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Mao X, Shi M, Zhang B, Fu R, Cai M, Yu S, Lin K, Zhang C, Li D, Chen G, Luo W. Integration of single-cell and bulk RNA sequencing revealed immune heterogeneity and its association with disease activity in rheumatoid arthritis patients. Immunol Res 2024:10.1007/s12026-024-09513-5. [PMID: 39009881 DOI: 10.1007/s12026-024-09513-5] [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: 05/22/2024] [Accepted: 06/27/2024] [Indexed: 07/17/2024]
Abstract
Rheumatoid arthritis (RA) is a chronic, inflammatory, systemic autoimmune disease characterized by cartilage, bone damage, synovial inflammation, hyperplasia, autoantibody production, and systemic features. To obtain an overall profile of the immune environment in RA patients and its association with clinical features, we performed single-cell transcriptome and T-cell receptor sequencing of mononuclear cells from peripheral blood (PBMC) and synovial fluid (SF) from RA patients, integrated with two large cohorts with bulk RNA sequencing for further validation and investigation. Dendritic cells (DCs) exhibited relatively high functional heterogeneity and tissue specificity in relation to both antigen presentation and proinflammatory functions. Peripheral helper T cells (TPHs) are likely to originate from synovial tissue, undergo activation and exhaustion, and are subsequently released into the peripheral blood. Notably, among all immune cell types, TPHs were found to have the most intense associations with disease activity. In addition, CD8 effector T cells could be clustered into two groups with different cytokine expressions and play distinct roles in RA development. By integrating single-cell data with bulk sequencing from two large cohorts, we identified interactions among TPHs, CD8 cells, CD16 monocytes, and DCs that strongly contribute to the proinflammatory local environment in RA joints. Of note, the swollen 28-joint counts exhibited a more pronounced association with this immune environment compared to other disease activity indexes. The immune environment alternated significantly from PBMCs to SF, which indicated that a series of immune cells was involved in proinflammatory responses in the local joints of RA patients. By integrating single-cell data with two large cohorts, we have uncovered associations between specific immune cell populations and clinical features. This integration provides a rapid and precise methodology for assessing local immune activation, offering valuable insights into the pathophysiological mechanisms at play in RA.
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Affiliation(s)
- Xiaofan Mao
- Institute of Translational Medicine, The First People's Hospital of Foshan, Foshan, China
| | - Maohua Shi
- Department of Rheumatology, The First People's Hospital of Foshan, Foshan, China
| | - Beiying Zhang
- Institute of Translational Medicine, The First People's Hospital of Foshan, Foshan, China
| | - Rongdang Fu
- Department of Hepatology, The First People's Hospital of Foshan, Foshan, China
| | - Mengyun Cai
- Institute of Translational Medicine, The First People's Hospital of Foshan, Foshan, China
| | - Sifei Yu
- Institute of Translational Medicine, The First People's Hospital of Foshan, Foshan, China
| | - Kairong Lin
- Institute of Translational Medicine, The First People's Hospital of Foshan, Foshan, China
| | - Chuling Zhang
- Institute of Translational Medicine, The First People's Hospital of Foshan, Foshan, China
| | - Dingru Li
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou, China
| | - Guoqiang Chen
- Department of Rheumatology, The First People's Hospital of Foshan, Foshan, China.
| | - Wei Luo
- Institute of Translational Medicine, The First People's Hospital of Foshan, Foshan, China.
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Turk MA, Liu Y, Pope JE. Non-pharmacological interventions in the treatment of rheumatoid arthritis: A systematic review and meta-analysis. Autoimmun Rev 2023; 22:103323. [PMID: 36940841 DOI: 10.1016/j.autrev.2023.103323] [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: 03/03/2023] [Accepted: 03/16/2023] [Indexed: 03/22/2023]
Abstract
PURPOSE To investigate the role of non-pharmaceutical therapies on disease activity in rheumatoid arthritis through systematic review and meta-analysis. METHODS A review of Pubmed, EMBASE, Web of Science, and the Cochrane Library was performed from inception until March 26, 2019. Only randomized controlled trials which assessed oral, non-pharmacological interventions (e.g. diets, vitamins, oils, herbal remedies, fatty acids, supplements, etc.) in adult patients with rheumatoid arthritis, that presented clinically-relevant outcomes (defined as pain, fatigue, disability, joint counts, and/or disease indices) were included in our meta-analysis. Data were analyzed as mean differences between active and placebo and forest plots were performed. Heterogeneity was evaluated using I-squared statistics while funnel plots and Cochrane's risk of bias assessment evaluated bias. RESULTS 8170 articles were identified in the search and 51 were RCTs were included. The mean difference in DAS28 was significantly improved in experimental group treated with diet (-0.46 [-0.91, -0.02], p = 0.04), zinc sulfate, copper sulphate, selenium, potassium, lipoic acid, turmeric, pomegranate extract, chamomile, and cranberry extract supplements (-0.77 [-1.17, -0.38], p < 0.001), A, B6, C, D, E, and K vitamins (-0.52 [-0.74, -0.29], p < 0.001), and fatty acids (-0.19 [-0.36, -0.01], p = 0.03). Other clinical metrics such as SJC, TJC, HAQ, SDAI, ACR20, and self-reported pain were decreased in the treatment groups. There was significant reporting bias in the studies. CONCLUSION Some non-pharmacological therapies may modestly improve some clinical outcomes in patients with rheumatoid arthritis. Many identified studies lacked full reporting. Further clinical trials that are well-designed, adequately powered, and sufficiently report ACR improvement criteria or EULAR response criteria outcomes are needed to confirm the efficacy of these therapies.
