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Huang M, Guo Y, Zhou Z, Xu C, Liu K, Wang Y, Guo Z. Development and validation of a risk prediction model for arthritis in community-dwelling middle-aged and older adults in China. Heliyon 2024; 10:e24526. [PMID: 38298731 PMCID: PMC10828688 DOI: 10.1016/j.heliyon.2024.e24526] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 01/05/2024] [Accepted: 01/10/2024] [Indexed: 02/02/2024] Open
Abstract
Background Considering its high prevalence, estimating the risk of arthritis in middle-aged and older Chinese adults is of particular interest. This study was conducted to develop a risk prediction model for arthritis in community-dwelling middle-aged and older adults in China. Methods Our study included a total of 9599 participants utilising data from the China Health and Retirement Longitudinal Study (CHARLS). Participants were randomly assigned to training and validation groups at a 7:3 ratio. Univariate and multivariate binary logistic regression analyses were used to identify the potential predictors of arthritis. Based on the results of the multivariate binary logistic regression, a nomogram was constructed, and its predictive performance was evaluated using the receiver operating characteristic (ROC) curve. The accuracy and discrimination ability were assessed using calibration curve analysis, while decision curve analysis (DCA) was performed to evaluate the net clinical benefit rate. Results A total of 9599 participants were included in the study, of which 6716 and 2883 were assigned to the training and validation groups, respectively. A nomogram was constructed to include age, hypertension, heart diseases, gender, sleep time, body mass index (BMI), residence address, the parts of joint pain, and trouble with body pains. The results of the ROC curve suggested that the prediction model had a moderate discrimination ability (AUC >0.7). The calibration curve of the prediction model demonstrated a good predictive accuracy. The DCA curves revealed a favourable net benefit for the prediction model. Conclusions The predictive model demonstrated good discrimination, calibration, and clinical validity, and can help community physicians and clinicians to preliminarily assess the risk of arthritis in middle-aged and older community-dwelling adults.
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Affiliation(s)
- Mina Huang
- Department of Orthopedics, The First Affiliated Hospital of Jinzhou Medical University, Jinzhou, China
- School of Nursing, Jinzhou Medical University, Jinzhou, China
| | - Yue Guo
- Department of Orthopedics, The First Affiliated Hospital of Jinzhou Medical University, Jinzhou, China
| | - Zipeng Zhou
- Department of Orthopedics, The First Affiliated Hospital of Jinzhou Medical University, Jinzhou, China
| | - Chang Xu
- Department of Orthopedics, The First Affiliated Hospital of Jinzhou Medical University, Jinzhou, China
| | - Kun Liu
- School of Medical College, Jinzhou Medical University, Jinzhou, China
| | - Yongzhu Wang
- Department of Orthopedics, The First Affiliated Hospital of Jinzhou Medical University, Jinzhou, China
| | - Zhanpeng Guo
- Department of Orthopedics, The First Affiliated Hospital of Jinzhou Medical University, Jinzhou, China
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Seasonal Variations in the Concentration of Particulate Matter in the Air of Cracow Affect the Magnitude of CD4+ T Cell Subsets Cytokine Production in Patients with Inflammatory and Autoimmune Disorders. ATMOSPHERE 2022. [DOI: 10.3390/atmos13040529] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Recently, the increased prevalence of chronic civilization diseases triggered by environmental pollution has been observed. In this context, the role of air pollution in the pathogenesis of autoimmune and/or inflammatory disorders is poorly elucidated. Here, we asked whether seasonal changes in the air quality of the city of Cracow affect the polarization of T cell subsets in healthy donors (HD) and patients with rheumatoid arthritis (RA), multiple sclerosis (MS), and atherosclerosis (AS). Peripheral blood mononuclear cells (PBMCs) from HD and patients were exposed in vitro to particulate matter isolated from the air of Cracow (PM CRC). Blood samples were collected in two seasons (winter and summer), with differences in air concentration of particulate matter of 10 μm (PM10) (below or above a daily limit of 50 µg/m3). The obtained data showed a significantly elevated frequency of CD4+ lymphocytes specific for IFN-γ and IL-17A after the exposure of PBMCs to PM CRC. This was observed for all patients’ groups and HD. In the case of patients, this effect was dependent on the seasonal concentration of PM in the air, paradoxically being less pronounced in the season with a higher concentration of air pollution. These observations may suggest the role of air pollution on the course of inflammatory and autoimmune disorders.
