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Zhang P, Lobo JM, Sohn MW, Balkrishnan R, Anderson R, McCall A, Kang H. Disparities in Antidiabetic Medication Discontinuation Between Non-Hispanic White and Black Beneficiaries in Medicare Across Diabetes Belt and Surrounding Area. J Racial Ethn Health Disparities 2025:10.1007/s40615-025-02388-8. [PMID: 40088385 DOI: 10.1007/s40615-025-02388-8] [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: 07/09/2024] [Revised: 02/28/2025] [Accepted: 03/06/2025] [Indexed: 03/17/2025]
Abstract
OBJECTIVE To assess racial and geographic disparities in antidiabetic medication discontinuation among Medicare beneficiaries with type 2 diabetes (T2D) in or around Diabetes Belt (DB) areas, with a specific focus on differences between non-Hispanic (NH) white and NH Black individuals. STUDY DESIGN A retrospective cohort analysis was conducted on Medicare beneficiaries who initiated metformin and used antidiabetic medications during 2011-2015, including metformin, sulfonylureas, insulin, DPP-4 inhibitors, GLP-1 receptor agonists, SGLT2 inhibitors, and thiazolidinediones. Medication discontinuation was defined as a gap of 90 days or more without any antidiabetic medications. METHODS Multivariable Cox regression was used to examine the influence of racial and geographic factors on medication discontinuation, controlling for demographic, socioeconomic, and contextual factors. The interaction between race and DB status was also examined. RESULTS Among 21,159 Medicare beneficiaries initiating metformin during the study period, 8710 (41.2%) experienced medication discontinuation. NH Black individuals had a significantly higher discontinuation risk (HR: 1.22, 95% CI: [1.162, 1.286]) compared to NH White individuals. No significant geographic difference (HR: 1.02, 95% CI: [0.973, 1.072]) was observed between DB and Non-Diabetes Belt (NDB). NH Black patients consistently showed significantly higher discontinuation risks within both DB and NDB. No significant difference was found within the same race across counties. CONCLUSION We found significant racial but no geographic disparities in antidiabetic medication discontinuation among Medicare beneficiaries with T2D. Further research is needed to understand the underlying factors to improve equitable diabetes care management.
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Affiliation(s)
- Peng Zhang
- Department of Health and Kinesiology, College of Applied Health Sciences, University of Illinois at Urbana-Champaign, 2005 Huff Hall, 1206 S Fourth Street, Champaign, IL, 61820, USA
| | - Jennifer Mason Lobo
- Department of Public Health Sciences, School of Medicine, University of Virginia, Charlottesville, VA, USA
| | - Min-Woong Sohn
- Department of Health Management and Policy, College of Public Health, University of Kentucky, Lexington, KY, USA
| | - Rajesh Balkrishnan
- Department of Public Health Sciences, School of Medicine, University of Virginia, Charlottesville, VA, USA
| | - Roger Anderson
- Department of Public Health Sciences, School of Medicine, University of Virginia, Charlottesville, VA, USA
| | - Anthony McCall
- Department of Medicine, Division of Endocrinology & Metabolism, School of Medicine, University of Virginia, Charlottesville, VA, USA
| | - Hyojung Kang
- Department of Health and Kinesiology, College of Applied Health Sciences, University of Illinois at Urbana-Champaign, 2005 Huff Hall, 1206 S Fourth Street, Champaign, IL, 61820, USA.