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Affiliation(s)
- Matthew A Turk
- University College Dublin School of medicine, Belfield, Dublin 4, Ireland
| | - Yideng Liu
- Schulich School of Medicine, University of Western Ontario, St. Joseph's Health Care, London, Ontario, Canada
| | - Janet E Pope
- Schulich School of Medicine, University of Western Ontario, St. Joseph's Health Care, London, Ontario, Canada.
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Lwin MN, Serhal L, Holroyd C, Edwards CJ. Rheumatoid Arthritis: The Impact of Mental Health on Disease: A Narrative Review. Rheumatol Ther 2020; 7:457-471. [PMID: 32535834 PMCID: PMC7410879 DOI: 10.1007/s40744-020-00217-4] [Citation(s) in RCA: 62] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2020] [Indexed: 02/06/2023] Open
Abstract
Over 60% of rheumatoid arthritis (RA) patients achieve a good response after 12 months of treatment when following the European league against rheumatism (EULAR) guidelines for treatment. However, almost half of patients still suffer from moderate to severe disease activity despite this. In addition, mental health problems may remain despite reduced measures of inflammation systemically and within joints. Depression is two times more common in RA patients than in the general population, and intriguingly a bi-directional relationship with RA has been shown in cross-sectional studies. Chronic inflammation impairs the physiological responses to stress including effective coping behaviours, resulting in depression, which leads to a worse long-term outcome in RA. In RA patients, the pain score is not always solely related to inflammatory arthritis and immunological disease activity by Bąk et al. (Patient Prefer Adherence 13:223-231, [1]). Non-inflammatory pain secondary to anxiety, depression, sleep disturbance and the psychosocial situation needs to be considered whilst fibromyalgia, mechanical pain and neuropathic pain can also contribute to overall pain scores by Chancay et al. (Women's Midlife Health 5:3, [2]). Hence, the UK National Institute for Health and Care Excellence (NICE) guideline for the management of RA included psychological interventions for fatigue, low mood and social well-being (NICE NG100, 2018) [3], and the NICE clinical guidelines (CG91) [4] suggest managing mental health and depression in chronic medical conditions to improve treatment outcomes. This is a narrative review of the impact of mental health on RA disease activity in terms of patient-reported outcomes (PROs).
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Affiliation(s)
- May N Lwin
- University Hospital Southampton, Southampton, UK.
| | - Lina Serhal
- University Hospital Southampton, Southampton, UK
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Cuesta-Vargas A, Martin-Martin J, Gonzalez-Sanchez M, Merchan-Baeza JA, Perez-Cruzado D. Identification of Tools for the Functional and Subjective Assessment of Patients in an Aquatic Environment: A Systematic Review. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17165690. [PMID: 32781711 PMCID: PMC7460483 DOI: 10.3390/ijerph17165690] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/16/2020] [Revised: 07/22/2020] [Accepted: 07/23/2020] [Indexed: 11/16/2022]
Abstract
Aquatic therapy is one of the most common treatments for alleviating musculoskeletal pathologies. Its effectiveness has been evaluated with functional tests and questionnaires. Functional tests are used in aquatic therapy; however, in most cases, they are carried out in a non-aquatic environment and, as such, their results may differ from those of tests performed in an aquatic environment. A systematic review was performed to assess the accuracy of functional tests and patient-reported outcomes to assess aquatic therapy interventions. The authors conducted a literature search in July 2019. In total, 70,863 records were identified after duplicates removed. Of these, 14 records were included about functional tests assessment in aquatic environment and 725 records for questionnaires. The majority of the tests had also been assessed in a dry environment, allowing differences and similarities between the tests in the two environments to be observed. Different variables have been assessed in tests included in the present systematic review (cardiorespiratory, neuromuscular, kinematic, physiological, kinetic responses and rating of perceived exertion) which are included in the manuscript. Visual Analogue Scale, Western Ontario and McMaster Universities Osteoarthritis Index and the 12-item Short Form Health Survey were the assessments most commonly used by the different authors.
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Affiliation(s)
- Antonio Cuesta-Vargas
- Department of Physiotherapy, Faculty of Health Science, University of Malaga, 29071 Malaga, Spain; (A.C.-V.); (M.G.-S.)
