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Pudukodu HS, Goldschen L, Bhattacharyya S, Valle A, Arabelovic S, Shah S, Retzel K, Feldman CH, Amonoo HL. Lupus on the Mind: A Case of Psychosis in Uncontrolled Systemic Lupus Erythematosus. Harv Rev Psychiatry 2024; 32:173-182. [PMID: 39265136 DOI: 10.1097/hrp.0000000000000403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/14/2024]
Affiliation(s)
- Harish S Pudukodu
- From Harvard Medical School (Drs. Pudukodu, Goldschen, Bhattacharyya, Valle, Arabelovic, Shah, Retzel, Feldman, and Amonoo); Department of Psychiatry, Brigham and Women's Hospital (Drs. Pudukodu, Goldschen, and Amonoo); Department of Neurology, Brigham and Women's Hospital (Dr. Bhattacharyya); Division of Rheumatology, Inflammation and Immunity, Brigham and Women's Hospital (Drs. Valle, Arabelovic, Shah, Retzel, and Feldman); Department of Psychosocial Oncology and Palliative Care, Dana-Farber Cancer Institute (Dr. Amonoo), Boston, MA
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Sirek G, Erickson D, Muhammad LN, Losina E, Chandler MT, Son MB, Crespo-Bosque M, York M, Jean-Jacques M, Milaeger H, Pillai N, Roberson T, Chung A, Shramuk M, Osaghae E, Williams J, Ojikutu BO, Dhand A, Ramsey-Goldman R, Feldman CH. Community-engaged randomised controlled trial to disseminate COVID-19 vaccine-related information and increase uptake among Black individuals in two US cities with rheumatic conditions. BMJ Open 2024; 14:e087918. [PMID: 39181556 PMCID: PMC11344519 DOI: 10.1136/bmjopen-2024-087918] [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: 04/22/2024] [Accepted: 07/19/2024] [Indexed: 08/27/2024] Open
Abstract
INTRODUCTION Inequities in COVID-19 infection and vaccine uptake among historically marginalised racial and ethnic groups in the USA persist. Individuals with rheumatic conditions, especially those who are immunocompromised, are especially vulnerable to severe infection, with significant racialised inequities in infection outcomes and in vaccine uptake. Structural racism, historical injustices and misinformation engender racial and ethnic inequities in vaccine uptake. The Popular Opinion Lleader (POL) model, a community-based intervention that trains trusted community leaders to disseminate health information to their social network members (eg, friends, family and neighbours), has been shown to reduce stigma and improve care-seeking behaviours. METHODS AND ANALYSIS This is a community-based cluster randomised controlled trial led by a team of community and academic partners to compare the efficacy of training POLs with rheumatic or musculoskeletal conditions using a curriculum embedded with a racial justice vs a biomedical framework to increase COVID-19 vaccine uptake and reduce vaccine hesitancy. This trial began recruitment in February 2024 in Boston, Massachusetts and Chicago, Illinois, USA. Eligible POLs are English-speaking adults who identify as Black and/or of African descent, have a diagnosis of a rheumatic or musculoskeletal condition and have received >=1 COVID-19 vaccine after 31 August 2022. POLs will be randomised to a 6-module virtual educational training; the COVID-19 and vaccine-related content will be the same for both groups however the framing for arm 1 will be with a racial justice lens and for arm 2, a biomedical preventative care-focused lens. Following the training, POLs will disseminate the information they learned to 12-16 social network members who have not received the most recent COVID-19 vaccine, over 4 weeks. The trial's primary outcome is social network member COVID-19 vaccine uptake, which will be compared between intervention arms. ETHICS AND DISSEMINATION This trial has ethical approval in the USA. This has been approved by the Mass General Brigham Institutional Review Board (IRB, 2023P000686), the Northwestern University IRB (STU00219053), the Boston University/Boston Medical Center IRB (H-43857) and the Boston Children's Hospital IRB (P00045404). Results will be published in a publicly accessible peer-reviewed journal. TRIAL REGISTRATION NUMBER NCT05822219.
