1
|
Yu SP, Deveza LA, Kraus VB, Karsdal M, Bay-Jensen AC, Collins JE, Guermazi A, Roemer FW, Ladel C, Bhagavath V, Hunter DJ. Association of biochemical markers with bone marrow lesion changes on imaging-data from the Foundation for the National Institutes of Health Osteoarthritis Biomarkers Consortium. Arthritis Res Ther 2024; 26:30. [PMID: 38238803 PMCID: PMC10795356 DOI: 10.1186/s13075-023-03253-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Accepted: 12/27/2023] [Indexed: 01/22/2024] Open
Abstract
BACKGROUND To assess the prognostic value of short-term change in biochemical markers as it relates to bone marrow lesions (BMLs) on MRI in knee osteoarthritis (OA) over 24 months and, furthermore, to assess the relationship between biochemical markers involved with tissue turnover and inflammation and BMLs on MRI. METHODS Data from the Foundation for the National Institutes of Health OA Biomarkers Consortium within the Osteoarthritis Initiative (n = 600) was analyzed. BMLs were measured according to the MRI Osteoarthritis Knee Score (MOAKS) system (0-3), in 15 knee subregions. Serum and urinary biochemical markers assessed were as follows: serum C-terminal crosslinked telopeptide of type I collagen (CTX-I), serum crosslinked N-telopeptide of type I collagen (NTX-I), urinary CTX-Iα and CTX-Iβ, urinary NTX-I, urinary C-terminal cross-linked telopeptide of type II collagen (CTX-II), serum matrix metalloproteinase (MMP)-degraded type I, II, and III collagen (C1M, C2M, C3M), serum high sensitivity propeptide of type IIb collagen (hsPRO-C2), and matrix metalloproteinase-generated neoepitope of C-reactive protein (CRPM). The association between change in biochemical markers over 12 months and BMLs over 24 months was examined using regression models adjusted for covariates. The relationship between C1M, C2M, C3M, hsPRO-C2, and CRPM and BMLs at baseline and over 24 months was examined. RESULTS Increases in serum CTX-I and urinary CTX-Iβ over 12 months were associated with increased odds of changes in the number of subregions affected by any BML at 24 months. Increase in hsPRO-C2 was associated with decreased odds of worsening in the number of subregions affected by any BML over 24 months. C1M and C3M were associated with BMLs affected at baseline. CONCLUSIONS Short-term changes in serum CTX-I, hsPRO-C2, and urinary CTX-Iβ hold the potential to be prognostic of BML progression on MRI. The association of C1M and C3M with baseline BMLs on MRI warrants further investigation.
Collapse
Affiliation(s)
- Shirley P Yu
- Department of Rheumatology, Royal North Shore Hospital, Reserve Road, St Leonards, Sydney, NSW, 2065, Australia.
- Sydney Musculoskeletal Health, The Kolling Institute, School of Medicine, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia.
| | - Leticia A Deveza
- Department of Rheumatology, Royal North Shore Hospital, Reserve Road, St Leonards, Sydney, NSW, 2065, Australia
- Sydney Musculoskeletal Health, The Kolling Institute, School of Medicine, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
| | - Virginia B Kraus
- Department of Medicine, Duke University School of Medicine, Durham, NC, USA
| | | | | | - Jamie E Collins
- Orthopaedic and Arthritis Centre for Outcomes Research, Brigham and Women's Hospital, Boston, MA, USA
| | - Ali Guermazi
- Chobanian & Avedisian School of Medicine, Boston University, Boston, MA, USA
| | - Frank W Roemer
- Chobanian & Avedisian School of Medicine, Boston University, Boston, MA, USA
- Department of Radiology, Universitätsklinikum Erlangen & Friedrich-Alexander Universität (FAU) Erlangen-Nürnberg, Erlangen, Germany
| | | | - Venkatesha Bhagavath
- Sydney Musculoskeletal Health, The Kolling Institute, School of Medicine, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
- Northern Sydney Local Health District, Royal North Shore Hospital, St Leonards, Sydney, NSW, Australia
| | - David J Hunter
- Department of Rheumatology, Royal North Shore Hospital, Reserve Road, St Leonards, Sydney, NSW, 2065, Australia
- Sydney Musculoskeletal Health, The Kolling Institute, School of Medicine, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
| |
Collapse
|
2
|
Hannani MT, Thudium CS, Karsdal MA, Ladel C, Mobasheri A, Uebelhoer M, Larkin J, Bacardit J, Struglics A, Bay-Jensen AC. From biochemical markers to molecular endotypes of osteoarthritis: a review on validated biomarkers. Expert Rev Mol Diagn 2024; 24:23-38. [PMID: 38353446 DOI: 10.1080/14737159.2024.2315282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Accepted: 02/02/2024] [Indexed: 02/22/2024]
Abstract
INTRODUCTION Osteoarthritis (OA) affects over 500 million people worldwide. OA patients are symptomatically treated, and current therapies exhibit marginal efficacy and frequently carry safety-risks associated with chronic use. No disease-modifying therapies have been approved to date leaving surgical joint replacement as a last resort. To enable effective patient care and successful drug development there is an urgent need to uncover the pathobiological drivers of OA and how these translate into disease endotypes. Endotypes provide a more precise and mechanistic definition of disease subgroups than observable phenotypes, and a panel of tissue- and pathology-specific biochemical markers may uncover treatable endotypes of OA. AREAS COVERED We have searched PubMed for full-text articles written in English to provide an in-depth narrative review of a panel of validated biochemical markers utilized for endotyping of OA and their association to key OA pathologies. EXPERT OPINION As utilized in IMI-APPROACH and validated in OAI-FNIH, a panel of biochemical markers may uncover disease subgroups and facilitate the enrichment of treatable molecular endotypes for recruitment in therapeutic clinical trials. Understanding the link between biochemical markers and patient-reported outcomes and treatable endotypes that may respond to given therapies will pave the way for new drug development in OA.
