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Li LC, Xie H, Feehan LM, Shaw C, Lu N, Ramachandran S, Wang E, Therrien S, Mucha J, Hoens AM, English K, Davidson E, Liu-Ambrose T, Backman CL, Esdaile JM, Miller KJ, Lacaille D. Effect of digital monitoring and counselling on self-management ability in patients with rheumatoid arthritis: a randomised controlled trial. Rheumatology (Oxford) 2025; 64:310-320. [PMID: 38152927 DOI: 10.1093/rheumatology/kead709] [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: 10/09/2023] [Revised: 11/27/2023] [Accepted: 12/17/2023] [Indexed: 12/29/2023] Open
Abstract
OBJECTIVES To assess a remote physiotherapist (PT) counselling intervention using self-monitoring tools for improving self-management ability, physical activity participation and health outcomes in people with rheumatoid arthritis (RA). METHODS Eligible participants were randomly assigned to receive group education, a Fitbit®, a self-monitoring app, and PT counselling phone calls (Immediate Group). The Delayed Group received a monthly e-newsletter until week 26, and then the intervention. The primary outcome was Patient Activation Measure (PAM-13). Participants were assessed at baseline, 27 weeks (the primary end point) and 53 weeks. Secondary outcomes included disease activity, pain, fatigue, depression, sitting/walking habits, daily physical activity time and daily awake sedentary time. Generalized Linear Mixed-effect Models (GLMMs) were used to assess the effect of the intervention on the change of each outcome measure from the initiation to 27 weeks after the intervention. RESULTS Analysis included 131 participants (91.6% women; 80.2% completed during the COVID-19 pandemic). The mean change of PAM-13 at 27 weeks was 4.6 (Standard Deviation [SD] = 14.7) in the Immediate Group vs -1.6 (SD = 12.5) in the Delayed Group. The mean change in Delayed Group at 53 weeks (after the 26-week intervention) was 3.6 (SD = 14.6). Overall, the intervention improved PAM-13 at 27 weeks post-intervention from the GLMM analysis (adjusted coefficient: 5.3; 95% CI: 2.0, 8.7; P ≤ 0.001). Favourable intervention effects were also found in disease activity, fatigue, depression and self-reported walking habit. CONCLUSION Remote counselling paired with self-monitoring tools improved self-management ability in people with RA. Findings of secondary outcomes indicate that the intervention had a positive effect on symptom management.
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Affiliation(s)
- Linda C Li
- Department of Physical Therapy, University of British Columbia, Vancouver, BC, Canada
| | - Hui Xie
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - Lynne M Feehan
- Department of Physical Therapy, University of British Columbia, Vancouver, BC, Canada
| | - Chris Shaw
- School of Interactive Arts and Technology, Simon Fraser University, Surrey, BC, Canada
| | - Na Lu
- Arthritis Research Canada, Vancouver, BC, Canada
| | - Smruthi Ramachandran
- Department of Physical Therapy, University of British Columbia, Vancouver, BC, Canada
| | - Ellen Wang
- Department of Physical Therapy, University of British Columbia, Vancouver, BC, Canada
| | | | - Julia Mucha
- Department of Physical Therapy, University of British Columbia, Vancouver, BC, Canada
| | - Alison M Hoens
- Department of Physical Therapy, University of British Columbia, Vancouver, BC, Canada
| | | | | | - Teresa Liu-Ambrose
- Department of Physical Therapy, University of British Columbia, Vancouver, BC, Canada
| | - Catherine L Backman
- Department of Occupational Science & Occupational Therapy, University of British Columbia, Vancouver, BC, Canada
| | | | - Kimberly J Miller
- New Knowledge and Innovation, BC Children's Hospital and BC Women's Hospital and Health Centre, Vancouver, BC, Canada
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Rojas-Gualdrón DF, Franco-Salazar C, Gómez-Henck CÁ, Manrique-Castrillón MC, Hoyos-Méndez YC, Vélez-Romero S, Díaz-Coronado JC. Health-related quality of life (HRQoL) loss associated with self-perceived anxiety/depression in seropositive rheumatoid arthritis. Clin Rheumatol 2024; 43:3647-3655. [PMID: 39472412 PMCID: PMC11582188 DOI: 10.1007/s10067-024-07186-x] [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: 06/27/2024] [Revised: 10/03/2024] [Accepted: 10/11/2024] [Indexed: 11/22/2024]
Abstract