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Affiliation(s)
- Greta Sirek
- Division of Rheumatology, Inflammation and Immunity, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Daniel Erickson
- Division of Biostatistics, Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Lutfiyya N Muhammad
- Division of Biostatistics, Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Elena Losina
- The Orthopedic and Arthritis Center for Outcomes Research, Department of Orthopedics, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Mia T Chandler
- Harvard Medical School, Boston, Massachusetts, USA
- The Rheumatology Program, Boston Children's Hospital, Boston, Massachusetts, USA
| | - Mary Beth Son
- The Rheumatology Program, Boston Children's Hospital, Boston, Massachusetts, USA
| | | | - Michael York
- Department of Rheumatology, Boston Medical Center, Boston, Massachusetts, USA
| | | | - Holly Milaeger
- Division of Rheumatology, Department of Medicine Northwestern Medicine/Feinberg School of Medicine, Chicago, Illinois, USA
| | - Neil Pillai
- Division of Rheumatology, Department of Medicine Northwestern Medicine/Feinberg School of Medicine, Chicago, Illinois, USA
| | - Tonya Roberson
- College of Health and Human Services, Governors State University, University Park, Illinois, USA
| | - Anh Chung
- Division of Rheumatology, Department of Medicine Northwestern Medicine/Feinberg School of Medicine, Chicago, Illinois, USA
| | - Maxwell Shramuk
- Division of Biostatistics, Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Eseosa Osaghae
- Division of Rheumatology, Department of Medicine Northwestern Medicine/Feinberg School of Medicine, Chicago, Illinois, USA
| | - Jessica Williams
- Division of Rheumatology, Department of Medicine, Emory School of Medicine, Atlanta, Georgia, USA
| | - Bisola O Ojikutu
- Harvard Medical School, Boston, Massachusetts, USA
- Boston Public Health Commission, Boston, Massachusetts, USA
- Division of Global Health Equity, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Amar Dhand
- Division of Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Rosalind Ramsey-Goldman
- Division of Rheumatology, Department of Medicine Northwestern Medicine/Feinberg School of Medicine, Chicago, Illinois, USA
| | - Candace H Feldman
- Division of Rheumatology, Inflammation and Immunity, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
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Law J, Sorrento C, Saxena A. Vaccination updates and special considerations for systemic lupus erythematosus patients. Curr Opin Rheumatol 2024; 36:148-153. [PMID: 37976046 DOI: 10.1097/bor.0000000000000992] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2023]
Abstract
PURPOSE OF REVIEW We review the latest guidelines and note special considerations for systemic lupus erythematosus (SLE) patients when approaching vaccination against SARS-CoV-2, influenza, pneumococcus, herpes zoster, and potentially respiratory syncytial virus (RSV) vaccine in the future. RECENT FINDINGS SLE patients have unique infectious risks due to newer treatments and the nature of the disease itself. It is important to balance the benefit of additional protective immunity from updated vaccines against the possible risk of disease activity exacerbations. SUMMARY It is important to continuously evaluate the safety and immunogenicity of updated vaccines specifically for SLE patients. Additionally, the newly approved RSV vaccine should be considered for this population to reduce severe respiratory illness.