Collapse
Affiliation(s)
- Monica T Hannani
- ImmunoScience, Nordic Bioscience A/S, Herlev, Denmark
- Department of Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | | | | | | | - Ali Mobasheri
- Research Unit of Health Sciences and Technology, Faculty of Medicine, University of Oulu, Oulu, Finland
- Department of Regenerative Medicine, State Research Institute Centre for Innovative Medicine, Vilnius, Lithuania
- Department of Joint Surgery, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
- World Health Organization Collaborating Centre for Public Health Aspects of Musculoskeletal Health and Aging, Université de Liège, Liège, Belgium
| | | | - Jonathan Larkin
- Research Unit of Health Sciences and Technology, Faculty of Medicine, University of Oulu, Oulu, Finland
- SynOA Therapeutics, Philadelphia, PA, USA
| | - Jaume Bacardit
- School of Computing, Newcastle University, Newcastle upon Tyne, UK
| | - André Struglics
- Department of Clinical Sciences, Orthopaedics, Lund University, Lund, Sweden
| | | |
Collapse
|
3
|
Hollander JM, Goraltchouk A, Liu J, Xu E, Luppino F, McAlindon TE, Zeng L, Seregin A. Single Injection AAV2-FGF18 Gene Therapy Reduces Cartilage Loss and Subchondral Bone Damage in a Mechanically Induced Model of Osteoarthritis. Curr Gene Ther 2024; 24:331-345. [PMID: 38783531 DOI: 10.2174/0115665232275532231213063634] [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: 08/04/2023] [Revised: 11/10/2023] [Accepted: 11/15/2023] [Indexed: 05/25/2024]
Abstract
BACKGROUND Osteoarthritis (OA) is a highly debilitating, degenerative pathology of cartilaginous joints affecting over 500 million people worldwide. The global economic burden of OA is estimated at $260-519 billion and growing, driven by aging global population and increasing rates of obesity. To date, only the multi-injection chondroanabolic treatment regimen of Fibroblast Growth Factor 18 (FGF18) has demonstrated clinically meaningful disease-modifying efficacy in placebo-controlled human trials. Our work focuses on the development of a novel single injection disease-modifying gene therapy, based on FGF18's chondroanabolic activity. METHODS OA was induced in Sprague-Dawley rats using destabilization of the medial meniscus (DMM) (3 weeks), followed by intra-articular treatment with 3 dose levels of AAV2-FGF18, rh- FGF18 protein, and PBS. Durability, redosability, and biodistribution were measured by quantifying nLuc reporter bioluminescence. Transcriptomic analysis was performed by RNA-seq on cultured human chondrocytes and rat knee joints. Morphological analysis was performed on knee joints stained with Safranin O/Fast Green and anti-PRG antibody. RESULTS Dose-dependent reductions in cartilage defect size were observed in the AAV2-FGF18- treated joints relative to the vehicle control. Total defect width was reduced by up to 76% and cartilage thickness in the thinnest zone was increased by up to 106%. Morphologically, the vehicle- treated joints exhibited pronounced degeneration, ranging from severe cartilage erosion and bone void formation, to subchondral bone remodeling and near-complete subchondral bone collapse. In contrast, AAV2-FGF18-treated joints appeared more anatomically normal, with only regional glycosaminoglycan loss and marginal cartilage erosion. While effective at reducing cartilage lesions, treatment with rhFGF18 injections resulted in significant joint swelling (19% increase in diameter), as well as a decrease in PRG4 staining uniformity and intensity. In contrast to early-timepoint in vitro RNA-seq analysis, which showed a high degree of concordance between protein- and gene therapy-treated chondrocytes, in vivo transcriptomic analysis, revealed few gene expression changes following protein treatment. On the other hand, the gene therapy treatment exhibited a high degree of durability and localization over the study period, upregulating several chondroanabolic genes while downregulating OA- and fibrocartilage-associated markers. CONCLUSION FGF18 gene therapy treatment of OA joints can provide benefits to both cartilage and subchondral bone, with a high degree of localization and durability.
