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Ueland TE, Younan SA, Evans PT, Sims J, Shroder MM, Hawkins AT, Peek R, Niu X, Bastarache L, Robinson JR. Unmet social needs and diverticulitis: a phenotyping algorithm and cross-sectional analysis. J Am Med Inform Assoc 2025; 32:866-875. [PMID: 40085006 PMCID: PMC12012367 DOI: 10.1093/jamia/ocae238] [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: 04/06/2025] [Revised: 08/13/2024] [Accepted: 08/25/2024] [Indexed: 03/16/2025] Open
Abstract
OBJECTIVE To validate a phenotyping algorithm for gradations of diverticular disease severity and investigate relationships between unmet social needs and disease severity. MATERIALS AND METHODS An algorithm was designed in the All of Us Research Program to identify diverticulosis, mild diverticulitis, and operative or recurrent diverticulitis requiring multiple inpatient admissions. This was validated in an independent institution and applied to a cohort in the All of Us Research Program. Distributions of individual-level social barriers were compared across quintiles of an area-level index through fold enrichment of the barrier in the fifth (most deprived) quintile relative to the first (least deprived) quintile. Social needs of food insecurity, housing instability, and care access were included in logistic regression to assess association with disease severity. RESULTS Across disease severity groups, the phenotyping algorithm had positive predictive values ranging from 0.87 to 0.97 and negative predictive values ranging from 0.97 to 0.99. Unmet social needs were variably distributed when comparing the most to the least deprived quintile of the area-level deprivation index (fold enrichment ranging from 0.53 to 15). Relative to a reference of diverticulosis, an unmet social need was associated with greater odds of operative or recurrent inpatient diverticulitis (OR [95% CI] 1.61 [1.19-2.17]). DISCUSSION Understanding the landscape of social barriers in disease-specific cohorts may facilitate a targeted approach when addressing these needs in clinical settings. CONCLUSION Using a validated phenotyping algorithm for diverticular disease severity, unmet social needs were found to be associated with greater severity of diverticulitis presentation.
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Affiliation(s)
- Thomas E Ueland
- Vanderbilt University School of Medicine, Nashville, TN 37232, United States
| | - Samuel A Younan
- Division of General Surgery, Vanderbilt University Medical Center, Nashville, TN 37232, United States
| | - Parker T Evans
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN 37232, United States
- Department of Pediatric Surgery, Vanderbilt University Medical Center, Nashville, TN 37232, United States
| | - Jessica Sims
- Vanderbilt University School of Medicine, Nashville, TN 37232, United States
| | - Megan M Shroder
- Division of General Surgery, Vanderbilt University Medical Center, Nashville, TN 37232, United States
| | - Alexander T Hawkins
- Division of General Surgery, Vanderbilt University Medical Center, Nashville, TN 37232, United States
| | - Richard Peek
- Division of Gastroenterology, Hepatology, and Nutrition, Vanderbilt University Medical Center, Nashville, TN 37232, United States
| | - Xinnan Niu
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN 37232, United States
| | - Lisa Bastarache
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN 37232, United States
| | - Jamie R Robinson
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN 37232, United States
- Department of Pediatric Surgery, Vanderbilt University Medical Center, Nashville, TN 37232, United States
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Yee J, Feldman CH, Oakes EG, Ellrodt J, Guan H, Choi MY, Karlson EW, Costenbader KH. Cost-Related Medication Behaviors for Patients With and Without Systemic Autoimmune Rheumatic Diseases. Arthritis Care Res (Hoboken) 2025; 77:545-555. [PMID: 39313475 PMCID: PMC11929613 DOI: 10.1002/acr.25442] [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: 03/28/2024] [Revised: 09/10/2024] [Accepted: 09/13/2024] [Indexed: 09/25/2024]
Abstract