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Pianarosa E, Chomistek K, Hsiao R, Anwar S, Umaefulam V, Hazlewood G, Barnabe C. Global Rural and Remote Patients with Rheumatoid Arthritis: A Systematic Review. Arthritis Care Res (Hoboken) 2020; 74:598-606. [PMID: 33181001 PMCID: PMC9304257 DOI: 10.1002/acr.24513] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Revised: 10/21/2020] [Accepted: 11/10/2020] [Indexed: 11/30/2022]
Abstract
Objective Rural and remote patients with rheumatoid arthritis (RA) are at risk for inequities in health outcomes based on differences in physical environments and health care access potential compared to urban populations. The aim of this systematic review was to synthesize epidemiology, clinical outcomes, and health service use reported for global populations with RA residing in rural and remote locations. Methods Medline, Embase, HealthStar, the Cumulative Index to Nursing and Allied Health Literature (CINAHL), and the Cochrane Library were searched from inception to June 2019 using librarian‐developed search terms for RA and rural and remote populations. Peer‐reviewed published manuscripts were included if they reported on epidemiologic, clinical, or health service use outcomes. Results Fifty‐four articles were included for data synthesis, representing studies from all continents. In 11 studies in which there was an appropriate urban population comparator, rural and remote populations were not at increased risk for RA; 1 study reported increased prevalence, and 5 studies reported decreased prevalence in rural and remote populations. Clinical characteristics of rural and remote populations in studies with an appropriate urban comparator showed no significant differences in disease activity measures or disability, but 1 study reported worse physical function and health‐related quality of life in rural and remote populations. Studies reporting on health service use provided evidence that rural and remote residence adversely impacts diagnostic time, ongoing follow‐up, access to RA‐care–related practitioners and services, and variation in medication access and use, with prominent heterogeneity noted between countries. Conclusion RA epidemiology and clinical outcomes are not necessarily different between rural/remote and urban populations within countries. Rural and remote patients face greater barriers to care, which increases the risk for inequities in outcomes.
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Affiliation(s)
| | - Kelsey Chomistek
- Medical Sciences Faculty of Graduate Studies University of Calgary Calgary AB Canada
| | - Ralph Hsiao
- Medical Education Faculty of Medicine & Dentistry University of Alberta Edmonton AB Canada
| | - Salman Anwar
- Medical Education University of Saskatchewan Saskatoon SK Canada
| | | | - Glen Hazlewood
- Departments of Medicine and Community Health Sciences Cumming School of Medicine University of Calgary Calgary AB Canada
| | - Cheryl Barnabe
- Departments of Medicine and Community Health Sciences Cumming School of Medicine University of Calgary 3330 Hospital Dr NW Calgary AB T2N 4N1 Canada
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Hollick RJ, Stelfox K, Dean LE, Shim J, Walker-Bone K, Macfarlane GJ. Outcomes and treatment responses, including work productivity, among people with axial spondyloarthritis living in urban and rural areas: a mixed-methods study within a national register. Ann Rheum Dis 2020; 79:1055-1062. [PMID: 32522742 PMCID: PMC7392479 DOI: 10.1136/annrheumdis-2020-216988] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2020] [Revised: 05/08/2020] [Accepted: 05/12/2020] [Indexed: 11/26/2022]
Abstract
OBJECTIVE To examine differences in clinical and patient-reported outcomes, including work, in individuals with axial spondyloarthritis (axSpA) living in rural and urban settings. METHODS Using a sequential, explanatory mixed-method design, data from the British Society for Rheumatology Biologics Register for Ankylosing Spondylitis were used to (1) characterise participants with axSpA living in rural and urban areas and (b) assess any differences in outcome after commencement of biologic therapy (phase 1). Semistructured interviews (phase 2) further explored the results from phase 1. RESULTS Patients with axSpA living in rural areas were older and more likely to work in a physical job. Among patients prescribed biologics, there were no differences in response to biologics, but after adjustment for age, sex and local area deprivation rural dwellers reported more presenteeism and overall work impairment. Work effects could be explained by accounting for individual differences in disease activity, fatigue, physical function and job type. Interviews highlighted the complex relationship between clinical factors, contextual factors (work environment, job demands) and work disability. The ability to work and flexibility in terms of what, when and how tasks are undertaken were important. Support from employers was variable and healthcare professionals were often perceived as unsupportive. CONCLUSIONS Patients with axSpA living in rural areas report a greater impact of their disease on work productivity. New measures are needed to capture important contextual factors and comprehensively determine the impact of long-term conditions on work. Future European League Against Rheumatism axSpA recommendations should include support to work as a target to optimise quality of life in patients with axSpA.