OBJECTIVE To analyze the HRQoL loss associated with self-perceived anxiety/depression in patients with seropositive rheumatoid arthritis (RA). METHOD This secondary data analysis is based on a registry-based retrospective follow-up study of patients with seropositive RA treated between August 2014 and January 2023 in ARTMEDICA, Colombia. HRQoL loss and self-perceived anxiety/depression were defined as outcomes. Disease activity (DAS-28) and other patient data were also gathered. Statistical analyses were performed using the ordinal logistic and generalized linear regression models. RESULTS A total of 3579 patients with a mean follow-up of 2.9 (SD 2.4) years, 85.6% women with a median age at diagnosis of 48.1 (IQR 37.8-57.5) years, and a median of 6.5 (IQR 1.9-14.7) years living with RA were included. At program admission, the median DAS-28 score was 2.8 (IQR 2.1-4.2), and 6.6% of patients reported extreme anxiety/depression. The average HRQoL loss was 3.4 months per year lived with seropositive AR. Among patients with no pain or discomfort, moderate and extreme anxiety/depression were associated with mean HRQoL losses of 2.2 (95% CI - 2.3 to - 2.2) and 4.1 (95% CI - 4.3 to - 3.8) months. In patients with extreme pain/discomfort, these estimations were 0.8 (95% CI - 0.9 to - 0.7) and 1.9 (95% CI - 2.1 to - 1.7) months, respectively. CONCLUSION Our study adds to the available body of evidence by clarifying the differential impact of anxiety/depression on HRQoL, depending on the severity of pain. These findings highlight the importance of strengthening mental health care and psychological well-being interventions for patients with RA, regardless of pain or disease activity. Key Points • The average HRQoL loss was 3.4 months per year lived with seropositive AR. • Pain/discomfort rather than disease activity explained the severity of anxiety/depression as well as its associated HRQoL loss. • For patients with extreme pain/discomfort and anxiety/depression, the average HRQoL loss was 8.1 months per year lived with the disease compared to 0.4 months for patients without those impacts.
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Affiliation(s)
| | - Carolina Franco-Salazar
- Facultad de Medicina, Universidad CES, Calle 10ª # 22-04 Bloque C Piso 2, Medellín, Colombia
| | | | | | | | - Susana Vélez-Romero
- Facultad de Medicina, Universidad CES, Calle 10ª # 22-04 Bloque C Piso 2, Medellín, Colombia
| | - Juan Camilo Díaz-Coronado
- Facultad de Medicina, Universidad CES, Calle 10ª # 22-04 Bloque C Piso 2, Medellín, Colombia
- ARTMEDICA IPS, Medellín, Colombia
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Tang J, Xia J, Gao H, Jiang R, Xiao L, Sheng H, Lin J. IL33-induced neutrophil extracellular traps (NETs) mediate a positive feedback loop for synovial inflammation and NET amplification in rheumatoid arthritis. Exp Mol Med 2024; 56:2602-2616. [PMID: 39617790 DOI: 10.1038/s12276-024-01351-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Revised: 08/28/2024] [Accepted: 08/30/2024] [Indexed: 12/28/2024] Open
Abstract
This study investigated the mechanisms driving the induction and sustained presence of neutrophil extracellular traps (NETs) in the synovial microenvironment of rheumatoid arthritis (RA). Synovial tissue and fluid samples were collected from patients with RA and osteoarthritis (OA), and NET levels and cytokine concentrations were measured using a cytometric bead array and enzyme-linked immunosorbent assay (ELISA). The ability of interleukin-33 (IL-33) to induce NET formation was evaluated using quantitative assays, immunofluorescence staining, live-cell imaging, and electron microscopy. Coincubation experiments of NETs with fibroblast-like synovial cells (FLSs) were conducted, and a modified Transwell migration assay was designed to assess neutrophil migration. The role of IL-33 and NETs in RA progression was further investigated using a collagen antibody-induced arthritis (CAIA) mouse model. The results revealed an increase in NETs and IL-33 levels in the synovial fluid of RA patients, with a significant positive correlation between them. NET formation assays confirmed that IL-33 activates neutrophils to produce NETs and that neutrophils from RA patients exhibit increased responsiveness to IL-33 stimulation. Both in vitro and in vivo evidence has demonstrated that NETs stimulate FLSs to secrete IL-33 and the chemokine CXCL8 via Toll-like receptor 9, promoting further neutrophil recruitment and increasing NET production within the RA synovium. This study reveals a novel positive feedback loop involving NETs and FLSs that is mediated by IL-33 that increases NET accumulation in RA. Targeting IL-33 or NET formation and amplification may offer new therapeutic strategies for managing RA.