OBJECTIVE Medication nonadherence challenges the management of systemic autoimmune rheumatic diseases (SARDs). We investigated cost-related medication behaviors among patients with SARDs, and compared them to those of patients without SARDs, in a large diverse cohort across the United States. METHODS As part of the All of Us (version 7), a nationwide diverse adult cohort with linked electronic health records begun in 2017, participants completed questionnaires concerning cost-related medication behaviors. Chi-square tests compared responses between patients with SARDs, by disease and medication type, and to those without SARDs. Logistic regression analyses were used to calculate odds ratios (95% confidence intervals [CIs]). RESULTS We analyzed data from 3,997 patients with SARDs and 73,990 participants without SARDs. After adjustment, patients with versus without SARDs had 1.56 times increased odds of reporting unaffordability of prescription medicines (95% CI 1.43-1.70), 1.43 times increased odds of cost-related medication nonadherence (95% CI 1.31-1.56), and 1.23 times increased odds of using cost-reducing strategies (95% CI 1.14-1.32). Patients with SARDs who reported unaffordability were 16.5% less likely to receive a disease-modifying drug (95% CI 0.70-0.99) but 18.1% more likely to receive glucocorticoids (95% CI 0.99-1.42). In addition, unaffordability of prescription medicines was likely to have 1.27 times increased odds of one to two emergency room visits per year (95% CI 1.03-1.57) and 1.38-fold increased odds of three or more emergency room visits per year (95% CI 0.96-1.99). CONCLUSION In this large diverse cohort, patients with versus without SARDs had more self-reported cost-related medication behaviors, and those who reported medication unaffordability received fewer disease-modifying drugs and had more emergency room visits.
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Affiliation(s)
- Jeong Yee
- Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Candace H. Feldman
- Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Emily G. Oakes
- Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Jack Ellrodt
- Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Hongshu Guan
- Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - May Y. Choi
- Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Elizabeth W. Karlson
- Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Karen H. Costenbader
- Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
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Thomas M, Verma V, Gheshlaghi N, Esdaile J, Avina-Zubieta A, Barnabe C, Harrison M, De Vera MA. Reporting of determinants of health inequities and participant characteristics in randomized controlled trials of systemic lupus erythematosus in Canada: A scoping review. Lupus 2024; 33:462-469. [PMID: 38339797 PMCID: PMC10955787 DOI: 10.1177/09612033241233032] [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: 12/06/2023] [Accepted: 01/29/2024] [Indexed: 02/12/2024]
Abstract
OBJECTIVE To report participant characteristics relevant to identifying health inequities in systemic lupus erythematosus (SLE) randomized controlled trials conducted in Canada. METHODS We conducted a scoping review by searching MEDLINE (Ovid) and Embase (1990 to June 2023), and CENTRAL (inception to June 2023). Eligible studies: used an RCT design; evaluated interventions (pharmacologic and non-pharmacologic) among SLE patients aged ≥18 years; and were conducted in Canada. Data extraction was guided by the Campbell and Cochrane Equity Methods Group's PROGRESS-Plus framework on 11 factors leading to health inequities (Place of residence; Race, culture, ethnicity, and language; Occupation; Gender and sex; Religion; Education; Socioeconomic status; Social capital; Plus: Personal characteristics associated with discrimination; Features of relationships; and Time-dependent relationships). RESULTS Of 1901 unique records, 6 met the inclusion criteria. Sex and age were the only PROGRESS factors that were reported in all studies. The majority of participants were female (84.4% to 100%), and mean ages of participants ranged from 42 to 52.3 years. Place of residence, race, education, and social capital were reported in three studies. Socioeconomic status was reported in two studies, and occupation was reported in one study. Religion, features of relationships, and time-dependent relationships were not reported in any included studies. CONCLUSION Limited reporting of determinants of health inequities in RCTs for SLE in Canada suggests the need for reporting standards to support equity, diversity, and inclusion practices in research.