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Affiliation(s)
- Rosemary J Hollick
- Aberdeen Centre for Arthritis and Musculoskeletal Health, Epidemiology Group, University of Aberdeen, Aberdeen, UK
- MRC Versus Arthritis Centre for Musculoskeletal Health and Work, University of Aberdeen, Aberdeen, UK
- Epidemiology Group, School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen, UK
| | - Kevin Stelfox
- Aberdeen Centre for Arthritis and Musculoskeletal Health, Epidemiology Group, University of Aberdeen, Aberdeen, UK
- MRC Versus Arthritis Centre for Musculoskeletal Health and Work, University of Aberdeen, Aberdeen, UK
- Epidemiology Group, School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen, UK
| | - Linda E Dean
- Aberdeen Centre for Arthritis and Musculoskeletal Health, Epidemiology Group, University of Aberdeen, Aberdeen, UK
- MRC Versus Arthritis Centre for Musculoskeletal Health and Work, University of Aberdeen, Aberdeen, UK
- Epidemiology Group, School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen, UK
| | - Joanna Shim
- Aberdeen Centre for Arthritis and Musculoskeletal Health, Epidemiology Group, University of Aberdeen, Aberdeen, UK
- MRC Versus Arthritis Centre for Musculoskeletal Health and Work, University of Aberdeen, Aberdeen, UK
- Epidemiology Group, School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen, UK
| | - Karen Walker-Bone
- MRC Versus Arthritis Centre for Musculoskeletal Health and Work, University of Southampton, Southampton, UK
| | - Gary J Macfarlane
- Aberdeen Centre for Arthritis and Musculoskeletal Health, Epidemiology Group, University of Aberdeen, Aberdeen, UK
- MRC Versus Arthritis Centre for Musculoskeletal Health and Work, University of Aberdeen, Aberdeen, UK
- Epidemiology Group, School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen, UK
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Movahedi M, Joshi R, Rampakakis E, Thorne C, Cesta A, Sampalis JS, Bombardier C. Impact of residential area on the management of rheumatoid arthritis patients initiating their first biologic DMARD: Results from the Ontario Best Practices Research Initiative (OBRI). Medicine (Baltimore) 2019; 98:e15517. [PMID: 31096451 PMCID: PMC6531262 DOI: 10.1097/md.0000000000015517] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Abstract
Access to care and management of Rheumatoid Arthritis (RA) patients may differ based on residential area. We described differences in the profile of patients initiating their first biologic disease modifying antirheumatic drug (bDMARD) based on their residential area type.Cross-sectional analysis of 793 adult RA patients in the longitudinal Ontario Best Practices Research Initiative (OBRI) registry initiating their first bDMARD <30 days prior to or anytime post-enrolment. Patient residential and clinic areas (rural vs. urban) were classified using 2 methods: postal codes and Statistics Canada population centres. Sociodemographics, disease characteristics, and RA medications (tumor necrosis factor inhibitor [TNFi] vs. non-TNFi, concurrent use of conventional synthetic DMARDs [csDMARDs], and intravenous [IV] vs. subcutaneous [SC] bDMARD) at initiation of first bDMARD were contrasted between residential area types.Other than marital status, first language, and race (higher proportion of married, English speaking, Caucasian patients in rural areas), no significant differences were observed in the demographic and disease characteristics of patients living in rural and urban areas. In multivariate analysis, there was no association between residential area type and type of bDMARD use, concurrent csDMARD(s) use or route of bDMARD. However, patients living farther from their treating clinic were significantly less likely to initiate IV bDMARD. Female rheumatologist and rural clinic location were independently associated with lower odds of IV bDMARD use.The use of SC vs. IV bDMARD was associated with being seen in a clinic located in a rural area, being treated by a female rheumatologist, and living farther from treating clinic. These results suggest possible prescription bias in bDMARD selection and/or patient preferences due to convenience.
