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Halabitska I, Babinets L, Oksenych V, Kamyshnyi O. Diabetes and Osteoarthritis: Exploring the Interactions and Therapeutic Implications of Insulin, Metformin, and GLP-1-Based Interventions. Biomedicines 2024; 12:1630. [PMID: 39200096 PMCID: PMC11351146 DOI: 10.3390/biomedicines12081630] [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: 07/03/2024] [Revised: 07/18/2024] [Accepted: 07/21/2024] [Indexed: 09/01/2024] Open
Abstract
Diabetes mellitus (DM) and osteoarthritis (OA) are prevalent chronic conditions with shared pathophysiological links, including inflammation and metabolic dysregulation. This study investigates the potential impact of insulin, metformin, and GLP-1-based therapies on OA progression. Methods involved a literature review of clinical trials and mechanistic studies exploring the effects of these medications on OA outcomes. Results indicate that insulin, beyond its role in glycemic control, may modulate inflammatory pathways relevant to OA, potentially influencing joint health. Metformin, recognized for its anti-inflammatory properties via AMPK activation, shows promise in mitigating OA progression by preserving cartilage integrity and reducing inflammatory markers. GLP-1-based therapies, known for enhancing insulin secretion and improving metabolic profiles in DM, also exhibit anti-inflammatory effects that may benefit OA by suppressing cytokine-mediated joint inflammation and supporting cartilage repair mechanisms. Conclusions suggest that these medications, while primarily indicated for diabetes management, hold therapeutic potential in OA by targeting common underlying mechanisms. Further clinical trials are warranted to validate these findings and explore optimal therapeutic strategies for managing both DM and OA comorbidities effectively.
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Affiliation(s)
- Iryna Halabitska
- Department of Therapy and Family Medicine, I. Horbachevsky Ternopil National Medical University, Voli Square, 1, 46001 Ternopil, Ukraine
| | - Liliia Babinets
- Department of Therapy and Family Medicine, I. Horbachevsky Ternopil National Medical University, Voli Square, 1, 46001 Ternopil, Ukraine
| | - Valentyn Oksenych
- Broegelmann Research Laboratory, Department of Clinical Science, University of Bergen, 5020 Bergen, Norway
| | - Oleksandr Kamyshnyi
- Department of Microbiology, Virology, and Immunology, I. Horbachevsky Ternopil National Medical University, 46001 Ternopil, Ukraine;
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Mei L, Zhang Z, Chen R, Li Z. Phenome-wide causal associations between osteoarthritis and other complex traits through the latent causal variable analysis. BMC Musculoskelet Disord 2024; 25:238. [PMID: 38532343 DOI: 10.1186/s12891-024-07360-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/28/2023] [Accepted: 03/15/2024] [Indexed: 03/28/2024] Open
Abstract
BACKGROUND Individuals with osteoarthritis present with comorbidities, and the potential causal associations remain incompletely elucidated. The present study undertook a large-scale investigation about the causality between osteoarthritis and variable traits, using the summary-level data of genome-wide association studies (GWAS). METHODS The present study included the summary-level GWS data of knee osteoarthritis, hip osteoarthritis, hip or knee osteoarthritis, hand osteoarthritis, and other 1355 traits. Genetic correlation analysis was conducted between osteoarthritis and other traits through cross-trait bivariate linkage disequilibrium score regression. Subsequently, latent causal variable analysis was performed to explore the causal association when there was a significant genetic correlation. Genetic correlation and latent causal variable analysis were conducted on the Complex Traits Genomics Virtual Lab platform ( https://vl.genoma.io/ ). RESULTS We found 133 unique phenotypes showing causal relationships with osteoarthritis. Our results confirmed several well-established risk factors of osteoarthritis, such as obesity, weight, BMI, and meniscus derangement. Additionally, our findings suggested putative causal links between osteoarthritis and multiple factors. Socioeconomic determinants such as occupational exposure to dust and diesel exhaust, extended work hours exceeding 40 per week, and unemployment status were implicated. Furthermore, our analysis revealed causal associations with cardiovascular and metabolic disorders, including heart failure, deep venous thrombosis, type 2 diabetes mellitus, and elevated cholesterol levels. Soft tissue and musculoskeletal disorders, such as hallux valgus, internal derangement of the knee, and spondylitis, were also identified to be causally related to osteoarthritis. The study also identified the putative causal associations of osteoarthritis with digestive and respiratory diseases, such as Barrett's esophagus, esophagitis, and asthma, as well as psychiatric conditions including panic attacks and manic or hyperactive episodes. Additionally, we observed osteoarthritis causally related to pharmacological treatments, such as the use of antihypertensive medications, anti-asthmatic drugs, and antidepressants. CONCLUSION Our study uncovered a wide range of traits causally associated with osteoarthritis. Further studies are needed to validate and illustrate the detailed mechanism of those causal associations.