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Affiliation(s)
- Jifeng Tang
- Department of Laboratory Medicine, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jinfang Xia
- Department of Laboratory Medicine, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Huali Gao
- Department of Orthopedic Surgery, Guanghua Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Shanghai, China
- Institute of Arthritis Research in Integrative Medicine, Shanghai Academy of Traditional Chinese Medicine, Shanghai, China
| | - Renquan Jiang
- Department of Laboratory Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Lianbo Xiao
- Department of Orthopedic Surgery, Guanghua Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Shanghai, China
- Institute of Arthritis Research in Integrative Medicine, Shanghai Academy of Traditional Chinese Medicine, Shanghai, China
| | - Huiming Sheng
- Department of Laboratory Medicine, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
- Faculty of Medical Laboratory Science, College of Health Science and Technology, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
| | - Jinpiao Lin
- Department of Laboratory Medicine, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
- Faculty of Medical Laboratory Science, College of Health Science and Technology, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
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Rudi T, Zietemann V, Meissner Y, Zink A, Krause A, Lorenz HM, Kneitz C, Schaefer M, Strangfeld A. Impact of DMARD treatment and systemic inflammation on all-cause mortality in patients with rheumatoid arthritis and interstitial lung disease: a cohort study from the German RABBIT register. RMD Open 2024; 10:e003789. [PMID: 38580343 PMCID: PMC11002391 DOI: 10.1136/rmdopen-2023-003789] [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: 10/06/2023] [Accepted: 02/19/2024] [Indexed: 04/07/2024] Open
Abstract
OBJECTIVES To investigate the impact of disease activity and treatment with disease-modifying antirheumatic drugs (DMARDs) on all-cause mortality in patients with rheumatoid arthritis and prevalent interstitial lung disease (RA-ILD). METHODS Patients with RA-ILD were selected from the biologics register Rheumatoid Arthritis: Observation of Biologic Therapy (RABBIT). Using time-varying Cox regression, the association between clinical measures and mortality was investigated. The impact of DMARDs was analysed by (1) Cox regression considering cumulative exposure (ie, treatment months divided by total months) and (2) time-varying Cox regression as main approach (treatment exposures at monthly level). RESULTS Out of 15 566 participants, 381 were identified as RA-ILD cases with 1258 person-years of observation and 2.6 years median length of follow-up. Ninety-seven patients (25.5%) died and 34 (35.1%) of these were not receiving DMARD therapy at the time of death. Higher inflammatory biomarkers but not swollen and tender joint count were significantly associated with mortality. Compared with tumour necrosis factor inhibitors (TNFi), non-TNFi biologic DMARDs (bDMARDs) exhibited adjusted HRs (aHRs) for mortality below 1, lacking statistical significance. This finding was stable in various sensitivity analyses. Joint aHR for non-TNFi biologics and JAKi versus TNFi was 0.56 (95% CI 0.33 to 0.97). Receiving no DMARD treatment was associated with a twofold higher mortality risk compared with receiving any DMARD treatment, aHR 2.03 (95% CI 1.23 to 3.35). CONCLUSIONS Inflammatory biomarkers and absence of DMARD treatment were associated with increased risk of mortality in patients with RA-ILD. Non-TNFi bDMARDs may confer enhanced therapeutic benefits in patients with RA-ILD.