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Affiliation(s)
- Megan Thomas
- Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC, Canada
- Collaboration for Outcomes Research and Evaluation, Vancouver, BC, Canada
- Arthritis Research Canada, Vancouver, BC, Canada
| | - Vanay Verma
- Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Niloofar Gheshlaghi
- Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC, Canada
| | - John Esdaile
- Arthritis Research Canada, Vancouver, BC, Canada
| | | | - Cheryl Barnabe
- Arthritis Research Canada, Vancouver, BC, Canada
- Department of Medicine, University of Calgary, Calgary, AB, Canada
| | - Mark Harrison
- Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC, Canada
- Collaboration for Outcomes Research and Evaluation, Vancouver, BC, Canada
- Centre for Advancing Health Outcomes, Vancouver, BC, Canada
| | - Mary A De Vera
- Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC, Canada
- Collaboration for Outcomes Research and Evaluation, Vancouver, BC, Canada
- Arthritis Research Canada, Vancouver, BC, Canada
- Centre for Advancing Health Outcomes, Vancouver, BC, Canada
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Valle A, Feldman CH. Association of economic insecurities with patient-reported outcomes in systemic lupus erythematosus. THE LANCET. RHEUMATOLOGY 2024; 6:e68-e70. [PMID: 38267104 DOI: 10.1016/s2665-9913(23)00323-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/03/2023] [Accepted: 12/04/2023] [Indexed: 01/26/2024]
Affiliation(s)
- Ana Valle
- Division of Rheumatology, Inflammation and Immunity, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - Candace H Feldman
- Division of Rheumatology, Inflammation and Immunity, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA.
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Ferucci ED. Improving Outcomes in Systemic Lupus Erythematosus: The Importance of Access to Medications. J Rheumatol 2023; 50:1205-1207. [PMID: 37657797 DOI: 10.3899/jrheum.2023-0772] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/03/2023]
Affiliation(s)
- Elizabeth D Ferucci
- E.D. Ferucci, MD, MPH, Research Services Department, Alaska Native Tribal Health Consortium, Anchorage, Alaska, USA.
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Lomanto Silva R, Swabe GM, Sattui SE, Magnani JW. Association of patient copayment and medication adherence in systemic lupus erythematosus. Lupus Sci Med 2023; 10:e000966. [PMID: 37852670 PMCID: PMC10603349 DOI: 10.1136/lupus-2023-000966] [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: 05/19/2023] [Accepted: 09/06/2023] [Indexed: 10/20/2023]
Abstract
OBJECTIVE To investigate the association of medication copayment and treatment adherence to hydroxychloroquine and immunosuppressants for SLE. METHODS We conducted a retrospective analysis of health claims data using Optum's de-identified Clinformatics Data Mart Database. Individuals with SLE continuously enrolled for 180 days from 1 July 2010 to 31 December 2019 were included. Adherence was defined as the proportion of days covered ≥80%. Copayment for a 30-day supply of medication was dichotomised as high (≥$10) or low (<$10). We examined the association between copayment and odds of adherence in multivariable-adjusted logistic regression models, including age, sex, race or ethnicity, comorbidities, educational attainment and household income. RESULTS We identified 12 510 individuals (age 54.2±15.5 years; 88.2% female sex), of whom 9510 (76%) were prescribed hydroxychloroquine and 1880 (15%) prescribed hydroxychloroquine and an additional immunosuppressant (azathioprine, methotrexate or mycophenolate mofetil). Median (IQR) 30-day copayments were $8 (4-10) for hydroxychloroquine, $7 (2-10) for azathioprine, $8 (3-11) for methotrexate and $10 (5-20) for mycophenolate mofetil. High copayments were associated with OR of adherence of 0.61 (95% CI 0.55 to 0.68) for hydroxychloroquine, OR 0.44 (95% CI 0.30 to 0.66) for azathioprine and OR 0.69 (95% CI 0.49 to 0.96) for mycophenolate mofetil. For methotrexate, the association was not significant. CONCLUSION In a large, administrative health claims database, we identified that high copayments were associated with reduced adherence to commonly prescribed medications for SLE. Incorporating awareness of the burden of copayments and its consequences into healthcare is essential to promote optimal medication adherence.
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Affiliation(s)
- Raisa Lomanto Silva
- Department of Medicine, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
| | - Gretchen M Swabe
- Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Sebastian Eduardo Sattui
- Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Jared W Magnani
- Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Center for Research on Health Care, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
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