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Affiliation(s)
- Lin Mei
- Department of Orthopedics, The Second Xiangya Hospital, Central South University, Changsha, China
- Hunan Key Laboratory of Tumor Models and Individualized Medicine, The Second Xiangya Hospital, Changsha, China
| | - Zhiming Zhang
- Department of Orthopedics, The Second Xiangya Hospital, Central South University, Changsha, China
- Hunan Key Laboratory of Tumor Models and Individualized Medicine, The Second Xiangya Hospital, Changsha, China
| | - Ruiqi Chen
- Department of Orthopedics, The Second Xiangya Hospital, Central South University, Changsha, China
- Hunan Key Laboratory of Tumor Models and Individualized Medicine, The Second Xiangya Hospital, Changsha, China
| | - Zhihong Li
- Department of Orthopedics, The Second Xiangya Hospital, Central South University, Changsha, China.
- Hunan Key Laboratory of Tumor Models and Individualized Medicine, The Second Xiangya Hospital, Changsha, China.
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3
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Mathieu S, Lambert C, Fayet F, Couderc M, Beauger M, Malochet S, Pickering ME, Tournadre A, Soubrier M. Comparison of the cardiovascular risk profile of rheumatoid arthritis versus hand osteoarthritis patients. Rheumatol Int 2023; 43:2065-2072. [PMID: 37566254 DOI: 10.1007/s00296-023-05405-3] [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: 06/07/2023] [Accepted: 07/23/2023] [Indexed: 08/12/2023]
Abstract
It is clear that there is an increased cardiovascular (CV) risk in rheumatoid arthritis (RA) as a result of systemic inflammation. Hand osteoarthritis (HOA) patients, also have an increased CV risk, but the causes are still debated. Our objective was to compare CV risk factors and risk scores between HOA and RA patients. Thirty-five HOA patients were matched by age (< 3 years) and sex to 35 RA patients in a case-control study. We compared their CV risk profiles and their risk of occurrence of CV events at 10 years using the risk equations SCORE1, SCORE2, and QRISK3. There was a significant increase in SCORE1, SCORE2, but not in QRISK3 in the RA group compared to the HOA group, provided that the multiplication coefficient for RA was applied. This increase was found to no longer be significant for SCORE1 when RA patients have low disease activity (DAS28 ≤ 3.2; n = 8). There was no difference between groups in the frequency of metabolic syndrome, blood pressure, abdominal circumference, body mass index, uricemia, triglyceridemia, HDL cholesterolemia, or pain intensity. Conversely, HOA patients had higher LDL cholesterol and fasting blood glucose levels, in the main analysis and in the subgroup of moderate/high RA activity patients (DAS28 > 3.2; n = 26). We found a higher CV risk in RA compared to HOA patients with moderate/high disease activity. The increased CV risk reported in OA remains to be confirmed in HOA, but these patients appear to have a pro-atherogenic lipid and glycemic profile.
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Affiliation(s)
- Sylvain Mathieu
- Université Clermont Auvergne, CHU Clermont-Ferrand, INSERM, Neuro-Dol, 63000, Clermont-Ferrand, France.
- Service de Rhumatologie, CHU Clermont-Ferrand, 63000, Clermont-Ferrand, France.