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Affiliation(s)
- Tatjana Rudi
- Epidemiology and Health Services Research, German Rheumatism Research Center Berlin, Berlin, Germany
| | - Vera Zietemann
- Epidemiology and Health Services Research, German Rheumatism Research Center Berlin, Berlin, Germany
| | - Yvette Meissner
- Epidemiology and Health Services Research, German Rheumatism Research Center Berlin, Berlin, Germany
| | - Angela Zink
- Epidemiology and Health Services Research, German Rheumatism Research Center Berlin, Berlin, Germany
| | - Andreas Krause
- Department of Rheumatology, Clinical Immunology and Osteology, Immanuel Hospital Berlin-Wannsee Branch, Berlin, Germany
| | - Hanns-Martin Lorenz
- Department of Internal Medicine V Hematology Oncology Rheumatology, Heidelberg University Hospital, Heidelberg, Germany
| | | | - Martin Schaefer
- Epidemiology and Health Services Research, German Rheumatism Research Center Berlin, Berlin, Germany
| | - Anja Strangfeld
- Epidemiology and Health Services Research, German Rheumatism Research Center Berlin, Berlin, Germany
- Department of Rheumatology and Clinical Immunology, Charité University Medicine Berlin, Berlin, Germany
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Pan S, Xiao X, Li T, Wu S, Zhou J, Tan S, Cheng J, Tian Y, Zhang H, Zhang X. Definition of follicular helper T cell and cytokines expression in synovial fluid of rheumatoid arthritis. Clin Rheumatol 2024; 43:129-135. [PMID: 37792147 DOI: 10.1007/s10067-023-06772-9] [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: 01/17/2023] [Revised: 08/31/2023] [Accepted: 09/02/2023] [Indexed: 10/05/2023]
Abstract
OBJECTIVE This study aimed to assess the role of synovial fluid (SF) CD4+T, CD19+B, follicular helper cells (Tfh), and cytokines in the pathogenesis of rheumatoid arthritis (RA). METHODS This study enrolled 16 patients with RA and 8 patients with osteoarthritis (OA). The frequencies of the SF CD4+ T, CD19+ B, Tfh cells, and Tfh subsets were assessed using flow cytometry. The medical condition in patients with RA was evaluated using The Disease Activity Score 28 (DAS28), the Clinical Disease Activity Index (CDAI), and the Simplified Disease Activity Index (SDAI). Levels of C-reactive protein (CRP), erythrocyte sedimentation rate (ESR), anti-cyclic citrullinated peptide (anti-CCP), and rheumatoid factor (RF) were measured. The cytokines IL-4, IL-13, IL-21, and BLyS were measured by ELISA test. RESULTS The percentages of SF CD4+T, CD19+B, and PD-1+CXCR5+ Tfh in RA patients were higher than those in OA patients. And the Tfh2 was the main subset among Tfh subsets. In addition, levels of IL-21 and BLyS were higher in patients with RA compared to patients with OA. Furthermore, the treatment of TNF-α inhibitors may be associated with decreased levels of SF Tfh. CONCLUSIONS Elevated SF Tfh, B cell, and cytokines expression profiles were observed in RA patients. Tfh2 was the major subset of the Tfh, and IL-21 and BLyS were significantly enhanced. Additionally, TNF-α inhibitors reduced Tfh in SF. Therefore, Tfh, B, and Tfh2 cells could play a significant role in the progression of RA. Key Points •Tfh cells in the synovial fluid are significantly higher in RA patients and are dominated by the Tfh2 subpopulation. •Synovial fluid Tfh cells decrease in RA patients after anti-TNF-α treatment.
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Affiliation(s)
- Shaowei Pan
- The Department of Rheumatology and Immunology, Xiangya hospital of Central South University, Changsha, China
- The Department of Pathophysiology, School of Basic Medicine Science, Central South University, Changsha, China
- Sepsis Translational Medicine Key Laboratory of Hunan Province, Central South University, Changsha, China
- National Medicine Functional Experimental Teaching Center, Central South University, Changsha, China
| | - Xiaoyu Xiao
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Changsha, China
- Department of Nutrition, Xiangya Hospital, Central South University, Changsha, China
| | - Tong Li
- The Department of Rheumatology and Immunology, Xiangya hospital of Central South University, Changsha, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Changsha, China
- Provincial Clinical Research Center for Rheumatic and immunologic Diseases, Xiangya Hospital, Changsha, China
| | - Shiyao Wu
- The Department of Rheumatology and Immunology, Xiangya hospital of Central South University, Changsha, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Changsha, China
- Provincial Clinical Research Center for Rheumatic and immunologic Diseases, Xiangya Hospital, Changsha, China
| | - Junyu Zhou
- The Department of Rheumatology and Immunology, Xiangya hospital of Central South University, Changsha, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Changsha, China
- Provincial Clinical Research Center for Rheumatic and immunologic Diseases, Xiangya Hospital, Changsha, China
| | - Shuangyun Tan
- The Department of Rheumatology and Immunology, Xiangya hospital of Central South University, Changsha, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Changsha, China
- Provincial Clinical Research Center for Rheumatic and immunologic Diseases, Xiangya Hospital, Changsha, China
| | - Jiaomei Cheng
- The Department of Rheumatology and Immunology, Xiangya hospital of Central South University, Changsha, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Changsha, China
- Provincial Clinical Research Center for Rheumatic and immunologic Diseases, Xiangya Hospital, Changsha, China
| | - Yuzi Tian
- The Department of Rheumatology and Immunology, Xiangya hospital of Central South University, Changsha, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Changsha, China
- Provincial Clinical Research Center for Rheumatic and immunologic Diseases, Xiangya Hospital, Changsha, China
| | - Huali Zhang
- The Department of Pathophysiology, School of Basic Medicine Science, Central South University, Changsha, China
- Sepsis Translational Medicine Key Laboratory of Hunan Province, Central South University, Changsha, China
- National Medicine Functional Experimental Teaching Center, Central South University, Changsha, China
| | - Xiaoli Zhang
- The Department of Rheumatology and Immunology, Xiangya hospital of Central South University, Changsha, China.
