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Van den Langenbergh J, Bastiaansen-Jenniskens Y, van Osch G, Runhaar J, Bierma-Zeinstra S, Soballe K, Laursen J, Liljensoe A, Kops N, Mechlenburg I, Clockaerts S. PLOD2 gene expression in infrapatellar fat pad is correlated with fat mass in obese patients with end-stage knee osteoarthritis. Osteoarthr Cartil Open 2024; 6:100469. [PMID: 38694906 PMCID: PMC11061337 DOI: 10.1016/j.ocarto.2024.100469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Accepted: 04/06/2024] [Indexed: 05/04/2024] Open
Abstract
Objective To investigate associations between obesity-linked systemic factors and gene expression indicative for the inflammatory and fibrotic processes in the infrapatellar fat pad (IFP), in a population of obese patients with end-stage knee osteoarthritis (KOA). Methods We collected human IFPs from 48 patients with a mean body mass index (BMI) of 35.44 kg/m2 during total knee replacement procedures. These patients were part of a randomized controlled trial and met the criteria of having OA and a BMI of ≥30 kg/m2. Blood samples were collected to assess serum levels of glucose, total cholesterol, HDL cholesterol, LDL cholesterol, triglycerides, and leptin. Total body composition was measured using dual-energy X-ray absorptiometry. Gene expressions of IL6, TNFA, COL1A1, IL1B, ASMA, PLOD2 in the IFP were analyzed. Results Univariate analysis resulted in a positive correlation between BMI and procollagen-lysine,2-oxoglutarate 5-dioxygenase 2 (PLOD2) expression (r2 = 0.13). In univariate analyses of obesity-linked systemic factors and PLOD2, significant correlations were found for lean mass (r2 = 0.20), fat mass (r2 = 0.20), serum cholesterol (r2 = 0.17), serum triglycerides (r2 = 0.19) and serum leptin (r2 = 0.10). A multiple linear regression model indicated fat mass to be a strong predictor of PLOD2 production in the IFP (r2 = 0.22, P = 0.003). Conclusion Our study demonstrates the positive association between fat mass and PLOD2 expression in the IFP of obese end-stage knee OA patients. This may indicate that within this patient population the fibrotic process in the IFP is influenced by systemic adipose tissue, next to local inflammatory processes.
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Affiliation(s)
- J. Van den Langenbergh
- KU Leuven, Department of Development and Regeneration, Skeletal Biology and Engineering Research Center, Leuven, Belgium
| | - Y.M. Bastiaansen-Jenniskens
- Erasmus MC, University Medical Center Rotterdam, Department of Orthopaedics and Sports Medicine, Rotterdam, Netherlands
| | - G.J.V.M. van Osch
- Erasmus MC, University Medical Center Rotterdam, Department of Orthopaedics and Sports Medicine, Rotterdam, Netherlands
- Erasmus MC, University Medical Center Rotterdam, Department of Otorhinolaryngology, Rotterdam, Netherlands
| | - J. Runhaar
- Erasmus MC, University Medical Center Rotterdam, Department of General Practice, Rotterdam, Netherlands
| | - S.M.A. Bierma-Zeinstra
- Erasmus MC, University Medical Center Rotterdam, Department of Orthopaedics and Sports Medicine, Rotterdam, Netherlands
- Erasmus MC, University Medical Center Rotterdam, Department of General Practice, Rotterdam, Netherlands
| | - K. Soballe
- Aarhus University Hospital, Orthopaedic Research Unit, Aarhus, Denmark
| | - J. Laursen
- Aarhus University Hospital, Orthopaedic Research Unit, Aarhus, Denmark
| | - A. Liljensoe
- Aarhus University Hospital, Orthopaedic Research Unit, Aarhus, Denmark
| | - N. Kops
- Erasmus MC, University Medical Center Rotterdam, Department of Orthopaedics and Sports Medicine, Rotterdam, Netherlands
| | - I. Mechlenburg
- Aarhus University Hospital, Orthopaedic Research Unit, Aarhus, Denmark
| | - S. Clockaerts
- KU Leuven, Department of Development and Regeneration, Skeletal Biology and Engineering Research Center, Leuven, Belgium
- H.H. Z. Lier, Orthopedic Surgery and Traumatology, Lier, Belgium
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King L, Mahmoudian A, Waugh E, Stanaitis I, Gomes M, Hung V, MacKay C, Liew J, Wang Q, Turkiewicz A, Haugen I, Appleton C, Lohmander S, Englund M, Runhaar J, Neogi T, Hawker G. "You don't put it down to arthritis": A qualitative study of the first symptoms recalled by individuals with knee osteoarthritis. Osteoarthr Cartil Open 2024; 6:100428. [PMID: 38229918 PMCID: PMC10790080 DOI: 10.1016/j.ocarto.2023.100428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 12/11/2023] [Indexed: 01/18/2024] Open
Abstract
Objective As part of the first phase of the OARSI Early-stage Symptomatic Knee Osteoarthritis (EsSKOA) initiative, we explored the first symptoms and experiences recalled by individuals with knee osteoarthritis (OA). Design This qualitative study, informed by qualitative description, was a secondary analysis of focus groups (n = 17 groups) and one-on-one interviews (n = 3) conducted in 91 individuals living with knee OA as part of an international study to better understand the OA pain experience. In each focus group or interview, participants were asked to describe their first symptoms of knee OA. We inductively coded these transcripts and conducted thematic analysis. Results Mean age of participants was 70 years (range 47-92) and 68 % were female. We developed four overarching themes: Insidious and Episodic Onset, Diverse Early Symptoms, Must be Something Else, and Adjustments. Participants described the gradual and intermittent way in which symptoms of knee OA developed over many years; many could not identify a specific starting point. Participants described diverse initial knee symptoms, including activity-exacerbated joint pain, stiffness and crepitus. Most participants dismissed early symptoms or rationalized their presence, employing various strategies to enable continued participation in recreational and daily activities. Few sought medical attention until physical functioning was demonstrably impacted. Conclusions The earliest symptoms of knee OA are frequently insidious in onset, episodic and present long before individuals present to health professionals. These results highlight challenges to identifying people with knee OA early and support the development of specific classification criteria for EsSKOA to capture individuals at an early stage.