| | - C Lambert
- Unité de Biostatistiques, DRCI, CHU Clermont-Ferrand, 63000, Clermont-Ferrand, France
| | - Françoise Fayet
- Service de Rhumatologie, CHU Clermont-Ferrand, 63000, Clermont-Ferrand, France
| | - Marion Couderc
- Service de Rhumatologie, CHU Clermont-Ferrand, 63000, Clermont-Ferrand, France
| | - Marine Beauger
- Service de Rhumatologie, CHU Clermont-Ferrand, 63000, Clermont-Ferrand, France
| | - Sandrine Malochet
- Service de Rhumatologie, CHU Clermont-Ferrand, 63000, Clermont-Ferrand, France
| | - Marie-Eva Pickering
- Service de Rhumatologie, CHU Clermont-Ferrand, 63000, Clermont-Ferrand, France
| | - Anne Tournadre
- Service de Rhumatologie, CHU Clermont-Ferrand, 63000, Clermont-Ferrand, France
| | - Martin Soubrier
- Service de Rhumatologie, CHU Clermont-Ferrand, 63000, Clermont-Ferrand, France
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Tuncay Duruöz M, Öz N, Gürsoy DE, Hande Gezer H. Clinical aspects and outcomes in osteoarthritis. Best Pract Res Clin Rheumatol 2023; 37:101855. [PMID: 37524622 DOI: 10.1016/j.berh.2023.101855] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Accepted: 07/11/2023] [Indexed: 08/02/2023]
Abstract
Osteoarthritis (OA) is the most prevalent type of arthritis worldwide, and its incidence significantly increases with age. It commonly affects the knees, hips, spine, big toes, and hands. OA can be identified through clinical examination, symptoms, and imaging methods. Its main symptoms include pain, stiffness, and limitations in joint movement. Examinations may reveal coarse crepitus, bony enlargement, and tenderness at the joint line. In severe cases of OA, rest pain, night pain, and deformity may occur. OA can lead to decreased physical activity, function, and quality of life due to symptoms such as pain and stiffness. To evaluate these impacts, patient-reported outcome measures (PROMs) are necessary. Various generic, disease-specific, and joint-specific PROMs have been developed and used in clinical practice to assess the outcomes of OA.
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Affiliation(s)
- Mehmet Tuncay Duruöz
- Marmara University School of Medicine, Physical Medicine, Rehabilitation Department, Rheumatology Division, Istanbul, Turkey; Eastern Mediterranean University, Faculty of Medicine, Famagusta, North Cyprus.
| | - Nuran Öz
- Marmara University School of Medicine, Physical Medicine, Rehabilitation Department, Rheumatology Division, Istanbul, Turkey
| | - Didem Erdem Gürsoy
- İstanbul Prof. Dr. Cemil Taşçıoğlu City Hospital, Physical Medicine and Rehabilitation Department, Rheumatology Clinic, Istanbul, Turkeye
| | - Halise Hande Gezer
- Marmara University School of Medicine, Physical Medicine, Rehabilitation Department, Rheumatology Division, Istanbul, Turkey
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Foster NE, L E, L D, M H. Osteoarthritis year in review 2022: epidemiology & therapy. Osteoarthritis Cartilage 2023:S1063-4584(23)00730-6. [PMID: 36963607 DOI: 10.1016/j.joca.2023.03.008] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 03/09/2023] [Accepted: 03/15/2023] [Indexed: 03/26/2023]
Abstract
This 'Year in Review' provides a synopsis of key research themes and individual studies from the clinical osteoarthritis (OA) field, focused on epidemiology and therapy. The electronic database search for the review was adapted from the 2021 year in review search, to increase search specificity for relevant study designs, and was conducted in Medline, Embase and medRxiv (31st March 2021 to 4th March 2022). Following screening for eligibility, studies were grouped according to their key research design, including reviews, cohorts and randomised trials. 11 key themes emerged, including the importance of several comorbidities in predicting OA incidence and prevalence, surgical approaches that can reduce the risk of post-traumatic OA, the heterogenous but nevertheless relatively stable nature of OA subgroup trajectories, the paucity of robust studies particularly of surgery for OA and the very modest benefit of many therapies under evaluation in trials. A particular interest of the authors was to consider whether new studies are helping determine how to better ensure the right patient with OA is matched to the right treatment at the right time. There are several new studies developing improved predictive models through big data analytics and machine learning which show promise, need validation, and may support new approaches to stratified care.
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Affiliation(s)
- Nadine E Foster
- STARS Education and Research Alliance, Surgical Treatment and Rehabilitation Service (STARS), The University of Queensland and Metro North Health, Queensland, Australia.
| | - Eriksson L
- Lars Eriksson, The University of Queensland, UQ Library, Herston Qld 4006, Queensland, Australia.
| | - Deveza L
- Institute of Bone and Joint Research, Kolling Institute of Medical Research, The University of Sydney, Sydney, New South Wales, Australia; Department of Rheumatology, Northern Clinical School, Royal North Shore Hospital, Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia.
| | - Hall M
- Centre for Health, Exercise and Sports Medicine, University of Melbourne, Victoria, Australia.
