. Louis School of Medicine, St. Louis, MO, USA
| | - Susan E Mackinnon
- Division of Plastic and Reconstructive Surgery, Washington University in St. Louis School of Medicine, St. Louis, MO, USA
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Austin AE, Tang L, Kim JY, Allen L, Barnes AJ, Chang CCH, Clark S, Cole ES, Durrance CP, Donohue JM, Gordon AJ, Huskamp HA, McDuffie MJ, Mehrotra A, Mohamoud S, Talbert J, Ahrens KA, Applegate M, Hammerslag LR, Lanier P, Tossone K, Zivin K, Burns ME. Trends in Use of Medication to Treat Opioid Use Disorder During the COVID-19 Pandemic in 10 State Medicaid Programs. JAMA HEALTH FORUM 2023; 4:e231422. [PMID: 37327009 PMCID: PMC10276306 DOI: 10.1001/jamahealthforum.2023.1422] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2022] [Accepted: 03/29/2023] [Indexed: 06/17/2023] Open
Abstract
Importance Federal and state agencies granted temporary regulatory waivers to prevent disruptions in access to medication for opioid use disorder (MOUD) during the COVID-19 pandemic, including expanding access to telehealth for MOUD. Little is known about changes in MOUD receipt and initiation among Medicaid enrollees during the pandemic. Objectives To examine changes in receipt of any MOUD, initiation of MOUD (in-person vs telehealth), and the proportion of days covered (PDC) with MOUD after initiation from before to after declaration of the COVID-19 public health emergency (PHE). Design, Setting, and Participants This serial cross-sectional study included Medicaid enrollees aged 18 to 64 years in 10 states from May 2019 through December 2020. Analyses were conducted from January through March 2022. Exposures Ten months before the COVID-19 PHE (May 2019 through February 2020) vs 10 months after the PHE was declared (March through December 2020). Main Outcomes and Measures Primary outcomes included receipt of any MOUD and outpatient initiation of MOUD via prescriptions and office- or facility-based administrations. Secondary outcomes included in-person vs telehealth MOUD initiation and PDC with MOUD after initiation. Results Among a total of 8 167 497 Medicaid enrollees before the PHE and 8 181 144 after the PHE, 58.6% were female in both periods and most enrollees were aged 21 to 34 years (40.1% before the PHE; 40.7% after the PHE). Monthly rates of MOUD initiation, representing 7% to 10% of all MOUD receipt, decreased immediately after the PHE primarily due to reductions in in-person initiations (from 231.3 per 100 000 enrollees in March 2020 to 171.8 per 100 000 enrollees in April 2020) that were partially offset by increases in telehealth initiations (from 5.6 per 100 000 enrollees in March 2020 to 21.1 per 100 000 enrollees in April 2020). Mean monthly PDC with MOUD in the 90 days after initiation decreased after the PHE (from 64.5% in March 2020 to 59.5% in September 2020). In adjusted analyses, there was no immediate change (odds ratio [OR], 1.01; 95% CI, 1.00-1.01) or change in the trend (OR, 1.00; 95% CI, 1.00-1.01) in the likelihood of receipt of any MOUD after the PHE compared with before the PHE. There was an immediate decrease in the likelihood of outpatient MOUD initiation (OR, 0.90; 95% CI, 0.85-0.96) and no change in the trend in the likelihood of outpatient MOUD initiation (OR, 0.99; 95% CI, 0.98-1.00) after the PHE compared with before the PHE. Conclusions and Relevance In this cross-sectional study of Medicaid enrollees, the likelihood of receipt of any MOUD was stable from May 2019 through December 2020 despite concerns about potential COVID-19 pandemic-related disruptions in care. However, immediately after the PHE was declared, there was a reduction in overall MOUD initiations, including a reduction in in-person MOUD initiations that was only partially offset by increased use of telehealth.