Collapse
Affiliation(s)
- Judith M Hollander
- Department of Immunology, Tufts University School of Medicine, 136 Harrison Ave, Boston, MA, United States of America
- Remedium Bio, Inc. 1116 Great Plain Ave, Suite 203, Needham, MA, United States of America
| | - Alex Goraltchouk
- Remedium Bio, Inc. 1116 Great Plain Ave, Suite 203, Needham, MA, United States of America
| | - Jingshu Liu
- Department of Immunology, Tufts University School of Medicine, 136 Harrison Ave, Boston, MA, United States of America
| | - Ellyn Xu
- Department of Immunology, Tufts University School of Medicine, 136 Harrison Ave, Boston, MA, United States of America
| | - Francesco Luppino
- Remedium Bio, Inc. 1116 Great Plain Ave, Suite 203, Needham, MA, United States of America
| | - Timothy E McAlindon
- Division of Rheumatology, Immunology, and Allergy, Tufts Medical Center, Boston, MA, United States of America
| | - Li Zeng
- Department of Immunology, Tufts University School of Medicine, 136 Harrison Ave, Boston, MA, United States of America
| | - Alexey Seregin
- Remedium Bio, Inc. 1116 Great Plain Ave, Suite 203, Needham, MA, United States of America
| |
Collapse
|
4
|
Manon-Jensen T, Tangada S, Bager C, Chowdary P, Klamroth R, von Drygalski A, Windyga J, Escobar M, Frederiksen P, Engl W, Ewenstein B, Karsdal M. Evaluation of collagen turnover biomarkers as an objective measure for efficacy of treatment with rurioctocog alfa pegol in patients with hemophilia A: a secondary analysis of a randomized controlled trial. J Thromb Haemost 2024; 22:90-100. [PMID: 37717853 DOI: 10.1016/j.jtha.2023.08.035] [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: 10/03/2022] [Revised: 08/24/2023] [Accepted: 08/25/2023] [Indexed: 09/19/2023]
Abstract
BACKGROUND Patients with hemophilia who have recurrent hemarthroses develop hemophilic arthropathy (HA). Regular prophylaxis with factor (F) VIII (FVIII) can reduce HA, but there is a need for objective outcome measures to evaluate treatment efficacy. OBJECTIVES Evaluate and assess collagen turnover biomarkers in patients with hemophilia A to determine the efficacy of rurioctocog alfa pegol treatment and understand their potential as tools for guiding treatment decisions and monitoring outcomes. METHODS Joint remodeling was assessed by analyzing serum levels of collagen remodeling products at baseline and months 3, 6, 9, and 12 in a 98 patient subset receiving pharmacokinetics-guided prophylaxis with rurioctocog alfa pegol, targeting FVIII trough levels of 1 to 3 International Units (IU)/dL or 8 to 12 IU/dL (PROPEL study, NCT0285960). RESULTS Basement membrane metabolism-related type 4 collagen remodeling products (C4M and PRO-C4) decreased after 3 months at all time points by up to 25% at 1 to 3 IU/dL (P = .049, P < .0001) and 8 to 12 IU/dL FVIII trough levels (P = .0002, P < .0001). Interstitial tissue metabolism-related type 3 (C3M) and 5 (PRO-C5) collagen remodeling products decreased after 3 months, by up to 19% at 1 to 3 IU/dL FVIII trough level (P = .0001, P = .009) and 23% at 8 to 12 IU/dL FVIII trough level (P = .0002, P = .001). An increase of up to 12% was seen for cartilage metabolism-related type 2 collagen product (PRO-C2, not C2M) after 6 months at both trough levels (P = .01, P = .005). When stratified by prior treatment, changes in C3M (P = .03) and C4M (P = .02) levels were observed between trough levels for prior on-demand treatment but not for prophylaxis prior to study entry. CONCLUSION Joint improvement measured by collagen remodeling biomarkers specific to the basement membrane, interstitial matrix, and cartilage was seen with pharmacokinetics-guided prophylaxis. These collagen remodeling biomarkers warrant further exploration as biomarkers to guide treatment toward improvement in HA.