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Shannon EM, Steers WN, Washington DL. Investigation of the role of perceived access to primary care in mediating and moderating racial and ethnic disparities in chronic disease control in the veterans health administration. Health Serv Res 2024; 59:e14260. [PMID: 37974469 PMCID: PMC10771907 DOI: 10.1111/1475-6773.14260] [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] [Indexed: 11/19/2023] Open
Abstract
OBJECTIVE To examine the role of patient-perceived access to primary care in mediating and moderating racial and ethnic disparities in hypertension control and diabetes control among Veterans Health Administration (VA) users. DATA SOURCE AND STUDY SETTING We performed a secondary analysis of national VA user administrative data for fiscal years 2016-2019. STUDY DESIGN Our primary exposure was race or ethnicity and primary outcomes were binary indicators of hypertension control (<140/90 mmHg) and diabetes control (HgbA1c < 9%) among patients with known disease. We used the inverse odds-weighting method to test for mediation and logistic regression with race and ethnicity-by-perceived access interaction product terms to test moderation. All models were adjusted for age, sex, socioeconomic status, rurality, education, self-rated physical and mental health, and comorbidities. DATA COLLECTION/EXTRACTION METHODS We included VA users with hypertension and diabetes control data from the External Peer Review Program who had contemporaneously completed the Survey of Healthcare Experience of Patients-Patient-Centered Medical Home. Hypertension (34,233 patients) and diabetes (23,039 patients) samples were analyzed separately. PRINCIPAL FINDINGS After adjustment, Black patients had significantly lower rates of hypertension control than White patients (75.5% vs. 78.8%, p < 0.01); both Black (81.8%) and Hispanic (80.4%) patients had significantly lower rates of diabetes control than White patients (85.9%, p < 0.01 for both differences). Perceived access was lower among Black, Multi-Race and Native Hawaiian and Other Pacific Islanders compared to White patients in both samples. There was no evidence that perceived access mediated or moderated associations between Black race, Hispanic ethnicity, and hypertension or diabetes control. CONCLUSIONS We observed disparities in hypertension and diabetes control among minoritized patients. There was no evidence that patients' perception of access to primary care mediated or moderated these disparities. Reducing racial and ethnic disparities within VA in hypertension and diabetes control may require interventions beyond those focused on improving patient access.
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Affiliation(s)
- Evan Michael Shannon
- VA HSR&D Center for the Study of Healthcare Innovation, Implementation & PolicyVA Greater Los Angeles Healthcare SystemLos AngelesCaliforniaUSA
- Division of General Internal Medicine and Health Services ResearchUCLA David Geffen School of MedicineLos AngelesCaliforniaUSA
| | - W. Neil Steers
- VA HSR&D Center for the Study of Healthcare Innovation, Implementation & PolicyVA Greater Los Angeles Healthcare SystemLos AngelesCaliforniaUSA
| | - Donna L. Washington
- VA HSR&D Center for the Study of Healthcare Innovation, Implementation & PolicyVA Greater Los Angeles Healthcare SystemLos AngelesCaliforniaUSA
- Division of General Internal Medicine and Health Services ResearchUCLA David Geffen School of MedicineLos AngelesCaliforniaUSA
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Asiri R, Todd A, Robinson-Barella A, Husband A. Ethnic disparities in medication adherence? A systematic review examining the association between ethnicity and antidiabetic medication adherence. PLoS One 2023; 18:e0271650. [PMID: 36812177 PMCID: PMC9946219 DOI: 10.1371/journal.pone.0271650] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Accepted: 02/04/2023] [Indexed: 02/24/2023] Open
Abstract
OBJECTIVES Adherence to prescribed medication is an essential component of diabetes management to obtain optimal outcomes. Understanding the relationship between medication adherence and ethnicity is key to optimising treatment for all people with different chronic illnesses, including those with diabetes. The aim of this review is to examine whether the adherence to antidiabetic medications differed by ethnicity among people with diabetes. METHODS A systematic review was conducted of studies reporting adherence to antidiabetic medication amongst people from different ethnic groups. MEDLINE, Embase, CINAHL, and PsycINFO were searched from their inception to June 2022 for quantitative studies with a specific focus on studies assessing adherence to antidiabetic medications (PROSPERO: CRD42021278392). The Joanna Briggs Institute critical appraisal checklist and a second checklist designed for studies using retrospective databases were used to assess study quality. A narrative synthesis approach was used to summarize the results based on the medication adherence measures. RESULTS Of 17,410 citations screened, 41 studies that included observational retrospective database research and cross-sectional studies were selected, each of which involved diverse ethnic groups from different settings. This review identified a difference in the adherence to antidiabetic medications by ethnicity in 38 studies, despite adjustment for several confounding variables that may otherwise explain these differences. CONCLUSION This review revealed that adherence to antidiabetic medication differed by ethnicity. Further research is needed to explore the ethnicity-related factors that may provide an explanation for these disparities.