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Affiliation(s)
- Anna E. Austin
- Department of Maternal and Child Health, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill
- Injury Prevention Research Center, The University of North Carolina at Chapel Hill
| | - Lu Tang
- Department of Biostatistics, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Joo Yeon Kim
- Department of Health Policy and Management, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Lindsay Allen
- Department of Emergency Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Andrew J. Barnes
- Department of Health Behavior and Policy, Virginia Commonwealth University, Richmond
| | - Chung-Chou H. Chang
- Department of Biostatistics, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Sarah Clark
- Department of Pediatrics, Michigan Medicine, University of Michigan, Ann Arbor
| | - Evan S. Cole
- Department of Health Policy and Management, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania
| | | | - Julie M. Donohue
- Department of Health Policy and Management, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Adam J. Gordon
- Department of Internal Medicine, University of Utah, Salt Lake City
| | - Haiden A. Huskamp
- Department of Health Care Policy, Harvard Medical School, Boston, Massachusetts
| | - Mary Joan McDuffie
- Center for Community Research and Service, Joseph R. Biden, Jr. School of Public Policy and Administration, University of Delaware, Newark
| | - Ateev Mehrotra
- Department of Health Care Policy, Harvard Medical School, Boston, Massachusetts
| | - Shamis Mohamoud
- The Hilltop Institute, University of Maryland, Baltimore County, Baltimore
| | - Jeffery Talbert
- Institute for Biomedical Informatics, University of Kentucky, Lexington
| | - Katherine A. Ahrens
- Public Health Program, Muskie School of Public Service, University of Southern Maine, Portland
| | | | | | - Paul Lanier
- School of Social Work, The University of North Carolina at Chapel Hill
| | - Krystel Tossone
- The Ohio Colleges of Medicine, Government Resource Center, College of Medicine, The Ohio State University, Columbus
| | - Kara Zivin
- Department of Psychiatry, Michigan Medicine, University of Michigan, Ann Arbor
| | - Marguerite E. Burns
- Population Health Sciences, School of Medicine and Public Health, University of Wisconsin-Madison
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Leary T, Aubin N, Marsh DC, Roach M, Nikodem P, Caswell JM, Irwin B, Pillsworth E, Mclelland M, Long B, Bhagavatula S, Eibl JK, Morin KA. Building an inpatient addiction medicine consult service in Sudbury, Canada: preliminary data and lessons learned in the era of COVID-19. Subst Abuse Treat Prev Policy 2023; 18:29. [PMID: 37217953 DOI: 10.1186/s13011-023-00537-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 05/05/2023] [Indexed: 05/24/2023] Open
Abstract
OBJECTIVE The goal of this study was to (1) Describe the patient population of a newly implemented addiction medicine consult service (AMCS); (2) Evaluate referrals to community-based addiction support services and acute health service use, over time; (3) Provide lessons learned. METHODS A retrospective observational analysis was conducted at Health Sciences North in Sudbury, Ontario, Canada, with a newly implemented AMCS from November 2018 and July 2021. Data were collected using the hospital's electronic medical records. The outcomes measured included the number of emergency department visits, inpatient admissions, and re-visits over time. An interrupted time-series analysis was performed to measure the effect of AMCS implementation on acute health service use at Health Sciences North. RESULTS A total of 833 unique patients were assessed through the AMCS. A total of 1,294 referrals were made to community-based addiction support services, with the highest proportion of referrals between August and October 2020. The post-intervention trend for ED visits, ED re-visits, ED length of stay, inpatient visits, re-visits, and inpatient length of stay did not significantly differ from the pre-intervention period. CONCLUSION Implementation of an AMCS provides a focused service for patients using with substance use disorders. The service resulted in a high referral rate to community-based addiction support services and limited changes in health service usage.
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Affiliation(s)
- Tara Leary
- Health Science North, Sudbury, Canada
- Northern Ontario School of Medicine, 936 Ramsey Lake Road, Sudbury, ON, P3E 2C6, Canada
| | | | - David C Marsh
- ICES North, Sudbury, Canada
- Health Sciences North Research Institute, Sudbury, Canada
- Northern Ontario School of Medicine, 936 Ramsey Lake Road, Sudbury, ON, P3E 2C6, Canada
| | | | | | | | | | | | | | - Brad Long
- Health Science North, Sudbury, Canada
- Northern Ontario School of Medicine, 936 Ramsey Lake Road, Sudbury, ON, P3E 2C6, Canada
| | - Sastry Bhagavatula
- Health Science North, Sudbury, Canada
- Northern Ontario School of Medicine, 936 Ramsey Lake Road, Sudbury, ON, P3E 2C6, Canada
| | - Joseph K Eibl
- Health Sciences North Research Institute, Sudbury, Canada
- Northern Ontario School of Medicine, 936 Ramsey Lake Road, Sudbury, ON, P3E 2C6, Canada
| | - Kristen A Morin
- Health Science North, Sudbury, Canada.