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Liu X, Guo Q, Wang L, Gu Y, Meng S, Gu Y, Yu B. Metformin attenuates high-fat diet induced metabolic syndrome related osteoarthritis through inhibition of prostaglandins. Front Cell Dev Biol 2023; 11:1184524. [PMID: 37200628 PMCID: PMC10185907 DOI: 10.3389/fcell.2023.1184524] [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: 03/11/2023] [Accepted: 04/17/2023] [Indexed: 05/20/2023] Open
Abstract
High-fat diet induces bone marrow inflammation and osteoarthritis phenotype in knee joint, but the underlying mechanisms is unknown. Here, we report that high-fat diet induces aberrant bone formation and cartilage degeneration in knee joint. Mechanistically, a high-fat diet increases the number of macrophages and the secretion of prostaglandins in subchondral bone, promoting bone formation. Metformin treatment is able to decrease the number of macrophages and also the level of prostaglandins induced by high-fat diet in subchondral bone. Importantly, metformin rescues aberrant bone formation and cartilage lesions by decreasing the number of osteoprogenitors and type-H vessels, which also results in relief of osteoarthritis pain response. Thus, we demonstrate prostaglandins secreted by macrophages may be a key reason for high-fat diet induced aberrant bone formation and metformin is a promising therapy for high-fat diet induced osteoarthritis.
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Affiliation(s)
- Xiaonan Liu
- Division of Orthopaedics and Traumatology, Department of Orthopedics, Nanfang Hospital, Southern Medical University, Guangzhou, China
| | - Qiaoyue Guo
- Department of Endocrinology, Endocrinology Research Center, Xiangya Hospital of Central South University, Changsha, China
- Bloomberg School of Public Health, The Johns Hopkins University, Baltimore, MD, United States
| | - Lei Wang
- Division of Orthopaedics and Traumatology, Department of Orthopedics, Nanfang Hospital, Southern Medical University, Guangzhou, China
| | - Yiru Gu
- Bloomberg School of Public Health, The Johns Hopkins University, Baltimore, MD, United States
| | - Senxiong Meng
- Division of Orthopaedics and Traumatology, Department of Orthopedics, Nanfang Hospital, Southern Medical University, Guangzhou, China
| | - Yuan Gu
- Division of Orthopaedics and Traumatology, Department of Orthopedics, Nanfang Hospital, Southern Medical University, Guangzhou, China
| | - Bin Yu
- Division of Orthopaedics and Traumatology, Department of Orthopedics, Nanfang Hospital, Southern Medical University, Guangzhou, China
- *Correspondence: Bin Yu,
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Binvignat M, Pires G, Tchitchek N, Costantino F, Courties A, Klatzmann D, Butte AJ, Combe B, Dougados M, Richette P, Mariotti-Ferrandiz E, Berenbaum F, Sellam J. Identification of Symptom Phenotypes of Hand Osteoarthritis Using Hierarchical Clustering: Results From the DIGICOD Cohort. Arthritis Care Res (Hoboken) 2022. [PMID: 36263851 DOI: 10.1002/acr.25047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Revised: 09/20/2022] [Accepted: 10/18/2022] [Indexed: 01/27/2023]
Abstract
OBJECTIVE We aimed to delineate phenotypes in hand osteoarthritis (HOA) based on cardinal symptoms (pain, functional limitation, stiffness, and aesthetic discomfort). METHODS With data from the Digital Cohort Design (DIGICOD), we performed a hierarchical agglomerative clustering analysis based on Australian/Canadian Osteoarthritis Hand Index (AUSCAN) subscores for pain, physical function, stiffness, and visual analog scale for aesthetic discomfort. Kruskal-Wallis and post hoc analyses were used to assess differences between clusters. RESULTS Among 389 patients, we identified 5 clusters: cluster 1 (n = 88) and cluster 2 (n = 91) featured low and mild symptoms; cluster 3 (n = 80) featured isolated aesthetic discomfort; cluster 4 (n = 42) featured a high level of pain, stiffness, and functional limitation; and cluster 5 (n = 88) had the same features as cluster 4 but with high aesthetic discomfort. For clusters 4 and 5, AUSCAN pain score was >41 of 100, representing only one-third of our patients. Aesthetic discomfort (clusters 3 and 5) was significantly associated with erosive HOA and a higher number of nodes. The highly symptomatic cluster 5 was associated but not significantly with metabolic syndrome, and body mass index and C-reactive protein level did not differ among clusters. Symptom intensity was significantly associated with joint destruction as well as with physical and psychological burden. Patients' main expectations differed among clusters, and function improvement was the most frequent expectation overall. CONCLUSION The identification of distinct clinical clusters based on HOA cardinal symptoms suggests previously undescribed subtypes of this condition, warranting further study of biological characteristics of such clusters, and opening a path toward phenotype-based personalized medicine in HOA.