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Affiliation(s)
- Rayah Asiri
- School of Pharmacy, Newcastle University, Newcastle upon Tyne, United Kingdom
- School of Pharmacy, King Khalid University, Abha, Saudi Arabia
| | - Adam Todd
- School of Pharmacy, Newcastle University, Newcastle upon Tyne, United Kingdom
| | | | - Andy Husband
- School of Pharmacy, Newcastle University, Newcastle upon Tyne, United Kingdom
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Lauffenburger JC, Barlev RA, Sears ES, Keller PA, McDonnell ME, Yom-Tov E, Fontanet CP, Hanken K, Haff N, Choudhry NK. Preferences for mHealth Technology and Text Messaging Communication in Patients With Type 2 Diabetes: Qualitative Interview Study. J Med Internet Res 2021; 23:e25958. [PMID: 34114964 PMCID: PMC8235286 DOI: 10.2196/25958] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2020] [Revised: 01/19/2021] [Accepted: 04/30/2021] [Indexed: 12/16/2022] Open
Abstract
Background Individuals with diabetes need regular support to help them manage their diabetes on their own, ideally delivered via mechanisms that they already use, such as their mobile phones. One reason for the modest effectiveness of prior technology-based interventions may be that the patient perspective has been insufficiently incorporated. Objective This study aims to understand patients’ preferences for mobile health (mHealth) technology and how that technology can be integrated into patients’ routines, especially with regard to medication use. Methods We conducted semistructured qualitative individual interviews with patients with type 2 diabetes from an urban health care system to elicit and explore their perspectives on diabetes medication–taking behaviors, daily patterns of using mobile technology, use of mHealth technology for diabetes care, acceptability of text messages to support medication adherence, and preferred framing of information within text messages to support diabetes care. The interviews were digitally recorded and transcribed. The data were analyzed using codes developed by the study team to generate themes, with representative quotations selected as illustrations. Results We conducted interviews with 20 participants, of whom 12 (60%) were female and 9 (45%) were White; in addition, the participants’ mean glycated hemoglobin A1c control was 7.8 (SD 1.1). Overall, 5 key themes were identified: patients try to incorporate cues into their routines to help them with consistent medication taking; many patients leverage some form of technology as a cue to support adherence to medication taking and diabetes self-management behaviors; patients value simplicity and integration of technology solutions used for diabetes care, managing medications, and communicating with health care providers; some patients express reluctance to rely on mobile technology for these diabetes care behaviors; and patients believe they prefer positively framed communication, but communication preferences are highly individualized. Conclusions The participants expressed some hesitation about using mobile technology in supporting diabetes self-management but have largely incorporated it or are open to incorporating it as a cue to make medication taking more automatic and less burdensome. When using technology to support diabetes self-management, participants exhibited individualized preferences, but overall, they preferred simple and positively framed communication. mHealth interventions may be improved by focusing on integrating them easily into daily routines and increasing the customization of content.
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Affiliation(s)
| | - Renee A Barlev
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States
| | - Ellen S Sears
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States
| | | | - Marie E McDonnell
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States
| | | | | | - Kaitlin Hanken
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States
| | - Nancy Haff
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States
| | - Niteesh K Choudhry
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States
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Racial and Regional Disparities in Outcomes Among Veterans Initially Adherent to Oral Antidiabetic Therapies: an Observational Cohort Study. J Gen Intern Med 2020; 35:1211-1218. [PMID: 31916211 PMCID: PMC7174452 DOI: 10.1007/s11606-019-05373-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2019] [Accepted: 09/12/2019] [Indexed: 10/25/2022]
Abstract
BACKGROUND Adherence to prescribed medications is connected with, but is not a guarantee of, improved disease management and health outcomes. It remains unclear whether underlying health disparities exist among patients adherent to therapy and whether differences in outcomes vary by race and residential areas of the country. OBJECTIVE To determine the extent of racial and regional variation in outcomes within 5 years of oral antidiabetic drug initiation among veterans adherent to therapy. DESIGN Retrospective cohort study of 83,265 US Veterans Health Administration data, 2002-2014 PATIENTS: US veterans with uncomplicated diabetes and taking oral antidiabetic agents MAIN MEASURES: Veterans initially adherent to oral antidiabetic therapy were followed for up to 5 years, and comparisons focused on differences between non-Hispanic White and non-Hispanic Black veterans across geographic region and residential type (urban or rural). Outcomes included composite cardiovascular events, composite cerebrovascular events, or all-cause mortality using Poisson and adjusted Cox proportional hazards models. KEY RESULTS Cardiovascular event and all-cause mortality rates differed by race and region, while urban/rural differences were evident for cerebrovascular events and all-cause mortality. For non-Hispanic Blacks, the mortality rate was half that compared to non-Hispanic Whites (6.5 [95% CI 5.8-7.2] versus 13.3 [95% CI 12.9-13.8], p < 0.0001). Compared to the Northeast, all other regions had higher adjusted hazards for cardiovascular or cerebrovascular events (with a single exception), but no regional differences in all-cause mortality were observed. Models with interactions demonstrated that racial differences in cardiovascular events and all-cause mortality were isolated to the Midwest (HR 1.99 [95% CI 1.301-3.06; HR 1.64 [95% CI 1.210-2.215]) and South (HR 1.69 [85% CI 1.347-2.131]; HR 1.27 [95% CI 1.095-1.470]). CONCLUSIONS Despite adherence to therapy, differences in outcomes are likely among veterans with diabetes based on race and geography. Localized analyses may uncover specific social determinants contributing to differences in outcomes.