- Institute of Biomedical Research in Malaga (IBIMA), 29071 Malaga, Spain; (J.A.M.-B.); (D.P.-C.)
| | - Jaime Martin-Martin
- Institute of Biomedical Research in Malaga (IBIMA), 29071 Malaga, Spain; (J.A.M.-B.); (D.P.-C.)
- Legal Medicine Area, Department of Human Anatomy, Legal Medicine and History of Science, Faculty of Medicine, University of Malaga, 29010 Malaga, Spain
- Correspondence:
| | - Manuel Gonzalez-Sanchez
- Department of Physiotherapy, Faculty of Health Science, University of Malaga, 29071 Malaga, Spain; (A.C.-V.); (M.G.-S.)
- Institute of Biomedical Research in Malaga (IBIMA), 29071 Malaga, Spain; (J.A.M.-B.); (D.P.-C.)
| | - Jose Antonio Merchan-Baeza
- Institute of Biomedical Research in Malaga (IBIMA), 29071 Malaga, Spain; (J.A.M.-B.); (D.P.-C.)
- Research group on Methodology, Methods, Models and Outcomes of Health and Social Sciences (M3O), Faculty of Health Science and Welfare, University of Vic-Central University of Catalonia (UVIC-UCC), 08500 Vic, Spain
| | - David Perez-Cruzado
- Institute of Biomedical Research in Malaga (IBIMA), 29071 Malaga, Spain; (J.A.M.-B.); (D.P.-C.)
- Department of Occupational Therapy, Universidad Católica San Antonio de Murcia, 30107 Murcia, Spain
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Glimm AM, Sprenger LI, Haugen IK, Mansmann U, Hermann S, Häupl T, Hoff P, Burmester GR, Backhaus M, Le L, Ohrndorf S. Fluorescence optical imaging for treatment monitoring in patients with early and active rheumatoid arthritis in a 1-year follow-up period. Arthritis Res Ther 2019; 21:209. [PMID: 31533820 PMCID: PMC6749637 DOI: 10.1186/s13075-019-1989-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2019] [Accepted: 09/04/2019] [Indexed: 11/12/2022] Open
Abstract
Background Fluorescence optical imaging (FOI) enables visualization of inflammation in the hands in rheumatic joint diseases with currently a lack of long-term follow-up studies. Objective To investigate FOI for treatment monitoring in a homogenous cohort of patients with early (disease duration < 2 years) and active (DAS28 > 3.2) RA over a period of 12 months. Methods Thirty-five RA patients (24 (68.6%) females, mean age 53.3 years (SD 13.6)) were investigated clinically by DAS28, tender joint count (TJC) and swollen joint count (SJC) and by FOI in phases 1–3 and PrimaVistaMode (PVM) before therapy change and after 12 months. The FOI activity score (FOIAS) was calculated based on individual joint scores from 0 to 3 in 30 joints per patient, adding up to a sum score (0–90). Results We found a statistically significant reduction of FOIAS in phase 1 from baseline (median 5.0, IQR 24.96) to follow-up (median 1.0, IQR 4.0) in all patients (p = 0.0045), both in responders and non-responders according to EULAR response criteria by DAS28. Statistically significant reductions over 12 months were found for median DAS28(ESR) 5.61 to 3.31, TJC 7.0 to 1.0, and SJC 5.0 to 1.0 (each p < 0.001). No statistically significant correlations were detected between the FOIAS change in phase 1 and DAS28(ESR), TJC, or SJC. Correlations between the other phases and clinical outcomes were weak to moderate. Conclusion Reduced early enhancement in FOI phase 1 can be observed in clinically responding and non-responding early RA patients under treatment. Regarding potential marker performance, FOI probably shows a reduction of inflammation more objectively.
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Affiliation(s)
- Anne-Marie Glimm
- Department of Rheumatology and Clinical Immunology, Charité-Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Lisa Ines Sprenger
- Department of Rheumatology and Clinical Immunology, Charité-Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | | | - Ulrich Mansmann
- Institut für medizinische Informationsverarbeitung, Biometrie und Epidemiologie (IBE), Ludwig-Maximilians-Universität München, Munich, Germany
| | - Sandra Hermann
- Department of Rheumatology and Clinical Immunology, Charité-Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Thomas Häupl
- Department of Rheumatology and Clinical Immunology, Charité-Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Paula Hoff
- Department of Rheumatology and Clinical Immunology, Charité-Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Gerd-Rüdiger Burmester
- Department of Rheumatology and Clinical Immunology, Charité-Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Marina Backhaus
- Department of Rheumatology and Clinical Immunology, Charité-Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany.,Innere Medizin - Bereich Rheumatologie und Klinische Immunologie, Park-Klinik Weißensee, Berlin, Germany
| | - Lien Le
- Institut für medizinische Informationsverarbeitung, Biometrie und Epidemiologie (IBE), Ludwig-Maximilians-Universität München, Munich, Germany
| | - Sarah Ohrndorf
- Department of Rheumatology and Clinical Immunology, Charité-Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany.
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