- ICES North, Sudbury, Canada.
- Health Sciences North Research Institute, Sudbury, Canada.
- Northern Ontario School of Medicine, 936 Ramsey Lake Road, Sudbury, ON, P3E 2C6, Canada.
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Oleinichenko D, Ahn S, Song R, Snutch TP, Phillips AG. Morphine Withdrawal-Induced Hyperalgesia in Models of Acute and Extended Withdrawal Is Attenuated by l-Tetrahydropalmatine. Int J Mol Sci 2023; 24:ijms24108872. [PMID: 37240217 DOI: 10.3390/ijms24108872] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Revised: 05/11/2023] [Accepted: 05/13/2023] [Indexed: 05/28/2023] Open
Abstract
Effective pain control is an underappreciated aspect of managing opioid withdrawal, and its absence presents a significant barrier to successful opioid detoxification. Accordingly, there is an urgent need for effective non-opioid treatments to facilitate opioid detoxification. l-Tetrahydropalmatine (l-THP) possesses powerful analgesic properties and is an active ingredient in botanical formulations used in Vietnam for the treatment of opioid withdrawal syndrome. In this study, rats receiving morphine (15 mg/kg, i.p.) for 5 days per week displayed a progressive increase in pain thresholds during acute 23 h withdrawal as assessed by an automated Von Frey test. A single dose of l-THP (5 or 7.5 mg/kg, p.o.) administered during the 4th and 5th weeks of morphine treatment significantly improves pain tolerance scores. A 7-day course of l-THP treatment in animals experiencing extended withdrawal significantly attenuates hyperalgesia and reduces the number of days to recovery to baseline pain thresholds by 61% when compared to vehicle-treated controls. This indicates that the efficacy of l-THP on pain perception extends beyond its half-life. As a non-opioid treatment for reversing a significant hyperalgesic state during withdrawal, l-THP may be a valuable addition to the currently limited arsenal of opioid detoxification treatments.
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Affiliation(s)
- Daria Oleinichenko
- Department of Psychiatry, University of British Columbia, Vancouver, BC V6T 2A1, Canada
- Djavad Mowafaghian Centre for Brain Research, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
- Michael Smith Laboratories, University of British Columbia, Vancouver, BC V6T 1Z4, Canada
| | - Soyon Ahn
- Department of Psychiatry, University of British Columbia, Vancouver, BC V6T 2A1, Canada
- Djavad Mowafaghian Centre for Brain Research, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | - Ru Song
- Djavad Mowafaghian Centre for Brain Research, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | - Terrance P Snutch
- Department of Psychiatry, University of British Columbia, Vancouver, BC V6T 2A1, Canada
- Djavad Mowafaghian Centre for Brain Research, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
- Michael Smith Laboratories, University of British Columbia, Vancouver, BC V6T 1Z4, Canada
| | - Anthony G Phillips
- Department of Psychiatry, University of British Columbia, Vancouver, BC V6T 2A1, Canada
- Djavad Mowafaghian Centre for Brain Research, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
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Behnoush AH, Bazmi E, Forouzesh M, Koehler SA, Monabati SJ, Behnoush B. Impact of COVID-19 on poisoning-related mortality in Iran: An interrupted time series study. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2023; 117:104051. [PMID: 37182353 PMCID: PMC10160529 DOI: 10.1016/j.drugpo.2023.104051] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2022] [Revised: 03/09/2023] [Accepted: 05/02/2023] [Indexed: 05/16/2023]
Abstract
BACKGROUND The COVID-19 pandemic had many negative effects worldwide. These effects involved mental health status issues such as suicide, depression, and the pattern of death associated with drug/poisonings. One of the major concerns of the healthcare community during the pandemic was mortality from poisonings. This study aimed to investigate the trends of mortality from different types of poisonings before and after COVID-19. METHODS The patients who died from six different categories of drugs or poisons were identified by forensic analysis of body fluids/tissues in Tehran, Iran. The pandemic was separated into the pre-COVID-19 period (April 2018 to January 2020), and the COVID pandemic (February 2020-April 2022). Demographic characteristics were collected from each victim, and comparisons of death trends before and after the pandemic were conducted using the interrupted time series analysis. The absolute number of deaths and proportion of deaths from each type of drug/poisoning were used for the analyses. RESULTS A total of 6,316 deaths from drugs/poisoning were identified between April 2018-Mar 2022). During this period, 2,485 deaths occurred pre-COVID, and 3,831 were during the COVID-19 era. There were no statistical differences in terms of demographic characteristics before and after the pandemic, except for job status. There was a sharp increase in proportion of methanol death among all poisonings after the start of the pandemic (16.5%, p-value = 0.025), while there was a decreasing trend during the pandemic (-0.915 deaths monthly, p-value = 0.027). The trends for opioids, stimulants, and drug-related deaths changed from decreasing to increasing. No change was seen in the trends for ethanol and volatile substance deaths. This pattern was mirrored in the proportion of each type of poisoning relative to the total number. CONCLUSION Changes in poisoning-related mortality patterns showed dramatic changes after the start of the pandemic, especially deaths from methanol. Other poisonings such as opioids, stimulants, and drugs should also be addressed as there was an increasing trend during the COVID-19 period, compared to the pre-COVID data.