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Affiliation(s)
- Jammie Law
- Division of Rheumatology, Department of Medicine, New York University Grossman School of Medicine, New York, New York, USA
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Buie J, McMillan E, Kirby J, Cardenas LA, Eftekhari S, Feldman CH, Gawuga C, Knight AM, Lim SS, McCalla S, McClamb D, Polk B, Williams E, Yelin E, Shah S, Costenbader KH. Disparities in Lupus and the Role of Social Determinants of Health: Current State of Knowledge and Directions for Future Research. ACR Open Rheumatol 2023; 5:454-464. [PMID: 37531095 PMCID: PMC10502817 DOI: 10.1002/acr2.11590] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Revised: 06/28/2023] [Accepted: 07/01/2023] [Indexed: 08/03/2023] Open
Abstract
Systemic lupus erythematosus (SLE) is a chronic autoimmune disease. The complex relationships between race and ethnicity and social determinants of health (SDOH) in influencing SLE and its course are increasingly appreciated. Multiple SDOH have been strongly associated with lupus incidence and outcomes and contribute to health disparities in lupus. Measures of socioeconomic status, including economic instability, poverty, unemployment, and food insecurity, as well as features of the neighborhood and built environment, including lack of safe and affordable housing, crime, stress, racial segregation, and discrimination, are associated with race and ethnicity in the US and are risk factors for poor outcomes in lupus. In this scientific statement, we aimed to summarize current evidence on the role of SDOH in relation to racial and ethnic disparities in SLE and SLE outcomes, primarily as experienced in the U.S. Lupus Foundation of America's Health Disparities Advisory Panel, comprising 10 health disparity experts, including academic researchers and patients, who met 12 times over the course of 18 months in assembling and reviewing the data for this study. Sources included articles published from 2011 to 2023 in PubMed, Centers for Disease Control and Prevention data, and bibliographies and recommendations. Search terms included lupus, race, ethnicity, and SDOH domains. Data were extracted and synthesized into this scientific statement. Poorer neighborhoods correlate with increased damage, reduced care, and stress-induced lupus flares. Large disparities in health care affordability, accessibility, and acceptability exist in the US, varying by region, insurance status, and racial and minority groups. Preliminary interventions targeted social support, depression, and shared-decision-making, but more research and intervention implementation and evaluation are needed. Disparities in lupus across racial and ethnic groups in the US are driven by SDOH, some of which are more easily remediable than others. A multidimensional and multidisciplinary approach involving various stakeholder groups is needed to address these complex challenges, address these diminish disparities, and improve outcomes.
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Affiliation(s)
- Joy Buie
- Lupus Foundation of AmericanWashingtonDC
| | | | | | | | - Sanaz Eftekhari
- Asthma and Allergy Foundation of AmericaGreater LandoverMaryland
| | - Candace H. Feldman
- Harvard Medical School and Brigham and Women's HospitalBostonMassachusetts
| | - Cyrena Gawuga
- Preparedness and Treatment Equity CoalitionNew York CityNew York
| | - Andrea M. Knight
- Hospital for Sick Children and University of TorontoTorontoOntarioCanada
| | - S. Sam Lim
- Emory University and Grady Health SystemAtlantaGeorgia
| | | | | | - Barbara Polk
- John F. Kennedy Center for the Performing Arts and Amplify People AdvisorsWashingtonDC
| | | | - Ed Yelin
- University of California San Francisco
| | - Sanoja Shah
- Charles River AssociatesSan FranciscoCalifornia
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Andreica I, Roman I, Redeker I, Baraliakos X, Braun J, Kiltz U. Facilitators and barriers for vaccination in patients with inflammatory rheumatic musculoskeletal diseases: a prospective cohort study. RMD Open 2023; 9:e002875. [PMID: 37295840 PMCID: PMC10277552 DOI: 10.1136/rmdopen-2022-002875] [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: 11/21/2022] [Accepted: 05/02/2023] [Indexed: 06/12/2023] Open
Abstract