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Affiliation(s)
- Mohammad Movahedi
- Ontario Best Practices Research Initiative, Toronto General Research Institute University Health Network, Toronto
- JSS Medical Research, St-Laurent, QC
| | - Raman Joshi
- William Osler Health System, Brampton Civic Hospital, Brampton
| | | | | | - Angela Cesta
- Ontario Best Practices Research Initiative, Toronto General Research Institute University Health Network, Toronto
| | | | - Claire Bombardier
- Ontario Best Practices Research Initiative, Toronto General Research Institute University Health Network, Toronto
- Department of Medicine (DOM) and Institute of Health Policy, Management, and Evaluation (IHPME), University of Toronto
- Division of Rheumatology, Mount Sinai Hospital, Toronto, Canada
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Batko B, Stajszczyk M, Świerkot J, Urbański K, Raciborski F, Jędrzejewski M, Wiland P. Prevalence and clinical characteristics of rheumatoid arthritis in Poland: a nationwide study. Arch Med Sci 2019; 15:134-140. [PMID: 30697263 PMCID: PMC6348369 DOI: 10.5114/aoms.2017.71371] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2017] [Accepted: 10/13/2017] [Indexed: 12/26/2022] Open
Abstract
INTRODUCTION There are no reliable data regarding the prevalence of rheumatoid arthritis (RA) in Poland. MATERIAL AND METHODS The first stage was a face-to-face survey on a nationwide representative sample of 3000 people, which identified respondents with a physician-confirmed diagnosis of RA. The second stage was a survey of RA patients, which characterized the disease course and treatment. It was evaluated by analysis of a representative group of 1957 RA patients in routine clinical practice. RESULTS The overall RA prevalence in Poland was 0.9% (95% CI: 0.6-1.2%), 1.06% for women, 0.74% for men. Seventy-eight percent were female, mean age was 56 and mean disease duration 7 years. Younger patients (< 50) remained professionally active in 90% of cases. Thirty percent of patients were diagnosed within 3 months of the first RA symptoms, while for 17% it took more than 1 year. Fifty-six percent of newly diagnosed patients were characterized by high disease activity (DAS-28 > 5.1). Presently, low disease activity (DAS-28 < 3.2) was found in 38.5% of patients. In Poland, 94% of patients have been treated with non-steroid anti-inflammatory drugs, almost 80% with glucocorticoids. Meanwhile, methotrexate, as an anchor drug in Poland, has been used by 80% of patients, biological agents by 2.94% of patients. CONCLUSIONS This is the first cross-sectional population-based epidemiological study regarding prevalence of RA in the adult Polish population. The results demonstrate a high prevalence, falling within the upper boundary estimates for Europe. Despite ongoing treatment, the majority still have moderate to high disease activity, and the use of biological therapies is low.
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Affiliation(s)
- Bogdan Batko
- Department of Rheumatology, J. Dietl Specialist Hospital, Krakow, Poland
| | - Marcin Stajszczyk
- Rheumatology and Autoimmune Diseases Department, Silesian Rheumatology Center, Ustron, Poland
| | - Jerzy Świerkot
- Department of Rheumatology and Internal Medicine, Wroclaw Medical University, Wroclaw, Poland
| | - Karol Urbański
- Department of Internal and Agricultural Medicine, Jagiellonian University School of Medicine, Krakow, Poland
| | - Filip Raciborski
- Department of Prevention of Environmental Hazards and Allergology, Medical University of Warsaw, Poland
| | | | - Piotr Wiland
- Department of Rheumatology and Internal Medicine, Wroclaw Medical University, Wroclaw, Poland
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