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Affiliation(s)
| | - Elham Bazmi
- Legal Medicine Research Center, Legal Medicine Organization, Tehran, Iran.
| | - Mehdi Forouzesh
- Legal Medicine Research Center, Legal Medicine Organization, Tehran, Iran
| | | | | | - Behnam Behnoush
- Department of Forensic Medicine, Tehran University of Medical Sciences, Tehran, Iran.
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Palzes VA, Chi FW, Metz VE, Sterling S, Asyyed A, Ridout KK, Campbell CI. Overall and Telehealth Addiction Treatment Utilization by Age, Race, Ethnicity, and Socioeconomic Status in California After COVID-19 Policy Changes. JAMA HEALTH FORUM 2023; 4:e231018. [PMID: 37204804 PMCID: PMC10199344 DOI: 10.1001/jamahealthforum.2023.1018] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Accepted: 03/21/2023] [Indexed: 05/20/2023] Open
Abstract
Importance Addiction treatment rapidly transitioned to a primarily telehealth modality (telephone and video) during the COVID-19 pandemic, raising concerns about disparities in utilization. Objective To examine whether there were differences in overall and telehealth addiction treatment utilization after telehealth policy changes during the COVID-19 pandemic by age, race, ethnicity, and socioeconomic status. Design, Setting, and Participants This cohort study examined electronic health record and claims data from Kaiser Permanente Northern California for adults (age ≥18 years) with drug use problems before the COVID-19 pandemic (from March 1, 2019, to December 31, 2019) and during the early phase of the COVID-19 pandemic (March 1, 2020, to December 31, 2020; hereafter referred to as COVID-19 onset). Analyses were conducted between March 2021 and March 2023. Exposure The expansion of telehealth services during COVID-19 onset. Main Outcomes and Measures Generalized estimating equation models were fit to compare addiction treatment utilization during COVID-19 onset with that before the COVID-19 pandemic. Utilization measures included the Healthcare Effectiveness Data and Information Set of treatment initiation and engagement (including inpatient, outpatient, and telehealth encounters or receipt of medication for opioid use disorder [OUD]), 12-week retention (days in treatment), and OUD pharmacotherapy retention. Telehealth treatment initiation and engagement were also examined. Differences in changes in utilization by age group, race, ethnicity, and socioeconomic status (SES) were examined. Results Among the 19 648 participants in the pre-COVID-19 cohort (58.5% male; mean [SD] age, 41.0 [17.5] years), 1.6% were American Indian or Alaska Native; 7.5%, Asian or Pacific Islander; 14.3%, Black; 20.8%, Latino or Hispanic; 53.4%, White; and 2.5%, unknown race. Among the 16 959 participants in the COVID-19 onset cohort (56.5% male; mean [SD] age, 38.9 [16.3] years), 1.6% were American Indian or Alaska Native; 7.4%, Asian or Pacific Islander; 14.6%, Black; 22.2%, Latino or Hispanic; 51.0%, White; and 3.2%, unknown race. Odds of overall treatment initiation increased from before the COVID-19 pandemic to COVID-19 onset for all age, race, ethnicity, and SES subgroups except for patients aged 50 years or older; patients aged 18 to 34 years had the greatest increases (adjusted odds ratio [aOR], 1.31; 95% CI, 1.22-1.40). Odds of telehealth treatment initiation increased for all patient subgroups without variation by race, ethnicity, or SES, although increases were greater for patients aged 18 to 34 years (aOR, 7.17; 95% CI, 6.24-8.24). Odds of overall treatment engagement increased (aOR, 1.13; 95% CI, 1.03-1.24) without variation by patient subgroups. Retention increased by 1.4 days (95% CI, 0.6-2.2 days), and OUD pharmacotherapy retention did not change (adjusted mean difference, -5.2 days; 95% CI, -12.7 to 2.4 days). Conclusions In this cohort study of insured adults with drug use problems, there were increases in overall and telehealth addiction treatment utilization after telehealth policies changed during the COVID-19 pandemic. There was no evidence that disparities were exacerbated, and younger adults may have particularly benefited from the transition to telehealth.