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Affiliation(s)
- L.K. King
- St. Michael's Hospital, Unity Health Toronto, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
| | - A. Mahmoudian
- Department of Clinical Sciences Lund, Orthopedics, Clinical Epidemiology Unit, Lund University, Lund, Sweden
- Department of Movement Sciences and Health, University of West Florida, FL, USA
| | - E.J. Waugh
- Department of Physical Therapy, University of Toronto, Toronto, Canada
| | - I. Stanaitis
- Women's College Research Institute, Women's College Hospital, Toronto, Canada
| | - M. Gomes
- Women's College Research Institute, Women's College Hospital, Toronto, Canada
| | - V. Hung
- Women's College Research Institute, Women's College Hospital, Toronto, Canada
| | - C. MacKay
- Department of Physical Therapy, University of Toronto, Toronto, Canada
- West Park Healthcare Centre, Toronto, Canada and Department of Physical Therapy, University of Toronto, Toronto, Canada
| | - J.W. Liew
- Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Q. Wang
- Department of Orthopedics, Shanghai Sixth People's Hospital, Shanghai, China
- Department of General Practice, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - A. Turkiewicz
- Department of Clinical Sciences Lund, Orthopedics, Clinical Epidemiology Unit, Lund University, Lund, Sweden
| | - I.K. Haugen
- Center for Treatment of Rheumatic and Musculoskeletal Diseases (REMEDY), Diakonhjemmet Hospital, Oslo, Norway
| | - C.T. Appleton
- Department of Medicine and Department of Physiology and Pharmacology, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, Canada
- Western Bone and Joint Institute, London, Canada
| | - S. Lohmander
- Department of Clinical Sciences Lund, Orthopedics, Lund University, Lund, Sweden
| | - M. Englund
- Department of Clinical Sciences Lund, Orthopedics, Clinical Epidemiology Unit, Lund University, Lund, Sweden
| | - J. Runhaar
- Department of General Practice, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - T. Neogi
- Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - G.A. Hawker
- Department of Medicine, University of Toronto, Toronto, Canada
| | - OARSI Early-stage Symptomatic Knee Osteoarthritis Initiative
- St. Michael's Hospital, Unity Health Toronto, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Department of Clinical Sciences Lund, Orthopedics, Clinical Epidemiology Unit, Lund University, Lund, Sweden
- Department of Movement Sciences and Health, University of West Florida, FL, USA
- Department of Physical Therapy, University of Toronto, Toronto, Canada
- Women's College Research Institute, Women's College Hospital, Toronto, Canada
- West Park Healthcare Centre, Toronto, Canada and Department of Physical Therapy, University of Toronto, Toronto, Canada
- Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Department of Orthopedics, Shanghai Sixth People's Hospital, Shanghai, China
- Department of General Practice, Erasmus MC University Medical Center, Rotterdam, the Netherlands
- Center for Treatment of Rheumatic and Musculoskeletal Diseases (REMEDY), Diakonhjemmet Hospital, Oslo, Norway
- Department of Medicine and Department of Physiology and Pharmacology, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, Canada
- Western Bone and Joint Institute, London, Canada
- Department of Clinical Sciences Lund, Orthopedics, Lund University, Lund, Sweden
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Paget LD, Reurink G, de Vos RJ, Weir A, Moen MH, Bierma-Zeinstra SM, Stufkens SA, Goedegebuure S, Krips R, Maas M, Meuffels DE, Nolte PA, Runhaar J, Kerkhoffs GM, Tol JL. Platelet-Rich Plasma Injections for the Treatment of Ankle Osteoarthritis. Am J Sports Med 2023; 51:2625-2634. [PMID: 37417359 PMCID: PMC10394962 DOI: 10.1177/03635465231182438] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Accepted: 05/07/2023] [Indexed: 07/08/2023]
Abstract
BACKGROUND Ankle osteoarthritis is debilitating and usually affects relatively young people, often as a result of previous ankle traumas, frequently occurring in sports. Platelet-rich plasma (PRP) injections for ankle osteoarthritis have shown no evidence of benefit over the course of 26 weeks. Previous studies on PRP for knee osteoarthritis showed that clinically significant improvements with PRP occurred between 6 to 12 months in the absence of initial benefit. No studies have evaluated the effect of PRP from 6 to 12 months in ankle osteoarthritis. PURPOSE To assess the efficacy of PRP injections in ankle osteoarthritis over the course of 52 weeks. STUDY DESIGN Randomized controlled trial; Level of evidence, 1. METHODS In this 52-week follow-up trial, 100 patients with ankle osteoarthritis were randomized to a PRP group or placebo (saline) group. Patients received 2 intra-articular talocrural injections: at inclusion and after 6 weeks. Patient-reported outcome measures were used to assess pain, function, quality of life, and indirect costs over 52 weeks. RESULTS Two patients (2%) were lost to follow-up. The adjusted between-group difference for the patient-reported American Orthopaedic Foot & Ankle Society score over 52 weeks was -2 points (95% CI, -5 to 2; P = .31) in favor of the placebo group. No significant between-group differences were observed for any of the secondary outcome measures. CONCLUSION For patients with ankle osteoarthritis, PRP injections did not improve ankle symptoms and function over 52 weeks compared with placebo injections. REGISTRATION NTR7261 (Netherlands Trial Register).
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Affiliation(s)
- Liam D.A. Paget
- Department of Orthopaedic Surgery and Sports Medicine, Amsterdam Medical Center, University of Amsterdam, Amsterdam Movement Sciences, Amsterdam, the Netherlands; Academic Center for Evidence-based Sports Medicine [ACES], Amsterdam, the Netherlands; Amsterdam Collaboration for Health and Safety in Sports [ACHSS], AMC/VUmc IOC Research Center, Amsterdam, the Netherlands
| | - Gustaaf Reurink
- Department of Orthopaedic Surgery and Sports Medicine, Amsterdam Medical Center, University of Amsterdam, Amsterdam Movement Sciences, Amsterdam, the Netherlands; ACES, Amsterdam, the Netherlands; ACHSS, AMC/VUmc IOC Research Center, Amsterdam, the Netherlands; The Sport Physician Group, Department of Sports Medicine, OLVG, Amsterdam, the Netherlands
| | - Robert-Jan de Vos
- Department of Orthopaedics and Sports Medicine, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Adam Weir
- Department of Orthopaedics and Sports Medicine, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands; Aspetar Sports Groin Pain Centre, Aspetar Orthopaedic and Sports Hospital, Doha, Qatar; Sport Medicine and Exercise Clinic Haarlem [SBK], Haarlem, the Netherlands
| | - Maarten H. Moen
- The Sport Physician Group, Department of Sports Medicine, OLVG, Amsterdam, the Netherlands; Department of Sports Medicine, Bergman Clinics, Naarden, the Netherlands
| | - Sita M.A. Bierma-Zeinstra
- Department of Orthopaedics and Sports Medicine, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands; Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Sjoerd A.S. Stufkens