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Changsha, China.
- Provincial Clinical Research Center for Rheumatic and immunologic Diseases, Xiangya Hospital, Changsha, China.
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Tang J, Yu Z, Xia J, Jiang R, Chen S, Ye D, Sheng H, Lin J. METTL14-Mediated m6A Modification of TNFAIP3 Involved in Inflammation in Patients With Active Rheumatoid Arthritis. Arthritis Rheumatol 2023; 75:2116-2129. [PMID: 37327357 DOI: 10.1002/art.42629] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2023] [Revised: 05/03/2023] [Accepted: 06/12/2023] [Indexed: 06/18/2023]
Abstract
OBJECTIVE The aim of the study was to investigate the role of N6 -methyladenosine (m6A) modification in the progression of rheumatoid arthritis (RA). METHODS Peripheral blood mononuclear cells (PBMCs) from patients with RA and healthy controls were collected. The expression of m6A modification-related proteins and m6A levels were detected using polymerase chain reaction (PCR), western blot, and m6A enzyme-linked immunosorbent assay (ELISA). The roles of methyltransferase-like 14 (METTL14) in the regulation of inflammation in RA was explored using methylated RNA immunoprecipitation (MeRIP) sequencing and RNA immunoprecipitation assays. Collagen antibody-induced arthritis (CAIA) mice were used as an in vivo model to study the role of METTL14 in the inflammation progression of RA. RESULTS We found that m6A writer METTL14 and m6A levels were decreased in PBMCs of patients with active RA and correlated negatively with the disease activity score using 28 joint counts (DAS28). Knockdown of METTL14 downregulated m6A and promoted the secretion of inflammatory cytokines interleukin 6 (IL-6) and IL-17 in PBMCs of patients with RA. Consistently, METTL14 knockdown promoted joint inflammation accompanied by upregulation of IL-6 and IL-17 in CAIA mice. MeRIP sequencing and functional studies confirmed that tumor necrosis factor α induced protein 3 (TNFAIP3), a key suppressor of the nuclear factor-κB inflammatory pathway, was involved in m6A-regulated PBMCs. Mechanistic investigations revealed that m6A affected TNFAIP3 expression by regulation of messenger RNA stability and translocation in TNFAIP3 protein coding sequence. CONCLUSIONS Our study highlights the critical roles of m6A on regulation of inflammation in RA progression. Treatment strategies targeting m6A modification may represent a new option for management of RA.