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Happe LE, Brown JD, Gatwood J, Schneeweiss S, Wang S. Application of a Graphical Depiction of Longitudinal Study Designs to Managed Care Pharmacy Research. J Manag Care Spec Pharm 2020; 26:268-274. [PMID: 32105168 PMCID: PMC10391135 DOI: 10.18553/jmcp.2020.26.3.268] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Managed care pharmacists apply real-world evidence (RWE) to support activities such as pipeline forecasting, clinical policy development, and contracting for pharmaceutical products. Managed care pharmacy researchers strive to produce studies that can be applied in practice. While asking the right research question is necessary, it is not sufficient. As with all studies, consumers of RWE look for internal and external validity, as well as sources of bias, to determine how the study findings can be applied in their work. To date, however, some of the safeguards that exist for clinical trials-such as public registration of study protocols-are lacking for RWE. Several leading professional organizations have initiatives dedicated to improving the credibility and reliability of such research. One component common to these initiatives is enhanced transparency and completeness of methodologic reporting. Graphical representations of study designs can improve the reporting and design of research conducted in health care databases, specifically by enhancing the transparency and clarity of often complex studies. As such, Schneeweiss et al. (2019) proposed a graphical framework for longitudinal study designs in health care databases. Herein, we apply this framework to 2 studies published in the Journal of Managed Care & Specialty Pharmacy that represent common research designs and report how application of the framework revealed deficiencies in reporting. We advocate for adoption of this framework in the effort to increase the usability of RWE studies using health care databases by managed care pharmacy. DISCLOSURES: No funding was provided for this work. Gatwood has received research funding from Merck & Co., AstraZeneca, and GlaxoSmithKline, unrelated to this work. Schneeweiss is a consultant to Aetion, of which he also owns equity. He is the principal investigator of investigator-initiated grants to the Brigham and Women's Hospital from Bayer, Genentech, Boehringer Ingelheim, and Vertex. Wang reports support from investigator-initiated grants from Novartis, Boehringer Ingelheim, and Johnson & Johnson to Brigham and Women's Hospital, unrelated to this work. Happe and Brown have nothing to disclose.
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Affiliation(s)
- Laura E. Happe
- Wingate University, Wingate, North Carolina; University of Florida, Gainesville; and Editor-in-chief, Journal of Managed Care & Specialty Pharmacy, Alexandria, Virginia
| | - Joshua D. Brown
- University of Florida, Gainesville, and Editorial Advisory Board member, Journal of Managed Care & Specialty Pharmacy, Alexandria, Virginia
| | - Justin Gatwood
- University of Tennessee, Memphis, and Editorial Advisory Board member, Journal of Managed Care & Specialty Pharmacy, Alexandria, Virginia
| | - Sebastian Schneeweiss
- Division of Pharmacoepidemiology, Brigham and Womens Hospital and Harvard Medical School, Boston, Massachusetts
| | - Shirley Wang
- Division of Pharmacoepidemiology, Brigham and Womens Hospital and Harvard Medical School, Boston, Massachusetts
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Soler RE, Proia K, Jackson MC, Lanza A, Klein C, Leifer J, Darling M. Nudging to Change: Using Behavioral Economics Theory to Move People and Their Health Care Partners Toward Effective Type 2 Diabetes Prevention. Diabetes Spectr 2018; 31:310-319. [PMID: 30510385 PMCID: PMC6243226 DOI: 10.2337/ds18-0022] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
IN BRIEF In 2017, 30 million Americans had diabetes, and 84 million had prediabetes. In this article, the authors focus on the journey people at risk for type 2 diabetes take when they become fully engaged in an evidence-based type 2 diabetes prevention program. They highlight potential drop-off points along the journey, using behavioral economics theory to provide possible reasons for most of the drop-off points, and propose solutions to move people toward making healthy decisions.
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Affiliation(s)
| | - Krista Proia
- Centers for Disease Control and Prevention, Atlanta, GA
| | | | - Andrew Lanza
- Centers for Disease Control and Prevention, Atlanta, GA
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