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Affiliation(s)
- Marie Binvignat
- Department of Rheumatology, Saint-Antoine Hospital, Centre de Recherche Saint-Antoine, Paris Inserm UMRS 938, Sorbonne Université, Assistance Publique-Hôpitaux de Paris, Paris, France, Immunology, Immunopathology, Immunotherapy I3 Lab, Inserm URMS 959, Pitié-Salpêtrière Hospital, Paris, France, and Bakar Computational Health Science Institute, University of California, San Francisco
| | - Gabriel Pires
- Immunology, Immunopathology, Immunotherapy I3 Lab, Inserm URMS 959, Pitié-Salpêtrière Hospital, Paris, France
| | - Nicolas Tchitchek
- Immunology, Immunopathology, Immunotherapy I3 Lab, Inserm URMS 959, Pitié-Salpêtrière Hospital, Paris, France
| | - Félicie Costantino
- Department of Rheumatology, Ambroise Paré Hospital, UMR 1173 INSERM, Université de Versailles Saint-Quentin, Assistance Publique-Hôpitaux de Paris, Boulogne, France
| | - Alice Courties
- Department of Rheumatology, Saint-Antoine Hospital, Centre de Recherche Saint-Antoine, Paris Inserm UMRS 938, Sorbonne Université, Assistance Publique-Hôpitaux de Paris, Paris, France
| | - David Klatzmann
- Immunology, Immunopathology, Immunotherapy I3 Lab, Inserm URMS 959, Pitié-Salpêtrière Hospital and Biotherapy (CIC-BTi) and Inflammation Immunopathology-Biotherapy Department (i2B), Assistance Publique-Hôpitaux de Paris, Paris, France
| | - Atul J Butte
- Bakar Computational Health Science Institute, University of California, San Francisco
| | - Bernard Combe
- Department of Rheumatology, Université de Montpellier, Montpellier, France
| | - Maxime Dougados
- Department of Rheumatology, Cochin Hospital, Inserm UMR 1153, Université de Paris, Assistance Publique-Hôpitaux de Paris, Paris, France
| | - Pascal Richette
- Department of Rheumatology, Lariboisière Hospital, INSERM U1132, Université de Paris, Assistance Publique-Hôpitaux de Paris, Paris, France
| | | | - Francis Berenbaum
- Department of Rheumatology, Saint-Antoine Hospital, Centre de Recherche Saint-Antoine, Paris Inserm UMRS 938, Sorbonne Université, Assistance Publique-Hôpitaux de Paris, Paris, France
| | - Jérémie Sellam
- Department of Rheumatology, Saint-Antoine Hospital, Centre de Recherche Saint-Antoine, Paris Inserm UMRS 938, Sorbonne Université, Assistance Publique-Hôpitaux de Paris, Paris, France
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8
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Su W, Liu G, Mohajer B, Wang J, Shen A, Zhang W, Liu B, Guermazi A, Gao P, Cao X, Demehri S, Wan M. Senescent preosteoclast secretome promotes metabolic syndrome associated osteoarthritis through cyclooxygenase 2. eLife 2022; 11:e79773. [PMID: 35881544 PMCID: PMC9365389 DOI: 10.7554/elife.79773] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Accepted: 05/06/2022] [Indexed: 01/10/2023] Open
Abstract
Background Metabolic syndrome-associated osteoarthritis (MetS-OA) is a distinct osteoarthritis phenotype defined by the coexistence of MetS or its individual components. Despite the high prevalence of MetS-OA, its pathogenic mechanisms are unclear. The aim of this study was to determine the role of cellular senescence in the development of MetS-OA. Methods Analysis of the human osteoarthritis initiative (OAI) dataset was conducted to investigate the MRI subchondral bone features of MetS-human OA participants. Joint phenotype and senescent cells were evaluated in two MetS-OA mouse models: high-fat diet (HFD)-challenged mice and STR/Ort mice. In addition, the molecular mechanisms by which preosteoclasts become senescent as well as how the senescent preosteoclasts impair subchondral bone microenvironment were characterized using in vitro preosteoclast culture system. Results Humans and mice with MetS are more likely to develop osteoarthritis-related subchondral bone alterations than those without