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Affiliation(s)
- Jifeng Tang
- Department of Laboratory Medicine, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China and Department of Laboratory Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Ziqing Yu
- Department of Laboratory Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China and Department of Pathology, Fujian Cancer Hospital, Fuzhou, China
| | - Jinfang Xia
- Department of Laboratory Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Renquan Jiang
- Department of Laboratory Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Shuhui Chen
- Department of Laboratory Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Detai Ye
- Department of Laboratory Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Huiming Sheng
- Department of Laboratory Medicine, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China; Faculty of Medical Laboratory Science, College of Health Science and Technology, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jinpiao Lin
- Department of Laboratory Medicine, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China and Department of Laboratory Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China
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Phatak S, Chakraborty S, Goel P. Computer vision detects inflammatory arthritis in standardized smartphone photographs in an Indian patient cohort. Front Med (Lausanne) 2023; 10:1280462. [PMID: 38020147 PMCID: PMC10666644 DOI: 10.3389/fmed.2023.1280462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2023] [Accepted: 10/12/2023] [Indexed: 12/01/2023] Open
Abstract
Introduction Computer vision extracts meaning from pixelated images and holds promise in automating various clinical tasks. Convolutional neural networks (CNNs), a deep learning network used therein, have shown promise in analyzing X-ray images and joint photographs. We studied the performance of a CNN on standardized smartphone photographs in detecting inflammation in three hand joints and compared it to a rheumatologist's diagnosis. Methods We enrolled 100 consecutive patients with inflammatory arthritis with an onset period of less than 2 years, excluding those with deformities. Each patient was examined by a rheumatologist, and the presence of synovitis in each joint was recorded. Hand photographs were taken in a standardized manner, anonymized, and cropped to include joints of interest. A ResNet-101 backbone modified for two class outputs (inflamed or not) was used for training. We also tested a hue-augmented dataset. We reported accuracy, sensitivity, and specificity for three joints: wrist, index finger proximal interphalangeal (IFPIP), and middle finger proximal interphalangeal (MFPIP), taking the rheumatologist's opinion as the gold standard. Results The cohort consisted of 100 individuals, of which 22 of them were men, with a mean age of 49.7 (SD 12.9) years. The majority of the cohort (n = 68, 68%) had rheumatoid arthritis. The wrist (125/200, 62.5%), MFPIP (94/200, 47%), and IFPIP (83/200, 41.5%) were the three most commonly inflamed joints. The CNN achieved the highest accuracy, sensitivity, and specificity in detecting synovitis in the MFPIP (83, 77, and 88%, respectively), followed by the IFPIP (74, 74, and 75%, respectively) and the wrist (62, 90, and 21%, respectively). Discussion We have demonstrated that computer vision was able to detect inflammation in three joints of the hand with reasonable accuracy on standardized photographs despite a small dataset. Feature engineering was not required, and the CNN worked despite a diversity in clinical diagnosis. Larger datasets are likely to improve accuracy and help explain the basis of classification. These data suggest a potential use of computer vision in screening and follow-up of inflammatory arthritis.
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Affiliation(s)
| | | | - Pranay Goel
- Indian Institute of Science, Education and Research, Pune, India
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England BR. The Multimorbidity Web in rheumatoid arthritis. Rheumatology (Oxford) 2023; 62:SI242-SI251. [PMID: 37871922 DOI: 10.1093/rheumatology/kead246] [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: 02/27/2023] [Accepted: 05/17/2023] [Indexed: 10/25/2023] Open
Abstract
Multimorbidity, the presence of multiple chronic conditions, is highly prevalent in people with RA. An essential characteristic of multimorbidity is the interrelatedness of the different conditions that may develop in a multimorbid person. Recent studies have begun to identify and describe the Multimorbidity Web by elucidating unique multimorbidity patterns in people with RA. The primary multimorbidity patterns in this web are cardiopulmonary, cardiometabolic, and mental health and chronic pain multimorbidity. Once caught in the Multimorbidity Web, the consequences can be devastating, with reduced quality of life, physical function, survival, and treatment responses observed in multimorbid RA persons. The development of effective management and preventive approaches for multimorbidity in people with RA is in its infancy. Determining how best to assess, intervene, and prevent multimorbidity in RA is crucial to optimize long-term outcomes in people with RA.