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Affiliation(s)
- Vanessa A. Palzes
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland
| | - Felicia W. Chi
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland
| | - Verena E. Metz
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland
| | - Stacy Sterling
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco
- Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California
| | - Asma Asyyed
- Northern California Addiction Medicine and Recovery Services, The Permanente Medical Group, Inc, Santa Rosa
| | - Kathryn K. Ridout
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland
- The Permanente Medical Group, Inc, Santa Rosa, California
| | - Cynthia I. Campbell
- Center for Addiction and Mental Health Research, Division of Research, Kaiser Permanente Northern California, Oakland
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco
- Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California
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48
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Agarwal AK, Mittal J, Tran A, Merchant R, Guntuku SC. Investigating Social Media to Evaluate Emergency Medicine Physicians' Emotional Well-being During COVID-19. JAMA Netw Open 2023; 6:e2312708. [PMID: 37163264 PMCID: PMC10173019 DOI: 10.1001/jamanetworkopen.2023.12708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Accepted: 03/27/2023] [Indexed: 05/11/2023] Open
Abstract
Importance Emergency medicine (EM) physicians experience tremendous emotional health strain, which has been exacerbated during COVID-19, and many have taken to social media to express themselves. Objective To analyze social media content from academic EM physicians and resident physicians to investigate changes in content and language as indicators of their emotional well-being. Design, Setting, and Participants This cross-sectional study used machine learning and natural language processing of Twitter posts from self-described academic EM physicians and resident physicians between March 2018 and March 2022. Participants included academic EM physicians and resident physicians with publicly accessible posts (at least 300 total words across the posts) from the US counties with the top 10 COVID-19 case burdens. Data analysis was performed from June to September 2022. Exposure Being an EM physician or resident physician who posted on Twitter. Main Outcomes and Measures Social media content themes during the prepandemic period, during the pandemic, and across the phases of the pandemic were analyzed. Psychological constructs evaluated included anxiety, anger, depression, and loneliness. Positive and negative language sentiment within posts was measured. Results This study identified 471 physicians with a total of 198 867 posts (mean [SD], 11 403 [18 998] words across posts; median [IQR], 3445 [1100-11 591] words across posts). The top 5 prepandemic themes included free open-access medical education (Cohen d, 0.44; 95% CI, 0.38-0.50), residency education (Cohen d, 0.43; 95% CI, 0.37-0.49), gun violence (Cohen d, 0.37; 95% CI, 0.32-0.44), quality improvement in health care (Cohen d, 0.33; 95% CI, 0.27-0.39), and professional resident associations (Cohen d, 0.33; 95% CI, 0.27-0.39). During the pandemic, themes were significantly related to healthy behaviors during COVID-19 (Cohen d, 0.83; 95% CI, 0.77-0.90), pandemic response (Cohen d, 0.71; 95% CI, 0.65-0.77), vaccines and vaccination (Cohen d, 0.60; 95% CI, 0.53-0.66), unstable housing and homelessness (Cohen d, 0.40; 95% CI, 0.34-0.47), and emotional support for others (Cohen d, 0.40; 95% CI, 0.34-0.46). Across the phases of the pandemic, thematic content within social media posts changed significantly. Compared with the prepandemic period, there was significantly less positive, and concordantly more negative, language used during COVID-19. Estimates of loneliness, anxiety, anger, and depression also increased significantly during COVID-19. Conclusions and Relevance In this cross-sectional study, key thematic shifts and increases in language related to anxiety, anger, depression, and loneliness were identified in the content posted on social media by academic EM physicians and resident physicians during the pandemic. Social media may provide a real-time and evolving landscape to evaluate thematic content and linguistics related to emotions and sentiment for health care workers.