INTRODUCTION To identify facilitators and barriers towards vaccination in general and specifically against pneumococci, influenza and SARS-CoV-2 in patients with rheumatic musculoskeletal diseases (RMD). METHODS Between February and April 2021, consecutive patients with RMD were asked to complete a structured questionnaire on general knowledge about vaccination, personal attitudes and perceived facilitators and barriers towards vaccination. General facilitators (n=12) and barriers (n=15) and more specific ones for vaccination against pneumococci, influenza and SARS-CoV-2 were assessed. Likert scales had four response options: from 1 (completely disagree) to 4 (completely agree). Patient and disease characteristics, their vaccination records and attitudes towards vaccination against SARS-CoV-2 were assessed. RESULTS 441 patients responded to the questionnaire. Knowledge about vaccination was decent in ≥70% of patients, but <10% of patients doubted its effectiveness. Statements on facilitators were generally more favourable than on barriers. Facilitators for SARS-CoV-2 vaccination were not different from vaccination in general. Societal and organisational facilitators were more often named than interpersonal or intrapersonal facilitators. Most patients indicated that recommendations of their healthcare professional would encourage them to be vaccinated-without preference for general practitioner or rheumatologists. There were more barriers towards SARS-CoV-2 vaccination than to vaccination in general. Intrapersonal issues were most frequently reported as a barrier. Statistically significant differences in response patterns to nearly all barriers between patients classified as definitely willing, probably willing and unwilling to receive SARS-CoV-2 vaccines were noted. DISCUSSION Facilitators towards vaccination were more important than barriers. Most barriers against vaccination were intrapersonal issues. Societal facilitators identified support strategies in that direction.
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Affiliation(s)
- Ioana Andreica
- Ruhr University Bochum, Bochum, Germany
- Rheumazentrum Ruhrgebiet, Herne, Germany
| | - Iulia Roman
- Ruhr University Bochum, Bochum, Germany
- Rheumazentrum Ruhrgebiet, Herne, Germany
| | - Imke Redeker
- Ruhr University Bochum, Bochum, Germany
- Rheumazentrum Ruhrgebiet, Herne, Germany
| | - Xenofon Baraliakos
- Ruhr University Bochum, Bochum, Germany
- Rheumazentrum Ruhrgebiet, Herne, Germany
| | - Juergen Braun
- Ruhr University Bochum, Bochum, Germany
- Rheumazentrum Ruhrgebiet, Herne, Germany
| | - Uta Kiltz
- Ruhr University Bochum, Bochum, Germany
- Rheumazentrum Ruhrgebiet, Herne, Germany
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Salis Z, Gallego B, Sainsbury A. Researchers in rheumatology should avoid categorization of continuous predictor variables. BMC Med Res Methodol 2023; 23:104. [PMID: 37101144 PMCID: PMC10134601 DOI: 10.1186/s12874-023-01926-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Accepted: 04/18/2023] [Indexed: 04/28/2023] Open
Abstract
BACKGROUND Rheumatology researchers often categorize continuous predictor variables. We aimed to show how this practice may alter results from observational studies in rheumatology. METHODS We conducted and compared the results of two analyses of the association between our predictor variable (percentage change in body mass index [BMI] from baseline to four years) and two outcome variable domains of structure and pain in knee and hip osteoarthritis. These two outcome variable domains covered 26 different outcomes for knee and hip combined. In the first analysis (categorical analysis), percentage change in BMI was categorized as ≥ 5% decrease in BMI, < 5% change in BMI, and ≥ 5% increase in BMI, while in the second analysis (continuous analysis), it was left as a continuous variable. In both analyses (categorical and continuous), we used generalized estimating equations with a logistic link function to investigate the association between the percentage change in BMI and the outcomes. RESULTS For eight of the 26 investigated outcomes (31%), the results from the categorical analyses were different from the results from the continuous analyses. These differences were of three types: 1) for six of these eight outcomes, while the continuous analyses revealed associations in both directions (i.e., a decrease in BMI had one effect, while an increase in BMI had the opposite effect), the categorical analyses showed associations only in one direction of BMI change, not both; 2) for another one of these eight outcomes, the categorical analyses suggested an association with change in BMI, while this association was not shown in the continuous analyses (this is potentially a false positive association); 3) for the last of the eight outcomes, the continuous analyses suggested an association of change in BMI, while this association was not shown in the categorical analyses (this is potentially a false negative association). CONCLUSIONS Categorization of continuous predictor variables alters the results of analyses and could lead to different conclusions; therefore, researchers in rheumatology should avoid it.