MetS. MetS-OA mice exhibited a rapid increase in joint subchondral bone plate and trabecular thickness before articular cartilage degeneration. Subchondral preosteoclasts undergo senescence at the pre- or early-osteoarthritis stage and acquire a unique secretome to stimulate osteoblast differentiation and inhibit osteoclast differentiation. Antagonizing preosteoclast senescence markedly mitigates pathological subchondral alterations and osteoarthritis progression in MetS-OA mice. At the molecular level, preosteoclast secretome activates COX2-PGE2, resulting in stimulated differentiation of osteoblast progenitors for subchondral bone formation. Administration of a selective COX2 inhibitor attenuated subchondral bone alteration and osteoarthritis progression in MetS-OA mice. Longitudinal analyses of the human Osteoarthritis Initiative (OAI) cohort dataset also revealed that COX2 inhibitor use, relative to non-selective nonsteroidal antiinflammatory drug use, is associated with less progression of osteoarthritis and subchondral bone marrow lesion worsening in participants with MetS-OA. Conclusions Our findings suggest a central role of a senescent preosteoclast secretome-COX2/PGE2 axis in the pathogenesis of MetS-OA, in which selective COX2 inhibitors may have disease-modifying potential. Funding This work was supported by the National Institutes of Health grant R01AG068226 and R01AG072090 to MW, R01AR079620 to SD, and P01AG066603 to XC.
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Affiliation(s)
- Weiping Su
- Department of Orthopaedic Surgery, Russell H. Morgan Department of Radiology and Radiological Science, The Johns Hopkins University School of MedicineBaltimoreUnited States
- Department of Orthopaedic Surgery, The Third Xiangya Hospital of Central South UniversityChangshaChina
| | - Guanqiao Liu
- Department of Orthopaedic Surgery, Russell H. Morgan Department of Radiology and Radiological Science, The Johns Hopkins University School of MedicineBaltimoreUnited States
- Division of Orthopaedics & Traumatology, Department of Orthopaedics, Southern Medical University Nanfang HospitalGuangzhouChina
| | - Bahram Mohajer
- Musculoskeletal Radiology, Russell H. Morgan Department of Radiology and Radiological Science, The Johns Hopkins University School of MedicineBaltimoreUnited States
| | - Jiekang Wang
- Department of Orthopaedic Surgery, Russell H. Morgan Department of Radiology and Radiological Science, The Johns Hopkins University School of MedicineBaltimoreUnited States
| | - Alena Shen
- University of Southern California, Dornsife College of Letters, Arts and SciencesLos AngelesUnited States
| | - Weixin Zhang
- Department of Orthopaedic Surgery, Russell H. Morgan Department of Radiology and Radiological Science, The Johns Hopkins University School of MedicineBaltimoreUnited States
| | - Bin Liu
- Department of Orthopaedic Surgery, Russell H. Morgan Department of Radiology and Radiological Science, The Johns Hopkins University School of MedicineBaltimoreUnited States
| | - Ali Guermazi
- Department of Radiology, Boston University School of MedicineBostonUnited States
| | - Peisong Gao
- Johns Hopkins Asthma & Allergy Center, Johns Hopkins University School of MedicineBaltimoreUnited States
| | - Xu Cao
- Department of Orthopaedic Surgery, Russell H. Morgan Department of Radiology and Radiological Science, The Johns Hopkins University School of MedicineBaltimoreUnited States
| | - Shadpour Demehri
- Musculoskeletal Radiology, Russell H. Morgan Department of Radiology and Radiological Science, The Johns Hopkins University School of MedicineBaltimoreUnited States
| | - Mei Wan
- Department of Orthopaedic Surgery, Russell H. Morgan Department of Radiology and Radiological Science, The Johns Hopkins University School of MedicineBaltimoreUnited States
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