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Affiliation(s)
- Bryant R England
- Division of Rheumatology & Immunology, Department of Internal Medicine, VA Nebraska-Western Iowa Health Care System, University of Nebraska Medical Center, Omaha, NE, USA
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Brooks R, Baker JF, Yang Y, Roul P, Kerr GS, Reimold AM, Kunkel G, Wysham KD, Singh N, Lazaro D, Monach PA, Poole JA, Ascherman DP, Mikuls TR, England BR. The impact of disease severity measures on survival in U.S. veterans with rheumatoid arthritis-associated interstitial lung disease. Rheumatology (Oxford) 2022; 61:4667-4677. [PMID: 35377443 PMCID: PMC9960484 DOI: 10.1093/rheumatology/keac208] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Revised: 03/26/2022] [Indexed: 01/10/2023] Open
Abstract
OBJECTIVES To determine whether RA and interstitial lung disease (ILD) severity measures are associated with survival in patients with RA-ILD. METHODS We studied US veterans with RA-ILD participating in a multicentre, prospective RA cohort study. RA disease activity (28-joint DAS [DAS28-ESR]) and functional status (multidimensional HAQ [MDHAQ]) were collected longitudinally while pulmonary function tests (forced vital capacity [FVC], diffusing capacity for carbon monoxide) were obtained from medical records. Vital status and cause of death were determined from the National Death Index and administrative data. Predictors of death were assessed using multivariable Cox regression models adjusting for age, sex, smoking status, ILD duration, comorbidity burden and medications. RESULTS We followed 227 RA-ILD participants (93% male and mean age of 69 years) over 1073 person-years. Median survival after RA-ILD diagnosis was 8.5 years. Respiratory diseases (28%) were the leading cause of death, with ILD accounting for 58% of respiratory deaths. Time-varying DAS28-ESR (adjusted hazard ratio [aHR] 1.21; 95% CI: 1.03, 1.41) and MDHAQ (aHR 1.85; 95% CI: 1.29, 2.65) were separately associated with mortality independent of FVC and other confounders. Modelled together, the presence of either uncontrolled disease activity (moderate/high DAS28-ESR) or FVC impairment (<80% predicted) was significantly associated with mortality risk. Those with a combination of moderate/high disease activity and FVC <80% predicted had the highest risk of death (aHR 4.43; 95% CI: 1.70, 11.55). CONCLUSION Both RA and ILD disease severity measures are independent predictors of survival in RA-ILD. These findings demonstrate the prognostic value of monitoring the systemic features of RA-ILD.
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Affiliation(s)
- Rebecca Brooks
- VA Nebraska-Western Iowa Health Care System and Division of Rheumatology & Immunology, University of Nebraska Medical Center, Omaha, NE
| | - Joshua F Baker
- Corporal Michael J. Crescenz VA and Division of Rheumatology, University of Pennsylvania, Philadelphia, PA
| | - Yangyuna Yang
- VA Nebraska-Western Iowa Health Care System and Division of Rheumatology & Immunology, University of Nebraska Medical Center, Omaha, NE
| | - Punyasha Roul
- VA Nebraska-Western Iowa Health Care System and Division of Rheumatology & Immunology, University of Nebraska Medical Center, Omaha, NE
| | - Gail S Kerr
- Division of Rheumatology, Washington DC VA, Howard University and Georgetown University, Washington, DC
| | - Andreas M Reimold
- Dallas VA and Division of Rheumatic Diseases, University of Texas Southwestern, Dallas, TX
| | - Gary Kunkel
- VA Salt Lake City and Division of Rheumatology, University of Utah, Salt Lake City, UT
| | - Katherine D Wysham
- VA Puget Sound Health Care System and Division of Rheumatology, University of Washington, Seattle, WA
| | - Namrata Singh
- VA Puget Sound Health Care System and Division of Rheumatology, University of Washington, Seattle, WA
| | | | | | - Jill A Poole
- Division of Allergy & Immunology, University of Nebraska Medical Center, Omaha, NE
| | - Dana P Ascherman
- Pittsburgh VA and Division of Rheumatology and Clinical Immunology, University of Pittsburgh, Pittsburgh, PA, USA
| | - Ted R Mikuls
- VA Nebraska-Western Iowa Health Care System and Division of Rheumatology & Immunology, University of Nebraska Medical Center, Omaha, NE
| | - Bryant R England
- Correspondence to: Bryant R. England, VA Nebraska-Western Iowa Health Care System and Division of Rheumatology & Immunology, University of Nebraska Medical Center, 986270 Nebraska Medical Center, Omaha, NE 68198-6270, USA. E-mail:
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10
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Krause* D, Mai* A, Denz R, Johow J, Reese JP, Westerhoff B, Klaaßen-Mielke R, Timmesfeld N, Rittstieg A, Saracbasi-Zender E, Günzel J, Klink C, Schmitz E, Fendler C, Raub W, Böddeker S, Dybowski F, Hübner G, Menne HJ, Lakomek HJ, Sarholz M, Trampisch U, J. Trampisch H, Braun J. The Structured Delegation of Medical Care Services for Patients With Inflammatory Rheumatic Diseases. DEUTSCHES ARZTEBLATT INTERNATIONAL 2022; 119:157-164. [PMID: 35101166 PMCID: PMC9215273 DOI: 10.3238/arztebl.m2022.0109] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 10/05/2021] [Accepted: 01/12/2022] [Indexed: 06/14/2023]