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Affiliation(s)
- Zubeyir Salis
- The University of New South Wales, Centre for Big Data Research in Health, Kensington, NSW, Australia
| | - Blanca Gallego
- The University of New South Wales, Centre for Big Data Research in Health, Kensington, NSW, Australia
| | - Amanda Sainsbury
- School of Human Sciences, The University of Western Australia, Crawley, Perth, WA, 6009, Australia.
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Chandler MT, Santacroce LM, Costenbader KH, Kim SC, Feldman CH. Racial differences in persistent glucocorticoid use patterns among medicaid beneficiaries with incident systemic lupus erythematosus. Semin Arthritis Rheum 2023; 58:152122. [PMID: 36372014 PMCID: PMC9976620 DOI: 10.1016/j.semarthrit.2022.152122] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Revised: 10/13/2022] [Accepted: 10/19/2022] [Indexed: 11/06/2022]
Abstract
OBJECTIVE Glucocorticoids ("steroids") are frequently used in systemic lupus erythematosus (SLE). Prolonged use may contribute to racial/ethnic disparities in avoidable adverse outcomes. We examined racial/ethnic differences in longitudinal patterns of steroid use and dose. METHODS We identified Medicaid beneficiaries 18-65 years with incident SLE who received steroids for 12 months following the index date. Group-based trajectory modeling was used to identify patterns of daily prednisone-equivalent steroid doses. We examined demographic, clinical and healthcare utilization factors during the baseline period and used multinomial logistic regression to estimate the odds of belonging to the higher vs. lowest steroid dose trajectories over time. RESULTS We identified 6314 individuals with SLE with ≥1 dispensed steroid prescription. The mean (SD) prednisone-equivalent dose was 7 (23) mg/day for Black, 7 (26) for Hispanic, 7 (13) for Asian, and 4 (10) for White individuals. Adjusted multinomial models demonstrated higher odds of belonging to the highest vs. lowest steroid trajectory for Black (OR 2.07, 95% CI 1.65-2.61), Hispanic (OR 1.81, 95% CI 1.38-2.39), and Asian (OR 2.42, 95% CI 1.53-3.83) vs. White individuals. Having >5 outpatient visits during the baseline period was associated with lower odds of being in the persistently high-dose steroid trajectory (OR 0.77; 95% CI 0.60-0.98). CONCLUSION Black, Hispanic, and Asian (vs. White) individuals had higher odds of persistently high-dose steroid use. Sustained access to outpatient care and the development of standardized steroid-tapering regimens from clinical trials with diverse populations may be targets for intervention to mitigate disparities in steroid-related adverse outcomes.
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Affiliation(s)
- Mia T Chandler
- Division of Immunology, Boston Children's Hospital, Boston, MA, United States; Division of Rheumatology, Inflammation, and Immunity, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA, United States.