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Affiliation(s)
- Anish K. Agarwal
- Penn Medicine Center for Digital Health, Philadelphia, Pennsylvania
- Department of Emergency Medicine, University of Pennsylvania, Philadelphia
- Perelman School of Medicine, University of Pennsylvania, Philadelphia
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia
| | - Juhi Mittal
- Computer and Information Science, University of Pennsylvania, Philadelphia
| | - Annie Tran
- Perelman School of Medicine, University of Pennsylvania, Philadelphia
| | - Raina Merchant
- Penn Medicine Center for Digital Health, Philadelphia, Pennsylvania
- Department of Emergency Medicine, University of Pennsylvania, Philadelphia
- Perelman School of Medicine, University of Pennsylvania, Philadelphia
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia
| | - Sharath Chandra Guntuku
- Penn Medicine Center for Digital Health, Philadelphia, Pennsylvania
- Computer and Information Science, University of Pennsylvania, Philadelphia
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia
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49
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Krebs NF, Belfort MB, Meier PP, Mennella JA, O'Connor DL, Taylor SN, Raiten DJ. Infant factors that impact the ecology of human milk secretion and composition-a report from "Breastmilk Ecology: Genesis of Infant Nutrition (BEGIN)" Working Group 3. Am J Clin Nutr 2023; 117 Suppl 1:S43-S60. [PMID: 37173060 PMCID: PMC10356564 DOI: 10.1016/j.ajcnut.2023.01.021] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Revised: 12/08/2022] [Accepted: 01/03/2023] [Indexed: 05/15/2023] Open
Abstract
Infants drive many lactation processes and contribute to the changing composition of human milk through multiple mechanisms. This review addresses the major topics of milk removal; chemosensory ecology for the parent-infant dyad; the infant's inputs into the composition of the human milk microbiome; and the impact of disruptions in gestation on the ecology of fetal and infant phenotypes, milk composition, and lactation. Milk removal, which is essential for adequate infant intake and continued milk synthesis through multiple hormonal and autocrine/paracrine mechanisms, should be effective, efficient, and comfortable for both the lactating parent and the infant. All 3 components should be included in the evaluation of milk removal. Breastmilk "bridges" flavor experiences in utero with postweaning foods, and the flavors become familiar and preferred. Infants can detect flavor changes in human milk resulting from parental lifestyle choices, including recreational drug use, and early experiences with the sensory properties of these recreational drugs impact subsequent behavioral responses. Interactions between the infant's own developing microbiome, that of the milk, and the multiple environmental factors that are drivers-both modifiable and nonmodifiable-in the microbial ecology of human milk are explored. Disruptions in gestation, especially preterm birth and fetal growth restriction or excess, impact the milk composition and lactation processes such as the timing of secretory activation, adequacy of milk volume and milk removal, and duration of lactation. Research gaps are identified in each of these areas. To assure a sustained and robust breastfeeding ecology, these myriad infant inputs must be systematically considered.
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Affiliation(s)
- Nancy F Krebs
- Section of Nutrition, Department of Pediatrics, University of Colorado School of Medicine, Aurora, CO, USA.