- Department of Orthopaedic Surgery and Sports Medicine, Amsterdam Medical Center, University of Amsterdam, Amsterdam Movement Sciences, Amsterdam, the Netherlands; ACES, Amsterdam, the Netherlands; ACHSS, AMC/VUmc IOC Research Center, Amsterdam, the Netherlands
| | - Simon Goedegebuure
- The Sport Physician Group, Department of Sports Medicine, OLVG, Amsterdam, the Netherlands
| | - Rover Krips
- Department of Orthopaedic Surgery, Flevoziekenhuis, Almere, the Netherlands
| | - Mario Maas
- ACES, Amsterdam, the Netherlands; ACHSS, AMC/VUmc IOC Research Center, Amsterdam, the Netherlands; Department of Radiology and Nuclear Medicine, Amsterdam Movement Sciences, Amsterdam, the Netherlands
| | - Duncan E. Meuffels
- Department of Orthopaedics and Sports Medicine, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Peter A. Nolte
- Department of Orthopaedic Surgery, Spaarne Gasthuis, Hoofddorp, the Netherlands; Department of Oral Cell Biology, Academic Center for Dentistry Amsterdam [ACTA], UvA and VU, Amsterdam, the Netherlands
| | - J. Runhaar
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Gino M.M.J. Kerkhoffs
- Department of Orthopaedic Surgery and Sports Medicine, Amsterdam Medical Center, University of Amsterdam, Amsterdam Movement Sciences, Amsterdam, the Netherlands; ACES, Amsterdam, the Netherlands; ACHSS, AMC/VUmc IOC Research Center, Amsterdam, the Netherlands
| | - Johannes L. Tol
- ACES, Amsterdam, the Netherlands; ACHSS, AMC/VUmc IOC Research Center, Amsterdam, the Netherlands; Aspetar, Orthopaedic and Sports Medicine Hospital, Doha, Qatar
- Investigation performed at Amsterdam UMC, Amsterdam, the Netherlands
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4
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Kamps A, Runhaar J, de Ridder MAJ, de Wilde M, van der Lei J, Zhang W, Prieto-Alhambra D, Englund M, de Schepper EIT, Bierma-Zeinstra SMA. Occurrence of comorbidity following osteoarthritis diagnosis: a cohort study in the Netherlands. Osteoarthritis Cartilage 2023; 31:519-528. [PMID: 36528309 DOI: 10.1016/j.joca.2022.12.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 11/18/2022] [Accepted: 12/07/2022] [Indexed: 12/23/2022]
Abstract
OBJECTIVE To determine the risk of comorbidity following diagnosis of knee or hip osteoarthritis (OA). DESIGN A cohort study was conducted using the Integrated Primary Care Information database, containing electronic health records of 2.5 million patients from the Netherlands. Adults at risk for OA were included. Diagnosis of knee or hip OA (=exposure) and 58 long-term comorbidities (=outcome) were defined by diagnostic codes following the International Classification of Primary Care coding system. Time between the start of follow-up and incident diagnosis of OA was defined as unexposed, and between diagnosis of OA and the end of follow-up as exposed. Age and sex adjusted hazard ratios (HRs) comparing comorbidity rates in exposed and unexposed patient time were estimated with 99.9% confidence intervals (CI). RESULTS The study population consisted of 1,890,712 patients. For 30 of the 58 studied comorbidities, exposure to knee OA showed a HR larger than 1. Largest positive associations (HR with (99.9% CIs)) were found for obesity 2.55 (2.29-2.84) and fibromyalgia 2.06 (1.53-2.77). For two conditions a HR < 1 was found, other comorbidities showed no association with exposure to knee OA. For 26 comorbidities, exposure to hip OA showed a HR larger than 1. The largest were found for polymyalgia rheumatica 1.81 (1.41-2.32) and fibromyalgia 1.70 (1.10-2.63). All other comorbidities showed no associations with hip OA. CONCLUSION This study showed that many comorbidities were diagnosed more often in patients with knee or hip OA. This suggests that the management of OA should consider the risk of other long-term-conditions.
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Affiliation(s)
- A Kamps
- Department of General Practice, Erasmus MC, Rotterdam, the Netherlands.
| | - J Runhaar
- Department of General Practice, Erasmus MC, Rotterdam, the Netherlands.
| | - M A J de Ridder
- Department of Medical Informatics, Erasmus MC, Rotterdam, the Netherlands.
| | - M de Wilde
- Department of Medical Informatics, Erasmus MC, Rotterdam, the Netherlands.
| | - J van der Lei
- Department of Medical Informatics, Erasmus MC, Rotterdam, the Netherlands.
| | - W Zhang
- School of Medicine, Faculty of Medicine & Health Sciences, University of Nottingham, Nottingham, United Kingdom.
| | - D Prieto-Alhambra
- Department of Medical Informatics, Erasmus MC, Rotterdam, the Netherlands; Nuffield Department of Orthopedics, Rheumatology, and Musculoskeletal Sciences (NDORMS), University of Oxford, Oxford, United Kingdom.
| | - M Englund
- Clinical Epidemiology Unit, Orthopedics, Department of Clinical Sciences Lund, Lund University, Lund, Sweden.
| | - E I T de Schepper
- Department of General Practice, Erasmus MC, Rotterdam, the Netherlands.
| | - S M A Bierma-Zeinstra
- Department of General Practice, Erasmus MC, Rotterdam, the Netherlands; Department of Orthopedics and Sports Medicine, Erasmus MC, Rotterdam, the Netherlands.
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Velek P, de Schepper E, Schiphof D, Evert van Spil W, Englund M, Magnusson K, Kiadaliri A, Dell'Isola A, Licher S, Bierma-Zeinstra S, Runhaar J. Changes to consultations and diagnosis of osteoarthritis in primary care during the COVID-19 pandemic. Osteoarthritis Cartilage 2023; 31:829-838. [PMID: 36878380 PMCID: PMC9985915 DOI: 10.1016/j.joca.2023.02.075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Revised: 02/07/2023] [Accepted: 02/27/2023] [Indexed: 03/07/2023]
Abstract
OBJECTIVE General practitioners (GP) are often the first medical professionals to treat musculoskeletal complaints. Yet the impact of COVID-19 on primary care utilisation for musculoskeletal complaints is largely unknown. This study quantifies the impact of the pandemic on primary care utilisation for musculoskeletal complaints and specifically osteoarthritis (OA) in the Netherlands. DESIGN We extracted data on GP consultations in 2015-2020 from 118,756 patients over 45 years of age and estimated reductions in consultations in 2020 as compared to 5-year average. Outcomes were GP consultations for: any musculoskeletal complaints, knee and hip OA and complaints, newly diagnosed knee and hip OA/complaints. RESULTS The relative reductions in consultations ranged from 46.7% (95% CI: 43.9-49.3%) (all musculoskeletal consultations) to 61.6% (95% CI: 44.7-73.3%) (hip complaints) at the peak of the first wave, and from 9.3% (95% CI: 5.7-12.7%) (all musculoskeletal consultations) to 26.6% (95% CI: 11.5-39.1%) (knee OA) at the peak of the second wave. The reductions for new diagnoses were 87.0% (95% CI: 71.5-94.1%) for knee OA/complaints, and 70.5% (95% CI: 37.7-86.0%) for hip OA/complaints at the peak of the first wave, and not statistically significant at the peak of the second wave. CONCLUSION We observed 47% reduction in GP consultations for musculoskeletal disorders during the first wave and 9.3% during the second wave. For hip and knee OA/complaints, the reductions were over 50% during the first, and 10% during the second wave. This disruption may lead to accumulation of patients with severe OA symptoms and more requests for arthroplasty surgery.