Collapse
Affiliation(s)
| | - Srilatha Tangada
- Takeda Development Center Americas, Inc, Cambridge, Massachusetts, USA
| | | | - Pratima Chowdary
- Katharine Dormandy Haemophilia and Thrombosis Centre, Royal Free Hospital, London, UK
| | - Robert Klamroth
- Vascular Medicine and Haemostaseology, Vivantes Klinikum im Friedrichschain, Berlin, Germany
| | - Annette von Drygalski
- Hemophilia and Thrombosis Treatment Center, UC San Diego Health, San Diego, California, USA
| | - Jerzy Windyga
- Department of Hemostasis Disorders and Internal Medicine, Institute of Hematology and Transfusion Medicine, Warsaw, Poland
| | - Miguel Escobar
- University of Texas Health and Science Center at Houston, Houston, Texas, USA
| | | | - Werner Engl
- Baxalta Innovations GmbH, a Takeda company, Vienna, Austria
| | - Bruce Ewenstein
- Takeda Development Center Americas, Inc, Cambridge, Massachusetts, USA
| | | |
Collapse
|
5
|
Karsdal MA, Hallsworth K, Scragg J, Leeming DJ, Villesen IF, Avery L, Haigh L, Govaere O, Wichmann S, Taylor G, Cassidy S, McPherson S, Anstee QM. Serum levels of fibrogenesis biomarkers reveal distinct endotypes predictive of response to weight loss in advanced nonalcoholic fatty liver disease. Hepatol Commun 2023; 7:e0254. [PMID: 37756043 PMCID: PMC10531192 DOI: 10.1097/hc9.0000000000000254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Accepted: 06/21/2023] [Indexed: 09/28/2023] Open
Abstract
BACKGROUND NAFLD is associated with activation of fibroblasts and hepatic fibrosis. Substantial patient heterogeneity exists, so it remains challenging to risk-stratify patients. We hypothesized that the amount of fibroblast activity, as assessed by circulating biomarkers of collagen formation, can define a "high-risk, high-fibrogenesis" patient endotype that exhibits greater fibroblast activity and potentially more progressive disease, and this endotype may be more amendable to dietary intervention. METHODS Patients with clinically confirmed advanced NAFLD were prescribed a very low-calorie diet (VLCD) intervention (∼800 kcal/d) to induce weight loss, achieved using total diet replacement. Serum markers of type III (PRO-C3) and IV collagen (PRO-C4) fibrogenesis were assessed at baseline every second week until the end of the VLCD, and 4 weeks post-VLCD and at 9 months follow-up. RESULTS Twenty-six subjects had a mean weight loss of 9.7% with VLCD. This was associated with significant improvements in liver biochemistry. When stratified by baseline PRO-C3 and PRO-C4 into distinct fibrosis endotypes, these predicted substantial differences in collagen fibrogenesis marker dynamics in response to VLCD. Patients in the high activity group (PRO-C3 >11.4 ng/mL and/or PRO-C4 >236.5 ng/mL) exhibited a marked reduction of collagen fibrogenesis, ranging from a 40%-55% decrease in PRO-C3 and PRO-C4, while fibrogenesis remained unchanged in the low activity group. The biochemical response to weight loss was substantially greater in patients a priori exhibiting a high fibroblast activity endotype in contrast to patients with low activity. CONCLUSIONS Thus, the likelihood of treatment response may be predicted at baseline by quantification of fibrogenesis biomarkers.
Collapse
Affiliation(s)
| | - Kate Hallsworth
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
- Newcastle NIHR Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Jadine Scragg
- Newcastle NIHR Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
- Population Health Sciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | | | - Ida F. Villesen
- Nordic Bioscience Biomarkers and Research A/S, Herlev, Denmark
| | - Leah Avery
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Laura Haigh
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
- Newcastle NIHR Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Olivier Govaere
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Sarah Wichmann
- Nordic Bioscience Biomarkers and Research A/S, Herlev, Denmark
| | - Guy Taylor
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Sophie Cassidy
- Population Health Sciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Stuart McPherson
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
- Newcastle NIHR Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Quentin M. Anstee
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
- Newcastle NIHR Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| |
Collapse
|
6
|
Karsdal MA, Tambiah J, Felson D, Ladel C, Nikolov NP, Hodgins D, Bihlet AR, Neogi T, Baatenburg de Jong C, Bay-Jensen AC, Baron R, Laslop A, Mobasheri A, Kraus VB. Reflections from the OARSI 2022 clinical trials symposium: The pain of OA-Deconstruction of pain and patient-reported outcome measures for the benefit of patients and clinical trial design. Osteoarthritis Cartilage 2023; 31:1293-1302. [PMID: 37380011 DOI: 10.1016/j.joca.2023.06.006] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/08/2022] [Revised: 06/01/2023] [Accepted: 06/19/2023] [Indexed: 06/30/2023]
Abstract
OBJECTIVE Osteoarthritis (OA) drug development is hampered by a number of challenges. One of the main challenges is the apparent discordance between pain and structure, which has had a significant impact on drug development programs and has led to hesitance among stakeholders. Since 2017, the Clinical Trials Symposium (CTS) has been hosted under the Osteoarthritis Research Society International (OARSI) leadership. OARSI and the CTS steering committee yearly invite and encourage discussions on selected special subject matter between regulators, drug developers, clinicians, clinical researchers, biomarker specialists, and basic scientists to progress drug development in the OA field. METHOD The main topic for the 2022 OARSI CTS was to elucidate the many facets of pain in OA and to enable a discussion between regulators (Food and Drug Administration (FDA) and the European Medicines Agency (EMA)) and drug developers to clarify outcomes and study designs for OA drug development. RESULTS Signs or symptoms indicative of nociceptive pain occur in 50-70% of OA patients, neuropathic-like pain in 15-30% of patients, and nociplastic pain in 15-50% of patients. Weight-bearing knee pain is associated with bone marrow lesions and effusions. There are currently no simple objective functional tests whose improvements correlate with patient perceptions. CONCLUSIONS The CTS participants, in collaboration with the FDA and EMA, raised several suggestions that they consider key to future clinical trials in OA including the need for more precise differentiation of pain symptoms and mechanisms, and methods to reduce placebo responses in OA trials.