| | - Mandy B Belfort
- Department of Pediatric Newborn Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Paula P Meier
- Department of Pediatrics, Rush University Medical Center, Chicago, IL, USA
| | | | - Deborah L O'Connor
- Department of Nutritional Sciences, Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada; The Hospital for Sick Children, Toronto, ON, Canada
| | - Sarah N Taylor
- Division of Neonatology, Department of Pediatrics, Yale School of Medicine, New Haven, CT, USA
| | - Daniel J Raiten
- Pediatric Growth and Nutrition Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA
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50
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DeBar LL, Bushey MA, Kroenke K, Bobb JF, Schoenbaum M, Thompson EE, Justice M, Zatzick D, Hamilton LK, McMullen CK, Hallgren KA, Benes LL, Forman DP, Caldeiro RM, Brown RP, Campbell NL, Anderson ML, Son S, Haggstrom DA, Whiteside L, Schleyer TKL, Bradley KA. A patient-centered nurse-supported primary care-based collaborative care program to treat opioid use disorder and depression: Design and protocol for the MI-CARE randomized controlled trial. Contemp Clin Trials 2023; 127:107124. [PMID: 36804450 PMCID: PMC10065939 DOI: 10.1016/j.cct.2023.107124] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 02/14/2023] [Accepted: 02/16/2023] [Indexed: 02/22/2023]
Abstract
BACKGROUND Opioid use disorder (OUD) contributes to rising morbidity and mortality. Life-saving OUD treatments can be provided in primary care but most patients with OUD don't receive treatment. Comorbid depression and other conditions complicate OUD management, especially in primary care. The MI-CARE trial is a pragmatic randomized encouragement (Zelen) trial testing whether offering collaborative care (CC) to patients with OUD and clinically-significant depressive symptoms increases OUD medication treatment with buprenorphine and improves depression outcomes compared to usual care. METHODS Adult primary care patients with OUD and depressive symptoms (n ≥ 800) from two statewide health systems: Kaiser Permanente Washington and Indiana University Health are identified with computer algorithms from electronic Health record (EHR) data and automatically enrolled. A random sub-sample (50%) of eligible patients is offered the MI-CARE intervention: a 12-month nurse-driven CC intervention that includes motivational interviewing and behavioral activation. The remaining 50% of the study cohort comprise the usual care comparison group and is never contacted. The primary outcome is days of buprenorphine treatment provided during the intervention period. The powered secondary outcome is change in Patient Health Questionnaire (PHQ)-9 depression scores. Both outcomes are obtained from secondary electronic healthcare sources and compared in "intent-to-treat" analyses. CONCLUSION MI-CARE addresses the need for rigorous encouragement trials to evaluate benefits of offering CC to generalizable samples of patients with OUD and mental health conditions identified from EHRs, as they would be in practice, and comparing outcomes to usual primary care. We describe the design and implementation of the trial, currently underway. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT05122676. Clinical trial registration date: November 17, 2021.
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Affiliation(s)
- Lynn L DeBar
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States of America; The Center for Health Research, Kaiser Permanente Northwest, Portland, OR, United States of America.
| | - Michael A Bushey
- Indiana University School of Medicine, Department of Psychiatry, Indianapolis, IN, United States of America
| | - Kurt Kroenke
- Indiana University School of Medicine, Department of Medicine and Regenstrief Institute, Indianapolis, IN, United States of America
| | - Jennifer F Bobb
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States of America
| | - Michael Schoenbaum
- National Institute of Mental Health, Bethesda, MD, United States of America
| | - Ella E Thompson
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States of America
| | - Morgan Justice
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States of America
| | - Douglas Zatzick
- University of Washington, Harborview Medical Center, Seattle, WA, United States of America
| | - Leah K Hamilton
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States of America
| | - Carmit K McMullen
- The Center for Health Research, Kaiser Permanente Northwest, Portland, OR, United States of America
| | | | - Lindsay L Benes
- Montana State University, Bozeman, MT, United States of America
| | - David P Forman
- University of New Mexico, Albuquerque, NM, United States of America
| | - Ryan M Caldeiro
- Kaiser Permanente of Washington, Seattle, WA, United States of America
| | - Ryan P Brown
- Indiana University Health, Indianapolis, IN, United States of America
| | - Noll L Campbell
- Purdue University College of Pharmacy, West Lafayette, IN, United States of America
| | - Melissa L Anderson
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States of America
| | - Sungtaek Son
- University of Washington, Seattle, WA, United States of America
| | - David A Haggstrom
- VA HSR&D Center for Health Information and Communication, Indianapolis VA Medical Center, Indianapolis, IN, United States of America
| | - Lauren Whiteside
- University of Washington, Harborview Medical Center, Seattle, WA, United States of America
| | - Titus K L Schleyer
- Indiana University School of Medicine, Department of Psychiatry, Indianapolis, IN, United States of America
| | - Katharine A Bradley
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States of America; University of Washington, Seattle, WA, United States of America
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