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Affiliation(s)
- P Velek
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands; Department of Epidemiology, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands.
| | - E de Schepper
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - D Schiphof
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - W Evert van Spil
- Department of Rheumatology and Clinical Immunology, University Medical Center Utrecht, the Netherlands; Department of Rheumatology, Dijklander Hospital, Hoorn, the Netherlands
| | - M Englund
- Clinical Epidemiology Unit, Orthopaedics, Orthopedics, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - K Magnusson
- Clinical Epidemiology Unit, Orthopaedics, Orthopedics, Department of Clinical Sciences, Lund University, Lund, Sweden; Norwegian Institute of Public Health, Cluster for Health Services Research, Oslo, Norway
| | - A Kiadaliri
- Clinical Epidemiology Unit, Orthopaedics, Orthopedics, Department of Clinical Sciences, Lund University, Lund, Sweden; Centre for Economic Demography, Lund University, Lund, Sweden
| | - A Dell'Isola
- Clinical Epidemiology Unit, Orthopaedics, Orthopedics, Department of Clinical Sciences, Lund University, Lund, Sweden
| | - S Licher
- Department of Epidemiology, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - S Bierma-Zeinstra
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands; Department of Orthopedics & Sport Medicine, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - J Runhaar
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
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Riedstra N, Vinge R, Herfkens J, Eygendaal D, Bierma-Zeinstra S, Runhaar J, van Buuren M, Agricola R. Acetabular dysplasia and the risk of developing hip osteoarthritis at 2,5,8, and 10 years follow-up in a prospective nationwide cohort study (CHECK). Semin Arthritis Rheum 2023; 60:152194. [PMID: 37011579 DOI: 10.1016/j.semarthrit.2023.152194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2023] [Accepted: 03/14/2023] [Indexed: 04/01/2023]
Abstract
OBJECTIVE To assess the relationship between acetabular dysplasia (AD) and the risk of incident and end-stage radiographic hip osteoarthritis (RHOA) over 2,5,8 and 10 years. DESIGN Individuals (n = 1002) aged between 45 and 65 from the prospective Cohort Hip and Cohort Knee (CHECK) were studied. Anteroposterior pelvic radiographs were obtained at baseline and 2,5,8, and 10-years follow-up. False profile radiographs were obtained at baseline. AD was defined as a lateral center edge angle, an anterior center edge angle, or both <25° at baseline. The risk of developing RHOA was determined at each follow-up moment. Incident RHOA was defined by Kellgren & Lawrence (KL) grade ≥2 or total hip replacement (THR), end-stage RHOA by a KL grade ≥3 or THR. Associations were expressed in odds ratios (OR) using logistic regression with generalized estimating equations. RESULTS AD was associated with the development of incident RHOA at 2 years follow-up (OR 2.46, 95% CI 1.00-6.04), 5 years follow-up (OR 2.28, 95% CI 1.20-4.31), and 8 years follow-up (OR 1.86, 95%CI 1.22-2.83). AD was only associated with end-stage RHOA at 5 years follow-up (OR 3.75, 95% CI 1.02-13.77). No statistically significant associations were observed between AD and RHOA at 10-years follow-up. CONCLUSION Baseline AD in individuals between 45 and 65 years is associated with an increased risk of developing RHOA within 2- and 5 years. However, this association seems to weaken after 8 years and disappears after 10 years.
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Pols DHJ, Kamps A, Runhaar J, Elshout G, van Halewijn KF, Bindels PJE, Stegers-Jager KM. Medical students' perception of general practice: a cross-sectional survey. BMC Med Educ 2023; 23:103. [PMID: 36759816 PMCID: PMC9912627 DOI: 10.1186/s12909-023-04064-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/27/2022] [Accepted: 01/30/2023] [Indexed: 06/18/2023]
Abstract
BACKGROUND An increase in the demand for general practitioners is expected in many countries, but only a minority of medical students consider a career in general practice. More detailed and up-to-date knowledge about medical student's perception of general practice would be helpful for efforts to encourage medical students to consider a career in general practice. METHODS We performed a cross-sectional single center survey among Dutch medical students to evaluate their perception of general practice at three different stages in their study: Ba1: first-year bachelor students; Ba3: third-year bachelor students; Ma3: third-year master students. The impact of different factors on their attitudes and perceptions was quantified. A multivariate logistic regression was performed with 'interest in general practice' as the outcome variable. RESULTS The median age for Ba1 was 18 (IQR: 18-19) and 71.5% were female, for Ba3 the median age was 20 (IQR: 20-21) and 70.6% were female and for Ma3 the median age was 25 years (IQR: 24-26) and 73.3% were female. On average, 31.2% of the respondents had a migration background. The mean response rate for this study was 77.1%. Of the participating Ba1 students (n = 340) only 22.4% considered working as a GP after medical school; for Ba3 students (n = 231) this percentage was 33.8%, and for Ma3 students (n = 210) it was significantly higher at 70.5%; in the final multivariate model this corresponded to an odds ratio (OR) of 4.3 (95%-CI:2.6-6.9) compared to Ba1 students. The strongest predictor in the final model was the opinion that general practice provides a pleasant working environment (OR 9.5; 95%-CI: 6.2-14.5). CONCLUSION This study showed that multiple factors are significantly related to medical students' interest in general practice. Although students believed that general practice does not have a high status within the medical profession, they acknowledged the social importance and the pleasant working environment of general practice. Knowledge obtained in this study can be used when designing a medical curriculum or a general practice course.
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Affiliation(s)
- D H J Pols
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands.
| | - A Kamps
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - J Runhaar
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - G Elshout
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - K F van Halewijn
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Patrick J E Bindels
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - K M Stegers-Jager
- Institute of Medical Education Research Rotterdam, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
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Hirvasniemi J, Runhaar J, van der Heijden RA, Zokaeinikoo M, Yang M, Li X, Tan J, Rajamohan HR, Zhou Y, Deniz CM, Caliva F, Iriondo C, Lee JJ, Liu F, Martinez AM, Namiri N, Pedoia V, Panfilov E, Bayramoglu N, Nguyen HH, Nieminen MT, Saarakkala S, Tiulpin A, Lin E, Li A, Li V, Dam EB, Chaudhari AS, Kijowski R, Bierma-Zeinstra S, Oei EHG, Klein S. The KNee OsteoArthritis Prediction (KNOAP2020) challenge: An image analysis challenge to predict incident symptomatic radiographic knee osteoarthritis from MRI and X-ray images. Osteoarthritis Cartilage 2023; 31:115-125. [PMID: 36243308 DOI: 10.1016/j.joca.2022.10.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 09/02/2022] [Accepted: 10/03/2022] [Indexed: 11/05/2022]
Abstract
OBJECTIVES The KNee OsteoArthritis Prediction (KNOAP2020) challenge was organized to objectively compare methods for the prediction of incident symptomatic radiographic knee osteoarthritis within 78 months on a test set with blinded ground truth. DESIGN The challenge participants were free to use any available data sources to train their models. A test set of 423 knees from the Prevention of Knee Osteoarthritis in Overweight Females (PROOF) study consisting of magnetic resonance imaging (MRI) and X-ray image data along with clinical risk factors at baseline was made available to all challenge participants. The ground truth outcomes, i.e., which knees developed incident symptomatic radiographic knee osteoarthritis (according to the combined ACR criteria) within 78 months, were not provided to the participants. To assess the performance of the submitted models, we used the area under the receiver operating characteristic curve (ROCAUC) and balanced accuracy (BACC). RESULTS Seven teams submitted 23 entries in total. A majority of the algorithms were trained on data from the Osteoarthritis Initiative. The model with the highest ROCAUC (0.64 (95% confidence interval (CI): 0.57-0.70)) used deep learning to extract information from X-ray images combined with clinical variables. The model with the highest BACC (0.59 (95% CI: 0.52-0.65)) ensembled three different models that used automatically extracted X-ray and MRI features along with clinical variables. CONCLUSION The KNOAP2020 challenge established a benchmark for predicting incident symptomatic radiographic knee osteoarthritis. Accurate prediction of incident symptomatic radiographic knee osteoarthritis is a complex and still unsolved problem requiring additional investigation.