Collapse
Affiliation(s)
- M A Karsdal
- Nordic Bioscience, Herlev, Denmark; Southern Danish University, Odense, Denmark.
| | - J Tambiah
- Biosplice Therapeutics, San Diego, USA
| | - D Felson
- Boston University School of Medicine, Boston, MA, USA
| | - C Ladel
- CHL4special Consultancy, Darmstadt, Germany
| | - N P Nikolov
- Office of New Drugs, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD, USA
| | - D Hodgins
- Dynamic Metrics Limited, Codicote, UK
| | | | - T Neogi
- Boston University School of Medicine, Boston, MA, USA
| | | | | | - R Baron
- University Medical Center Schleswig-Holstein (UKSH), Campus Kiel, Kiel, Germany
| | - A Laslop
- Committee for Medicinal Products for Human Use (CHMP), European Medicines Agency, Amsterdam, the Netherlands; Bundesamt für Sicherheit im Gesundheitswesen (BASG), Vienna, Austria
| | - A Mobasheri
- Research Unit of Health Sciences and Technology, Faculty of Medicine, University of Oulu, Oulu, Finland; Department of Regenerative Medicine, State Research Institute Centre for Innovative Medicine, Vilnius, Lithuania; Department of Joint Surgery, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China; World Health Organization Collaborating Centre for Public Health Aspects of Musculoskeletal Health and Aging, Université de Liège, Liege, Belgium
| | - V B Kraus
- Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC, USA
| |
Collapse
|
7
|
Bay-Jensen AC, Attur M, Samuels J, Thudium CS, Abramson SB, Karsdal MA. Pathological tissue formation and degradation biomarkers correlate with patient reported pain outcomes: an explorative study. OSTEOARTHRITIS AND CARTILAGE OPEN 2023; 5:100379. [PMID: 37342785 PMCID: PMC10277584 DOI: 10.1016/j.ocarto.2023.100379] [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: 03/07/2023] [Accepted: 05/30/2023] [Indexed: 06/23/2023] Open
Abstract
Background The lack of disease modifying drugs in Osteoarthritis (OA) may be attributed to the difficulty in robust response based on patient-reported outcomes (PROs) linked to drug mechanism of action. Joint tissue turnover biomarkers are associated with disease progression. A subset of patients has elevated serum levels of CRP metabolite (CRPM). This explorative study investigates the associations between PROs and joint tissue turnover markers in patients with high or low CRPM. Methods Serum of 146 knee OA patients of the New York Inflammation cohort and 21 healthy donors were assessed for biomarkers of collagen degradation (C1M, C2M, C3M, C4M), formation (PRO-C1, PRO-C2, PRO-C3, PRO-C4), and CRPM. Mean (SD) age was 62.5 (10.1); BMI, 26.6 (3.6); 62% women; and, 67.6% had symptomatic OA. WOMAC pain, stiffness, function, and total were recorded at baseline and at two-year follow-up. Associations were adjusted for race, sex, age, BMI, and NSAID. Results There was no difference in markers between donors and patients. C2M correlated with the WOMAC scores in all CRPM groups. Significant correlations were observed between PROs and PRO-C4, C1M, and C3M in the CRPMhigh group. The best predictive models for improvement were found for function and total with AUCs of 0.74 (p < 0.01) and 0.78 (p < 0.01). The best predictive models for worsening were found for function and total with AUCs of 0.84 (p < 0.01) and 0.80 (p < 0.05). Conclusion We hypothesize that collagen markers are prognostic tools for segregating patient populations in clinical trials.
Collapse
Affiliation(s)
| | - Mukundan Attur
- Division of Rheumatology, Department of Medicine, NYU Grossman School of Medicine, NYU Langone Health, New York, NY-10003, USA
| | - Jonathan Samuels
- Division of Rheumatology, Department of Medicine, NYU Grossman School of Medicine, NYU Langone Health, New York, NY-10003, USA
| | | | - Steven B. Abramson
- Division of Rheumatology, Department of Medicine, NYU Grossman School of Medicine, NYU Langone Health, New York, NY-10003, USA
| | | |
Collapse
|
8
|
Kalogera S, Jansen MP, Bay-Jensen AC, Frederiksen P, Karsdal MA, Thudium CS, Mastbergen SC. Relevance of Biomarkers in Serum vs. Synovial Fluid in Patients with Knee Osteoarthritis. Int J Mol Sci 2023; 24:ijms24119483. [PMID: 37298434 DOI: 10.3390/ijms24119483] [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: 04/29/2023] [Revised: 05/25/2023] [Accepted: 05/26/2023] [Indexed: 06/12/2023] Open
Abstract
The association between structural changes and pain sensation in osteoarthritis (OA) remains unclear. Joint deterioration in OA leads to the release of protein fragments that can either systemically (serum) or locally (synovial fluid; SF) be targeted as biomarkers and describe structural changes and potentially pain. Biomarkers of collagen type I (C1M), type II (C2M), type III (C3M), type X (C10C), and aggrecan (ARGS) degradation were measured in the serum and SF of knee OA patients. Spearman's rank correlation was used to assess the correlation of the biomarkers' levels between serum and SF. Linear regression adjusted for confounders was used to evaluate the associations between the biomarkers' levels and clinical outcomes. The serum C1M levels were negatively associated with subchondral bone density. The serum C2M levels were negatively associated with KL grade and positively associated with minimum joint space width (minJSW). The C10C levels in SF were negatively associated with minJSW and positively associated with KL grade and osteophyte area. Lastly, the serum C2M and C3M levels were negatively associated with pain outcomes. Most of the biomarkers seemed to mainly be associated with structural outcomes. The overall biomarkers of extracellular matrix (ECM) remodeling in serum and SF may provide different information and reflect different pathogenic processes.