Abstract
BACKGROUND In some areas of Germany, there is a shortage of specialist physicians for patients with inflammatory rheumatic diseases. Delegating certain medical care services to qualified, specialized rheumatological assistants (SRAs) might be an effective way to supplement the available capacity for specialized medical care. METHODS Patients under stable treatment for rheumatoid arthritis (RA) or psoriatic arthritis (PsA) were included in this trial, which was designed to demonstrate, in a first step, the non-inferiority of a form of care involving delegation of physicians' tasks to SRAs (team-based care), in comparison to standard care, with respect to changes in disease activity at one year. "Non-inferiority," in this context, means either superiority or else an irrelevant extent of inferiority. In a second step, in case non-inferiority could be shown, the superiority of team-based care with respect to changes in patients' health-related quality of life would be tested as well. Disease activity was measured with the Disease Activity Score 28, and health-related quality of life with the EQ-5D-5L. This was a randomized, multicenter, rater-blinded trial with two treatment arms (team-based care and standard care). The statistical analysis was performed with mixed linear models (DRKS00015526). RESULTS From September 2018 to June 2019, 601 patients from 14 rheumatological practices and 3 outpatient rheumatological clinics in the German states of North Rhine-Westphalia and Lower Saxony were randomized to either team-based or standard care. Team-based care was found to be non-inferior to standard care with respect to changes in disease activity (adjusted difference = -0.19; 95% confidence interval [-0.36; -0.02]; p <0.001 for non-inferiority). Superiority with respect to health-related quality of life was not demonstrated (adjusted difference = 0.02 [-0.02; 0.05], p = 0.285). CONCLUSION Team-based care, with greater integration of SRAs, is just as good as standard care in important respects. Trained SRAs can effectively support rheumatologists in the care of stable patients with RA or PsA.
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Affiliation(s)
- Dietmar Krause*
- *The authors contributed equally to this paper
- Department of Medical Informatics, Biometry and Epidemiology, Ruhr University Bochum
- Specialist rheumatology practices in North Rhine–Westphalia and Lower Saxony
| | - Anna Mai*
- *The authors contributed equally to this paper
- Department of Medical Informatics, Biometry and Epidemiology, Ruhr University Bochum
| | - Robin Denz
- Department of Medical Informatics, Biometry and Epidemiology, Ruhr University Bochum
| | - Johannes Johow
- Coordination Center for Clinical Trials of Philipps University Marburg
| | - Jens-Peter Reese
- Institute of Clinical Epidemiology and Biometry, Julius Maximilian University Würzburg
| | | | - Renate Klaaßen-Mielke
- Department of Medical Informatics, Biometry and Epidemiology, Ruhr University Bochum
| | - Nina Timmesfeld
- Department of Medical Informatics, Biometry and Epidemiology, Ruhr University Bochum
| | - Annette Rittstieg
- *The authors contributed equally to this paper
- Specialist rheumatology practices in North Rhine–Westphalia and Lower Saxony
| | | | - Judith Günzel
- Specialist rheumatology practices in North Rhine–Westphalia and Lower Saxony
| | - Claudia Klink
- Specialist rheumatology practices in North Rhine–Westphalia and Lower Saxony
| | - Elmar Schmitz
- Specialist rheumatology practices in North Rhine–Westphalia and Lower Saxony
| | - Claas Fendler
- Specialist rheumatology practices in North Rhine–Westphalia and Lower Saxony
| | - Wolf Raub
- Specialist rheumatology practices in North Rhine–Westphalia and Lower Saxony
| | - Stephanie Böddeker
- Specialist rheumatology practices in North Rhine–Westphalia and Lower Saxony
| | - Friedrich Dybowski
- Specialist rheumatology practices in North Rhine–Westphalia and Lower Saxony
| | - Georg Hübner
- Specialist rheumatology practices in North Rhine–Westphalia and Lower Saxony
| | - Hans-Jürgen Menne
- Specialist rheumatology practices in North Rhine–Westphalia and Lower Saxony
| | - Heinz-Jürgen Lakomek
- Johannes Wesling Minden Hospital, Germany, Department of Rheumatology and Physical Medicine
| | | | - Ulrike Trampisch
- Department of Medical Informatics, Biometry and Epidemiology, Ruhr University Bochum
| | - Hans J. Trampisch
- Department of Medical Informatics, Biometry and Epidemiology, Ruhr University Bochum
| | - Jürgen Braun
- The Ruhr District Rheumatology Center, Ruhr University Bochum
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