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Affiliation(s)
- J Hirvasniemi
- Department of Radiology & Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands.
| | - J Runhaar
- Department of General Practice, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - R A van der Heijden
- Department of Radiology & Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - M Zokaeinikoo
- Department of Biomedical Engineering, Cleveland Clinic, Cleveland, USA
| | - M Yang
- Department of Biomedical Engineering, Cleveland Clinic, Cleveland, USA
| | - X Li
- Department of Biomedical Engineering, Cleveland Clinic, Cleveland, USA
| | - J Tan
- Department of Radiology, New York University Langone Health, New York, USA
| | - H R Rajamohan
- Department of Radiology, New York University Langone Health, New York, USA
| | - Y Zhou
- Department of Radiology, New York University Langone Health, New York, USA
| | - C M Deniz
- Department of Radiology, New York University Langone Health, New York, USA
| | - F Caliva
- Department of Radiology, University of California, San Francisco, San Francisco, USA
| | - C Iriondo
- Department of Radiology, University of California, San Francisco, San Francisco, USA
| | - J J Lee
- Department of Radiology, University of California, San Francisco, San Francisco, USA
| | - F Liu
- Department of Radiology, University of California, San Francisco, San Francisco, USA
| | - A M Martinez
- Department of Radiology, University of California, San Francisco, San Francisco, USA
| | - N Namiri
- Department of Radiology, University of California, San Francisco, San Francisco, USA
| | - V Pedoia
- Department of Radiology, University of California, San Francisco, San Francisco, USA
| | - E Panfilov
- Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland
| | - N Bayramoglu
- Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland
| | - H H Nguyen
- Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland
| | - M T Nieminen
- Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland
| | - S Saarakkala
- Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland; Department of Diagnostic Radiology, Oulu University Hospital, Oulu, Finland
| | - A Tiulpin
- Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland
| | - E Lin
- Akousist Co., Ltd., Taoyuan City, Taiwan
| | - A Li
- Akousist Co., Ltd., Taoyuan City, Taiwan
| | - V Li
- Akousist Co., Ltd., Taoyuan City, Taiwan
| | - E B Dam
- Department of Computer Science, University of Copenhagen, Copenhagen, Denmark
| | - A S Chaudhari
- Department of Radiology, Stanford University, Stanford, USA
| | - R Kijowski
- Department of Radiology, New York University Langone Health, New York, USA
| | - S Bierma-Zeinstra
- Department of General Practice, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Orthopedics & Sport Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - E H G Oei
- Department of Radiology & Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - S Klein
- Department of Radiology & Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
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van Berkel AC, van Spil WE, Schiphof D, Runhaar J, van Ochten JM, Bindels PJE, Bierma-Zeinstra SMA. Associations between biomarkers of matrix metabolism and inflammation with pain and fatigue in participants suspected of early hip and or knee osteoarthritis: data from the CHECK study. Osteoarthritis Cartilage 2022; 30:1640-1646. [PMID: 36115527 DOI: 10.1016/j.joca.2022.08.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 08/22/2022] [Accepted: 08/24/2022] [Indexed: 02/02/2023]
Abstract
OBJECTIVES To assess the associations of biomarkers in serum [highsensitivity C-reactive protein (hs-CRP), serum cartilage oligomeric protein (sCOMP), serum propeptide of type I procollagen (sPINP) and serum osteocalcin (sOC)] and urine [urinary type II collagen telopeptide (uCTX-2)] with the extent and progression of nocturnal pain, pain while walking, and fatigue in participants with hip and/or knee pain suspected to be early stage osteoarthritis (OA). METHODS hs-CRP, uCTX-2, sCOMP, sPINP and sOC were measured at baseline in 1,002 participants of the Cohort Hip and Cohort Knee (CHECK). Nocturnal pain, pain while walking and fatigue were assessed by self-reported questionnaires at baseline and 2-year follow-up. Associations between these biomarkers and symptoms were examined using logistic and linear regression analyses. RESULTS hs-CRP was significantly associated with mild nocturnal pain (OR 1.18 95% CI 1.01-1.37), with mild and moderate pain while walking (OR 1.17 95% CI 1.01-1.35 and OR 1.56 95% CI 1.29-1.90, respectively) and with progression of nocturnal pain (OR 1.25 95% CI 1.07-1.46). uCTX-2 was associated with mild nocturnal pain (OR 1.40 95% CI 1.05-1.85) and with mild and severe-extreme pain while walking (OR 1.35 95% CI 1.04-1.75 and OR 2.55 95% CI 1.03-6.34, respectively). sPINP was associated with severe-extreme nocturnal pain (OR 0.45 95% CI 0.25-0.82). No significant associations were found for sCOMP and sOC, nor for any of the biomarkers and fatigue. CONCLUSION This study of biomarkers in a large cohort of participants with hip and/or knee pain suspected to reflect early stage hip and/or knee OA suggests that inflammation and cartilage matrix degeneration play a role in pain, but not in fatigue.
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Affiliation(s)
- A C van Berkel
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands.