Collapse
Affiliation(s)
- Stefania Kalogera
- Nordic Bioscience, Biomarkers and Research, 2730 Herlev, Denmark
- Department of Drug Design and Pharmacology, Copenhagen University, 1165 Copenhagen, Denmark
| | - Mylène P Jansen
- Department of Rheumatology & Clinical Immunology, UMC Utrecht, Utrecht University, 3584 CX Utrecht, The Netherlands
| | | | | | - Morten A Karsdal
- Nordic Bioscience, Biomarkers and Research, 2730 Herlev, Denmark
| | | | - Simon C Mastbergen
- Department of Rheumatology & Clinical Immunology, UMC Utrecht, Utrecht University, 3584 CX Utrecht, The Netherlands
- Regenerative Medicine Center, Utrecht University, 3584 CS Utrecht, The Netherlands
| |
Collapse
|
9
|
Soluble biomarkers in osteoarthritis in 2022: year in review. Osteoarthritis Cartilage 2023; 31:167-176. [PMID: 36179981 DOI: 10.1016/j.joca.2022.09.005] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 09/03/2022] [Accepted: 09/20/2022] [Indexed: 02/08/2023]
Abstract
OBJECTIVE To review articles reporting on the development of soluble biomarkers in osteoarthritis (OA) over the past year. DESIGN Two literature searches were conducted using the PubMed database for articles published between April 1, 2021 and March 31, 2022. Two searches were done, one on soluble biomarkers and another on circulating non-coding RNAs in OA. Additional articles were hand-picked to highlight emerging biomarker trends in OA. RESULTS Of 348 publications retrieved, we included 20 articles with 3 that were hand-picked for the narrative synthesis. We review recent data on soluble biomarkers and circulating non-coding microRNAs in OA using the BIPED classification system. We highlight studies using proteomics to show that cartilage acidic protein 1 (CRTAC1) is a promising biomarker, helping diagnose and estimate severity in hand, hip, and knee OA. Subtle changes in the structure of glycosaminoglycans from the extracellular cartilage matrix were shown to discriminate OA from non-OA cartilage. C-reactive protein metabolite (CRPM) and collagen metabolites may help discriminate subsets of OA patients as well as disease progression. Additionally, physical activity may impact determination of biomarkers. We also report on circulating microRNAs, lncRNAs, and circRNAs in OA and their predictive accuracy in diagnosis and prognosis. CONCLUSIONS Biomarkers for routine use are still an unmet need in the OA clinical scenario. Emerging data and novel classes of biomarkers (i.e., non-coding RNAs) show promise. Although still requiring validation in multiple independent cohorts, the past year brought advances towards a ready-to-use, reproducible, cost-effective biomarker, namely CRTAC1, to better manage the OA patient.
Collapse
|
10
|
Thudium CS, Engstrøm A, Bay-Jensen AC, Frederiksen P, Jansen N, De Zwart A, van der Leeden M, Dekker J, Lems W, Roorda L, van Spil WE, Van der Esch M. Cartilage tissue turnover increases with high- compared to low-intensity resistance training in patients with knee OA. Arthritis Res Ther 2023; 25:22. [PMID: 36765372 PMCID: PMC9912672 DOI: 10.1186/s13075-023-03000-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Accepted: 01/27/2023] [Indexed: 02/12/2023] Open
Abstract
OBJECTIVES To investigate cartilage tissue turnover in response to a supervised 12-week exercise-related joint loading training program followed by a 6-month period of unsupervised training in patients with knee osteoarthritis (OA). To study the difference in cartilage tissue turnover between high- and low-resistance training. METHOD Patients with knee OA were randomized into either high-intensity or low-intensity resistance supervised training (two sessions per week) for 3 months and unsupervised training for 6 months. Blood samples were collected before and after the supervised training period and after the follow-up period. Biomarkers huARGS, C2M, and PRO-C2, quantifying cartilage tissue turnover, were measured by ELISA. Changes in biomarker levels over time within and between groups were analyzed using linear mixed models with baseline values as covariates. RESULTS huARGS and C2M levels increased after training and at follow-up in both low- and high-intensity exercise groups. No changes were found in PRO-C2. The huARGS level in the high-intensity resistance training group increased significantly compared to the low-intensity resistance training group after resistance training (p = 0.029) and at follow-up (p = 0.003). CONCLUSION Cartilage tissue turnover and cartilage degradation appear to increase in response to a 3-month exercise-related joint loading training program and at 6-month follow-up, with no evident difference in type II collagen formation. Aggrecan remodeling increased more with high-intensity resistance training than with low-intensity exercise. These exploratory biomarker results, indicating more cartilage degeneration in the high-intensity group, in combination with no clinical outcome differences of the VIDEX study, may argue against high-intensity training.