| | - Leah M Santacroce
- Division of Rheumatology, Inflammation, and Immunity, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA, United States
| | - Karen H Costenbader
- Division of Rheumatology, Inflammation, and Immunity, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA, United States
| | - Seoyoung C Kim
- Division of Rheumatology, Inflammation, and Immunity, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA, United States; Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Boston, MA, United States
| | - Candace H Feldman
- Division of Rheumatology, Inflammation, and Immunity, Department of Medicine, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA, United States; Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Boston, MA, United States
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Tedeschi SK, Ellrodt J, Stratton J, Santacroce L, Chandler PD, Gravallese EM, Solomon DH. Acceptability of Vaccines Against Preventable Infections Including Coronavirus Disease 2019 Among Patients With Rheumatic Disease. ACR Open Rheumatol 2022; 4:3-7. [PMID: 34613668 PMCID: PMC8652709 DOI: 10.1002/acr2.11351] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Accepted: 08/24/2021] [Indexed: 12/13/2022] Open
Abstract
OBJECTIVE Vaccination against preventable infections is widely recommended for patients with systemic rheumatic disease. The coronavirus disease 2019 (COVID-19) pandemic has highlighted variability in attitudes toward vaccination, particularly with the use of novel vaccine platforms. We studied attitudes toward vaccination against COVID-19 and other preventable infections among patients with systemic rheumatic disease and compared these against the general population. METHODS We surveyed patients treated at Brigham and Women's Hospital for systemic rheumatic disease using a secure web-based survey or paper survey in English or Spanish, from December 2020 to April 2021. We included survey questions used in the nationwide Harris Poll (October 2020 and February 2021), allowing the comparison of responses with those from the general population. Response frequencies were estimated and compared using descriptive statistics. RESULTS Of 243 participants (25% response rate), the mean age was 56 years, 82% were women, and 33% were nonwhite. Rheumatoid arthritis (50%) and systemic lupus erythematosus (28%) were the most common diagnoses. Thirty percent had been hospitalized previously for any infection. Seventy-six percent worried a lot or somewhat about contracting COVID-19. Attitudes toward vaccination were very favorable, with 92% having received a flu shot in the past year and 84% desiring a COVID-19 vaccine as soon as possible compared with 30% to 40% of Harris Poll respondents (P < 0.001). Physician recommendation to receive a vaccine and desire to avoid infection were the most common reasons for desiring vaccinations. CONCLUSION Vaccine acceptability, including toward COVID-19 vaccines, was high among this population of patients with systemic rheumatic disease seen at an academic medical center cohort. Physician recommendation is a key factor for vaccine uptake.
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Zhao Y, Paschalidis IC, Hu J. The impact of payer status on hospital admissions: evidence from an academic medical center. BMC Health Serv Res 2021; 21:930. [PMID: 34493261 PMCID: PMC8425077 DOI: 10.1186/s12913-021-06886-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Accepted: 08/09/2021] [Indexed: 11/10/2022] Open
Abstract
Background There are plenty of studies investigating the disparity of payer status in accessing to care. However, most studies are either disease-specific or cohort-specific. Quantifying the disparity from the level of facility through a large controlled study are rare. This study aims to examine how the payer status affects patient hospitalization from the perspective of a facility. Methods We extracted all patients with visiting record in a medical center between 5/1/2009-4/30/2014, and then linked the outpatient and inpatient records three year before target admission time to patients. We conduct a retrospective observational study using a conditional logistic regression methodology. To control the illness of patients with different diseases in training the model, we construct a three-dimension variable with data stratification technology. The model is validated on a dataset distinct from the one used for training. Results Patients covered by private insurance or uninsured are less likely to be hospitalized than patients insured by government. For uninsured patients, inequity in access to hospitalization is observed. The value of standardized coefficients indicates that government-sponsored insurance has the greatest impact on improving patients’ hospitalization. Conclusion Attention is needed on improving the access to care for uninsured patients. Also, basic preventive care services should be enhanced, especially for people insured by government. The findings can serve as a baseline from which to measure the anticipated effect of measures to reduce disparity of payer status in hospitalization. Supplementary Information The online version contains supplementary material available at (10.1186/s12913-021-06886-3).
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Affiliation(s)
- Yanying Zhao
- School of Management, Fudan University, 670 Guoshun Road, Yangpu District, Shanghai, 200433, China.
| | - Ioannis Ch Paschalidis
- Departments of Electrical & Computer Engineering, Systems Engineering, and Biomedical Engineering, Boston University, 8 St Marys Street, Boston, Massachusetts, 02215, USA
| | - Jianqiang Hu
- School of Management, Fudan University, 670 Guoshun Road, Yangpu District, Shanghai, 200433, China
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