| | - W E van Spil
- Department of Rheumatology & Clinical Immunology, UMC Utrecht, Utrecht, the Netherlands; Department of Rheumatology, Dijklander Hospital, Hoorn, the Netherlands
| | - D Schiphof
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - J Runhaar
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - J M van Ochten
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - P J E Bindels
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - S M A Bierma-Zeinstra
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands; Department of Orthopaedics, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
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Runhaar J, Holden M, Hattle M, Quicke J, Riley R, Healey E, Van der Windt D, Dziedzic K, Van Middelkoop M, Bierma-Zeinstra SMA, Foster N. POS1106 MEDIATORS OF THE EFFECT OF THERAPEUTIC EXERCISE ON PAIN AND FUNCTION IN PATIENTS WITH KNEE AND HIP OSTEOARTHRITIS; AN INDIVIDUAL PATIENT DATA MEDIATION STUDY FROM THE OA TRIAL BANK. Ann Rheum Dis 2022. [DOI: 10.1136/annrheumdis-2022-eular.530] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
BackgroundCurrently, there is no cure for osteoarthritis (OA). Therapeutic exercise is recommended in all international guidelines to improve pain and function (1). However, randomised controlled trials (RCTs) investigating therapeutic exercise showed that, on average, effect sizes are small to moderate compared to non-exercise controls (2-3). Better knowledge about how therapeutic exercise works to improve pain and function could help improve the design and delivery of future therapeutic exercise interventions and potentially improve patient outcomes.ObjectivesTo evaluate the mediating effects of 1) muscle strength, proprioception, and range of motion (ROM) among patients with knee OA, and 2) muscle strength among patients with hip OA, using the procedures established for Individual Participant Data (IPD) analyses by the OA Trial Bank.MethodsRelevant IPD were sought from all published RCTs comparing therapeutic exercise to a non-exercise control group among people with knee and/or hip OA, using previously published methods (4). For each potential mediator separately, the effect of exercise on the absolute change in pain/function directly after the intervention was determined, controlling for the relative change in mediator under investigation and potential mediator-outcome confounders, using the ‘counterfactual framework’ (5). Next, the effect of exercise on the relative change in the mediator was determined. The percentage mediated was calculated by dividing the natural indirect effect by the total effect.ResultsWe obtained IPD from 12 RCTs and 1407 participants (knee OA = 1113; hip OA n=294) that were eligible for inclusion in one or more mediation analyses. Therapeutic exercise showed a significant effect on the relative change in muscle strength in knee OA, but not for proprioception or ROM in knee OA, nor for muscle strength in hip OA. Of all mediators, only the change in muscle strength had a significant effect on the change in pain in knee OA, and on function in knee OA and in hip OA. The percentage mediated for each mediator and each outcome was small (5.3% or less, see Table 1).Table 1.Percentage mediated for all potential mediators, by outcome and joint.Knee OAPainKnee OAFunctionHip OAPainHip OAFunctionMuscle strength2.4%2.3%absentabsentProprioceptionabsent0.2%--Range of motion1.8%5.3%--‘absent’: no percentage mediated calculated, since direct and indirect effect had opposite directions.‘-‘: factors not considered a potential mediator for therapeutic exercise in hip OA.ConclusionIn the first IPD mediation analysis to our knowledge of this scale, muscle strength, proprioception and ROM did mediate the effect of therapeutic exercise for pain and function in knee OA, but only to a very small degree. We observed no such mediating effect of muscle strength for therapeutic exercise in patients with hip OA. The challenge remains to better understand the key mechanisms of action of therapeutic exercise for knee and hip OA, so that exercise interventions can be designed and delivered to target these and therewith optimise the effects for patients.References[1]Bierma-Zeinstra S, et al. Nonpharmacological and nonsurgical approaches in OA. Best Pract Res Clin Rheumatol. 2020 Apr;34(2):101564.[2]Fransen M, et al. Exercise for osteoarthritis of the knee. Cochrane Database Syst Rev. 2015 Jan 9;1:CD004376.[3]Fransen M, et al. Exercise for osteoarthritis of the hip. Cochrane Database Syst Rev. 2014 Apr 22(4):CD007912.[4]Holden MA, et al. Subgrouping and TargetEd Exercise pRogrammes for knee and hip OsteoArthritis (STEER OA): a systematic review update and individual participant data meta-analysis protocol. BMJ Open. 2017 Dec 22;7(12):e018971.[5]VanderWeele TJ, Vansteelandt S. Mediation Analysis with Multiple Mediators. Epidemiol Methods. 2014 Jan;2(1):95-115.AcknowledgementsWe thank all members of the OA Trial Bank Exercise Collaborative, who shared IPD with the OA Trial Bank/STEER OA for making this study possible.Disclosure of InterestsJos Runhaar Grant/research support from: Fellowship from the Foundation for Research in Rheumatology (FOREUM), Melanie Holden Grant/research support from: Grant from the Chartered Society of Physiotherapy Charitable Trust (grant no PRF/16/A07), and the National Institute for Health Research (NIHR) School of Primary Care Research (grant no 531), Miriam Hattle: None declared, Johny Quicke Grant/research support from: JQ is part-funded by an NIHR CRN West Midlands Research Scholarship and part funded by the Haywood Foundation, Richard Riley: None declared, Emma Healey Grant/research support from: part funded by the National Institute for Health Research (NIHR) Applied Research Collaboration (ARC) West Midlands., Danielle van der Windt: None declared, Krysia Dziedzic: None declared, Marienke Van Middelkoop: None declared, S.M.A. Bierma-Zeinstra Grant/research support from: OA Trial Bank received long-term funding by the Dutch Arthritis Association, Nadine Foster: None declared
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Swain S, Kamps A, Runhaar J, Dell’Isola A, Turkiewicz A, Robinson DE, Strauss VY, Mallen C, Kuo CF, Coupland C, Doherty M, Sarmanova A, Prieto-Alhambra D, Englund M, Bierma-Zeinstra SMA, Zhang W. OP0228 USE OF NON-STEROIDAL ANTI-INFLAMMATORY DRUGS AND RISK OF COMORBIDITIES IN PEOPLE WITH AND WITHOUT OSTEOARTHRITIS - A UK PRIMARY CARE DATABASE COHORT STUDY. Ann Rheum Dis 2022. [DOI: 10.1136/annrheumdis-2022-eular.110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