Collapse
Affiliation(s)
- Christian S. Thudium
- grid.436559.80000 0004 0410 881XImmunoscience, Nordic Bioscience, Herlev, Denmark
| | - Amalie Engstrøm
- grid.436559.80000 0004 0410 881XImmunoscience, Nordic Bioscience, Herlev, Denmark ,grid.5254.60000 0001 0674 042XFaculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | | | - Peder Frederiksen
- grid.436559.80000 0004 0410 881XImmunoscience, Nordic Bioscience, Herlev, Denmark
| | - Nuria Jansen
- grid.418029.60000 0004 0624 3484Reade Centre for Rehabilitation and Rheumatology, Amsterdam, the Netherlands
| | - Arjan De Zwart
- grid.418029.60000 0004 0624 3484Reade Centre for Rehabilitation and Rheumatology, Amsterdam, the Netherlands
| | - Marike van der Leeden
- grid.418029.60000 0004 0624 3484Reade Centre for Rehabilitation and Rheumatology, Amsterdam, the Netherlands ,grid.12380.380000 0004 1754 9227Department of Rehabilitation Medicine, Amsterdam Institute of Public Health, Amsterdam UMC, Vrije Universiteit Amsterdam, de Boelelaan, 1117 Amsterdam, the Netherlands
| | - Joost Dekker
- grid.12380.380000 0004 1754 9227Department of Rehabilitation Medicine, Amsterdam Institute of Public Health, Amsterdam UMC, Vrije Universiteit Amsterdam, de Boelelaan, 1117 Amsterdam, the Netherlands
| | - Willem Lems
- grid.418029.60000 0004 0624 3484Reade Centre for Rehabilitation and Rheumatology, Amsterdam, the Netherlands ,grid.12380.380000 0004 1754 9227Department of Rheumatology, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Leo Roorda
- grid.418029.60000 0004 0624 3484Reade Centre for Rehabilitation and Rheumatology, Amsterdam, the Netherlands
| | - Willem Evert van Spil
- Dijklander Hospital, Hoorn, the Netherlands ,grid.7692.a0000000090126352University Medical Center Utrecht, Utrecht, the Netherlands
| | - Martin Van der Esch
- grid.418029.60000 0004 0624 3484Reade Centre for Rehabilitation and Rheumatology, Amsterdam, the Netherlands ,grid.431204.00000 0001 0685 7679Centre of Expertise Urban Vitality, Faculty of Health, Amsterdam University of Applied Sciences, Amsterdam, the Netherlands
| |
Collapse
|
11
|
van de Stadt LA, Kroon FPB, Thudium CF, Bay-Jensen AC, Kloppenburg M. Serum biomarkers in prednisolone-treated hand osteoarthritis patients. Rheumatology (Oxford) 2022; 62:1350-1355. [PMID: 35946535 PMCID: PMC9977113 DOI: 10.1093/rheumatology/keac442] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Revised: 07/22/2022] [Accepted: 07/22/2022] [Indexed: 11/13/2022] Open
Abstract
OBJECTIVES To investigate whether biomarkers are modulated by prednisolone treatment in patients with hand OA and whether they can predict response to prednisolone. METHODS Biomarkers reflecting tissue turnover and inflammation [aggrecanase-derived neoepitope of arggecan (ARGS), MMP-derived neoepitope of type I collagen (C1M), MMP-derived neoepitope of type III collagen (C3M), marker of true type V collagen formation (PROC5), MMP-derived neoepitope of CRP (CRPM), citrullinated vimentin fragment (VICM), high-sensitivity (hsCRP)] were measured in sera from 78 patients with painful inflammatory hand OA, who were randomized between prednisolone or placebo treatment. Association of baseline biomarker levels with disease characteristics [visual analogue scale (VAS) pain, synovial thickening ultrasonography sum score and erosive OA] and OMERACT-Osteoarthritis Research Society International (OARSI) response after 6 weeks were analysed with linear or logistic regression and adjusted for age, BMI and sex. Change in biomarker levels after 6 weeks was assessed with linear regression adjusted for baseline biomarker levels, age, BMI and sex. RESULTS For all patients (mean age 64 years, 79% female), there were no associations between biomarker levels and VAS finger pain or synovial thickening score at baseline. Patients with erosive hand OA had higher levels of C1M and hsCRP [adjusted geometric mean ratio 1.24 (95% CI 1.03, 1.49) and 1.91 (1.19, 3.06), respectively]. Biomarker levels did not decrease over time. There was no association between baseline biomarkers levels and OARSI response, except for CRPM [geometric mean ratio of 0.88 (0.77, 1.00)]. CONCLUSION Erosive disease was associated with higher levels of C1M and hsCRP. Biomarker levels were not influenced by treatment with prednisolone. Current biomarkers were not associated with response to prednisolone in hand OA.
Collapse
Affiliation(s)
- Lotte A van de Stadt
- Correspondence to: Lotte A. van de Stadt, Department Rheumatology, Leiden University Medical Center, postal zone C1-R, Albinusdreef 2, 2333 ZA Leiden, The Netherlands. E-mail:
| | - Féline P B Kroon
- Department of Rheumatology, Leiden University Medical Center (LUMC), Leiden,Department of Rheumatology, Zuyderland Medical Center, Heerlen, The Netherlands
| | | | | | - Margreet Kloppenburg
- Department of Rheumatology, Leiden University Medical Center (LUMC), Leiden,Department of Clinical Epidemiology, LUMC, Leiden, The Netherlands
| |
Collapse
|
12
|
Karsdal M, Tambiah J, Hochberg M, Ladel C, Bay-Jensen A, Arendt-Nielsen L, Mobasheri A, Kraus V. Reflections from the 2021 OARSI clinical trial symposium: Considerations for understanding biomarker assessments in osteoarthritis drug development - Should future studies focus on disease activity, rather than status? OSTEOARTHRITIS AND CARTILAGE OPEN 2022; 4:100262. [DOI: 10.1016/j.ocarto.2022.100262] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Accepted: 04/06/2022] [Indexed: 10/18/2022] Open
|
13
|
Angelini F, Widera P, Mobasheri A, Blair J, Struglics A, Uebelhoer M, Henrotin Y, Marijnissen AC, Kloppenburg M, Blanco FJ, Haugen IK, Berenbaum F, Ladel C, Larkin J, Bay-Jensen AC, Bacardit J. Osteoarthritis endotype discovery via clustering of biochemical marker data. Ann Rheum Dis 2022; 81:666-675. [PMID: 35246457 DOI: 10.1136/annrheumdis-2021-221763] [Citation(s) in RCA: 42] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Accepted: 02/01/2022] [Indexed: 12/14/2022]
Abstract
OBJECTIVES Osteoarthritis (OA) patient stratification is an important challenge to design tailored treatments and drive drug development. Biochemical markers reflecting joint tissue turnover were measured in the IMI-APPROACH cohort at baseline and analysed using a machine learning approach in order to study OA-dominant phenotypes driven by the endotype-related clusters and discover the driving features and their disease-context meaning. METHOD Data quality assessment was performed to design appropriate data preprocessing techniques. The k-means clustering algorithm was used to find dominant subgroups of patients based on the biochemical markers data. Classification models were trained to predict cluster membership, and Explainable AI techniques were used to interpret these to reveal the driving factors behind each cluster and identify phenotypes. Statistical analysis was performed to compare differences between clusters with respect to other markers in the IMI-APPROACH cohort and the longitudinal disease progression. RESULTS Three dominant endotypes were found, associated with three phenotypes: C1) low tissue turnover (low repair and articular cartilage/subchondral bone turnover), C2) structural damage (high bone formation/resorption, cartilage degradation) and C3) systemic inflammation (joint tissue degradation, inflammation, cartilage degradation). The method achieved consistent results in the FNIH/OAI cohort. C1 had the highest proportion of non-progressors. C2 was mostly linked to longitudinal structural progression, and C3 was linked to sustained or progressive pain. CONCLUSIONS This work supports the existence of differential phenotypes in OA. The biomarker approach could potentially drive stratification for OA clinical trials and contribute to precision medicine strategies for OA progression in the future. TRIAL REGISTRATION NUMBER NCT03883568.
Collapse
Affiliation(s)
| | - Paweł Widera
- School of Computing, Newcastle University, Newcastle upon Tyne, UK
| | - Ali Mobasheri
- Research Unit of Medical Imaging, Physics and Technology, Faculty of Medicine, University of Oulu, Oulu, Finland.,Department of Regenerative Medicine, State Research Institute Centre for Innovative Medicine, Vilnius, Lithuania.,Rheumatology & Clinical Immunology, UMC Utrecht, Utrecht, The Netherlands.,Department of Joint Surgery, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, People's Republic of China.,World Health Organization Collaborating Centre for Public Health Aspects of Musculoskeletal Health and Aging, Liege, Belgium
| | - Joseph Blair
- ImmunoScience, Nordic Bioscience, Herlev, Denmark
| | - André Struglics
- Faculty of Medicine, Department of Clinical Sciences Lund, Orthopaedics, Lund University, Lund, Sweden
| | | | - Yves Henrotin
- Artialis SA, Liège, Belgium.,Center for Interdisciplinary Research on Medicines (CIRM), University of Liège, Liège, Belgium
| | | | - Margreet Kloppenburg
- Rheumatology, Leiden Universitair Medisch Centrum, Leiden, The Netherlands.,Department of Clinical Epidemiology, Leiden Universitair Medisch Centrum, Leiden, The Netherlands
| | - Francisco J Blanco
- Servicio de Reumatologia, INIBIC-Hospital Universitario A Coruña, A Coruña, Spain
| | - Ida K Haugen
- Division of Rheumatology and Research, Diakonhjemmet Hospital, Oslo, Norway
| | - Francis Berenbaum
- Institut national de la santé et de la recherche médicale, Sorbonne Université, Paris, France
| | | | | | | | - Jaume Bacardit
- School of Computing, Newcastle University, Newcastle upon Tyne, UK
| |
Collapse
|