BackgroundPeople with osteoarthritis (OA) are at higher risk of developing a wide array of comorbidities. Whether the use of non-steroidal anti-inflammatory drugs (NSAIDs) contributes to the increased risk of some incident comorbidities remains unknown.ObjectivesTo examine the contribution of NSAIDs in the development of a wide range of comorbidities in people with and without OA.MethodsThis observational cohort study used the UK primary care Clinical Practice Research Datalink (CPRD) GOLD containing data on 20+ million people covering 937 practices. We identified 259,000 people with incident OA and 259,000 age (±2 years), sex, and practice matched controls at 1:1 ratio. Controls were assigned the same index date (the date of first diagnosis of OA) as cases for the start of follow-up. Both cases and controls were further divided into two groups according to NSAID prescriptions at any time after the index date. This allowed us to examine both the main effect of each exposure and interaction between OA and NSAID exposure after the index date. People with an NSAID prescription before the index date were excluded from the study. NSAID exposure was defined as at least two prescriptions within 90 days. Exposure status of each participant was assessed every six months as yes/no until the end of the study/outcome of interests/death/last data available, whichever came first. Comorbidities were grouped into 9 categories as cancer, cardiovascular disease (CVD), endocrine, psychological, renal, gastrointestinal (GI), genitourinary, hepatic, and neurological conditions. Propensity scores for the prescription of NSAIDs were calculated using a logistic regression model including age, sex, body mass index (BMI), musculoskeletal and pain related conditions covariates. The propensity score adjusted time varying exposure analysis was undertaken using a multivariate COX model and hazard ratio (HR) and 95% confidence intervals were calculated. Proportional hazard assumption was tested using Schoenfeld test. Smoking, alcohol, ever prescription of proton pump inhibitors (PPIs) and other comorbidities were included in the adjusted model. The additional contribution of NSAIDs and OA towards the incident comorbidity was estimated using addictive interaction methods. We also investigated the individual risk across non-selective, and COX-2 selective NSAIDs.ResultsThe mean age was 59.4±12.8 years in people with OA and 60.2±12.8 years for controls with 57.7% being female. Nearly two thirds of people with OA were prescribed NSAIDs as defined, compared to one third in the control population. People with OA and exposed to NSAIDs had highest risk of developing psychological (1.51; 1.43,1.60), CVD (1.38; 1.33,1.43), cancer (1.34; 1.25,1.44), GI (1.25; 1.16,1.34) and renal (1.17; 1.11,1.24) comorbidities after adjusting for all the covariates and PPI drugs, compared to the non-OA and non-NSAID group. (Figure 1) Interaction between OA and NSAID was significant for cancer, GI, renal, hepatic, and neurological outcomes. Within people with OA, non-selective NSAIDs increased the risk of CVD (1.25; 1.20,1.30), cancer (1.11; 1.04,1.19), endocrine (1.15; 1.10,1.19), renal (1.19; 1.13,1.26) and psychological (1.21; 1.15,1.28) comorbidities, whereas COX-2 selective NSAIDs increased risk of incident CVD (1.34; 1.25,1.44), endocrine (1.13; 1.04,1.21), renal (1.25; 1.14,1.37), and psychological (1.21; 1.09,1.34) comorbidities.Figure 1.Hazard ratio of developing different comorbidities (reference group: no OA and no NSAIDs) OA- Osteoarthritis; NSAIDS- Non-steroidal anti-inflammatory drugs.ConclusionUse of NSAIDs among people with OA is associated with increased risk of a wide variety of comorbidities. Non-selective and COX-2 selective NSAIDs are both associated with increased risk of cardiovascular, renal, and psychological comorbidities.AcknowledgementsWe thank the Patient Research Participants (PRP) members Jenny Cockshull, Stevie Vanhegan, and Irene Pitsillidou for their involvement since the beginning of the project. We would like to thank the FOREUM for financially supporting the research.Disclosure of InterestsSubhashisa Swain: None declared, Anne Kamps: None declared, Jos Runhaar: None declared, Andrea Dell’Isola: None declared, Aleksandra Turkiewicz: None declared, Danielle E Robinson: None declared, Victoria Y Strauss: None declared, Christian Mallen: None declared, Chang-Fu Kuo: None declared, Carol Coupland: None declared, Michael Doherty Consultant of: Consultant of: Advisory borads on gout for Grunenthal and Mallinckrodt, Grant/research support from: Michael Doherty Grant/research support from: AstraZeneca funded the Nottingham Sons of Gout study, Aliya Sarmanova: None declared, Daniel Prieto-Alhambra Speakers bureau: paid speaker services from Amgen and UCB Biopharma., Consultant of: His department has received advisory or consultancy fees from Amgen, Astellas, AstraZeneca, Johnson, and Johnson, and UCB Biopharma, Grant/research support from: Prof. Prieto-Alhambra’s research group has received grant support from Amgen, Chesi-Taylor, Novartis, and UCB Biopharma., Martin Englund: None declared, S.M.A. Bierma-Zeinstra: None declared, Weiya Zhang Speakers bureau: Speakers bureau: Bioiberica as an invited speaker for EULAR 2016 satellite symposium, Consultant of: Consultant of: Grunenthal for advice on gout management,
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Van der Meulen C, Van de Stadt L, Rosendaal F, Runhaar J, Kloppenburg M. AB0976 Determination and characterization of patient subgroups with different pain progression in hand osteoarthritis. Ann Rheum Dis 2022. [DOI: 10.1136/annrheumdis-2022-eular.1840] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
BackgroundHand pain is common in hand osteoarthritis (OA). Previous cohort studies reported stable average pain levels on the short to midterm. Subgroups with different pain trajectories have been found in knee OA. Similar subgroups of hand OA patients may exist. Knowledge of such subgroups in hand OA patients may help inform decisions for pain treatment.ObjectivesTo determine and characterize subgroups with different hand pain trajectories over four years in hand OA patients.MethodsData from the ongoing HOSTAS (Hand OSTeoArthritis in Secondary care) cohort were used, collected from consecutive patients at the LUMC Rheumatology outpatient clinic with primary hand OA followed for four years. Hand pain measurements were collected annually starting at baseline with the AUSCAN pain questionnaire (range 0-20).Development of pain over time was modelled using latent class growth analysis (LCGA), dividing the cohort into subgroups based on differences in pain development. The optimal model was selected based on the AIC, BIC, entropy and likelihood ratio test for models with n vs n-1 classes. LCGA requires ≥2 measurements per case, so patients with less were excluded.Associations of LCGA classes with baseline demographics and factors associated with hand pain were analyzed using multinomial logistic regression.ResultsOf 538 participants, 484 completed the AUSCAN at ≥2 timepoints. Data of excluded patients were missing at random. Included and excluded patients were comparable. Of included participants 86% were women, mean (SD) age was 60.8 (8.5), 29% had erosive disease, median (IQR) symptom duration was 5.2 (1.9-12.2), 91% fulfilled the ACR criteria for hand OA. Mean AUSCAN pain score was 9.3 (4.3).LCGA yielded five classes (Figure 1). Classes were characterized by different pain levels at baseline; mean level of pain remained stable over time. Classes with more pain were associated with more erosive disease, higher tender joint count, longer symptom duration, more comorbidities, worse AUSCAN function scores and worse SF-36 and HADS scores (Table 1).Figure 1.LCGA trajectories.Trajectories of AUSCAN pain identified by latent class growth analysis. Least pain to most pain, named class 1 (pink), class 2 (red), class 3 (brown), class 4 (blue) and class 5 (green).Table 1.Multinomial logistic regression for associations with 5 LCGA classesOR (95% CI)Baseline1 (N=37)2 (N=104)3 (N=171)4 (N=131)5 (N=41)Erosive disease11.20 (0.45-3.18)1.48 (0.55-4.03)1.23 (0.41-3.70)1.21 (0.30-4.87)Symptom duration, years;11.05 (0.97-1.13)1.09 (1.01-1.18)1.13 (1.04-1.22)1.12 (1.03-1.23)KL sum score11.01 (0.98-1.05)1.01 (0.98-1.05)1.02 (0.99-1.06)1.03 (0.99-1.08)Tender joint count11.17 (0.98-1.39)1.20 (1.00-1.44)1.28 (1.07-1.54)1.29 (1.06-1.57)AUSCAN function10.98 (0.90-1.08)1.08 (0.99-1.18)1.17 (1.06-1.30)1.31 (1.13-1.51)SF-36-PCS10.95 (0.89-1.02)0.90 (0.84-0.97)0.84 (0.77-0.91)0.81 (0.73-0.89)-MCS10.98 (0.90-1.06)0.96 (0.89-1.04)0.95 (0.87-1.03)0.90 (0.82-0.99)HADS-Depression11.28 (0.91-1.82)1.46 (1.02-2.09)1.50 (1.04-2.16)1.54 (1.04-2.28)-Anxiety11.09 (0.85-1.38)1.19 (0.93-1.54)1.19 (0.91-1.54)1.24 (0.92-1.65)No. Comorbidities11.64 (0.77-3.47)1.84 (0.86-3.90)2.22 (1.01-4.88)2.12 (0.89-5.06)Multinomial logistic regression of variables associated with LCGA classes adjusted for baseline AUSCAN pain, age, sex and BMI. Class 1 = least pain, class 5 = most pain. SF-36 = Short Form-36. MCS = Mental component scale. PCS = Physical component scale. HADS = Hospital anxiety and depression scale. SF-36 scores are standardized on age, sex and nationality with mean 50 and SD 10.ConclusionLatent class growth analysis showed five subgroups with different pain trajectories in hand OA patients, with differing baseline pain and stable pain over time. These subgroups were associated with disease characteristics, number of comorbidities, psychological distress and health-related quality of life. This knowledge can help develop treatment for hand OA patients and inform them about the disease course.Disclosure of Interests:None declared
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Pineda-Moncusí M, Strauss VY, Robinson DE, Swain S, Runhaar J, Kamps A, Dell’isola A, Turkiewicz A, Mallen C, Kuo CF, Coupland C, Doherty M, Sarmanova A, Englund M, Bierma-Zeinstra SMA, Zhang W, Prieto-Alhambra D, Khalid S. POS1124 EVALUATION OF COMORBIDITY PATTERNS AND IDENTIFICATION OF SUB-GROUPS IN PATIENTS DIAGNOSED WITH HIP OSTEOARTHRITIS IN 94,720 PATIENTS FROM SPAIN. Ann Rheum Dis 2022. [DOI: 10.1136/annrheumdis-2022-eular.3121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
BackgroundOsteoarthritis (OA) patients are more likely to have other comorbidities (Swain, Sarmanova et al. 2020). Improving the understanding of comorbidity profiles of OA patients may lead to improvement in their clinical care.ObjectivesTo identify sub-groups in patients diagnosed with hip OA using patterns of comorbidity.MethodsRoutinely-collected data of individuals ≥18 years with an incident diagnosis of hip OA (baseline/time of diagnosis), with at least 1 year of follow-up in SIDIAP (Information System for Research in Primary Care, a primary case database from Spain) were collected from January 1st 2006 to June 31st 2020. Those with soft-tissue disorders or other bone/cartilage diseases at the same joint in the year prior/after baseline were excluded. Comorbidities associated with OA in the literature and present in ≥1% of the study population were included. Clusters of comorbidities were identified at baseline using latent class analysis (LCA), a soft clustering method that classifies individuals according to the distribution of their measured items. The number of clusters or sub-groups within the study population was decided by comparing goodness of fit parameters (CAIC, BIC, ABIC) and log-likelihood changes of models from 2 to 8 clusters. The selected model was externally evaluated by a survival analysis assessing 10 years mortality within each cluster, where the weight of the posterior probability was used as a probability of sampling weight.ResultsWe identified 94,720 individuals with an incident diagnosis of hip OA, 56.3% women and 43.7% men, with a mean age (SD) of 67.2 (13.1) years. We selected the LCA model with 5 clusters that could be described as: healthier (lower prevalence of all comorbidities than average in the cohort), multimorbidity (higher prevalence of all comorbidities, multiple comorbidities), back/neck pain plus mental health (B/N-mental), cardiovascular disease (CVD), and metabolic syndrome (MetS) (Figure 1). Cox regression (HR [95CI%]) showed higher mortality risk for multimorbidity (3.76 [3.70-3.83]), CVD (1.56 [1.53-1.59]) and MetS (4.56 [4.35-4.78]), compared to healthy. No difference was observed for B/N-mental cluster.Figure 1.Distribution of comorbidities within each cluster using latent class analysis. Clusters were described as Healthier, Multimorbidity, B/N-mental, CVD and MetS. Black horizontal lines represent the prevalence of the comorbidity before the clusterization. Abbreviations: Healthier, lower prevalence of all comorbidities; Multimorbidity, higher prevalence of all comorbidities; B/N-mental, back/neck pain plus mental health disorders; CVD, cardiovascular disease; Met, metabolic syndrome; Bhp, benign prostate hypertrophy; Chd, chronic heart disease; Chf, chronic heart failure; Ckd, chronic kidney disease; Copd, chronic obstructive pulmonary disease; Gbs, gall bladder stone; Gerd, gastroesophageal reflux disease; Ibd, inflammatory bowel disease; Ovd, other vessel diseases; Substance, substance abuse.ConclusionClustering of co-morbidities in hip OA patients at the time of diagnosis has the potential to detect sub-groups of hip OA patients who might require additional care.References[1]Swain, S., A. Sarmanova, C. Coupland, M. Doherty and W. Zhang (2020). “Comorbidities in Osteoarthritis: A Systematic Review and Meta-Analysis of Observational Studies.” Arthritis Care Res (Hoboken) 72(7): 991-1000.AcknowledgementsWe thank the Patient Research Participants (PRP) members Jenny Cockshull, Stevie Vanhegan, and Irene Pitsillidou for their involvement since the beginning of the project. We would like to thank the FOREUM for financially supporting the research.Disclosure of InterestsNone declared
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Kamps A, Runhaar J, de Wilde M, de Ridder M, van der Lei J, Swain S, Zhang W, Prieto-Alhambra D, Englund M, de Schepper E, Bierma-Zeinstra SMA. OP0225 RISK OF COMORBIDITY FOLLOWING OSTEOARTHRITIS DIAGNOSIS: A COHORT STUDY IN THE NETHERLANDS FROM THE FOREUM* INITIATIVE. Ann Rheum Dis 2022. [DOI: 10.1136/annrheumdis-2022-eular.836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
BackgroundOsteoarthritis (OA) is a common and disabling disease that places a significant burden on both patients and health care systems. Previous studies have already shown that patients with OA have a higher risk of developing comorbidities. However, many focused on one or a few conditions only, or did not consider the chronology of the disease onset relative to OA.ObjectivesTo determine the risk of physician-diagnosed comorbidity following the diagnosis of knee or hip OA, using electronic health records in the Netherlands.MethodsA cohort study was conducted using the Integrated Primary Care Information (IPCI) database, an electronic health record database with medical records of 2.5 million patients from Dutch general practice. The study population consisted of patients aged 18 years or older, that were at risk for incident OA and comorbidity. Diagnosis of knee or hip OA (i.e. exposure) was defined as the first registration of the corresponding diagnostic code from the International Classification of Primary Care (ICPC) coding system in the medical record. Fifty-eight long-term comorbidities (i.e. outcome) were selected and defined by their corresponding ICPC codes.Patients’ follow-up started after registration in the database, and ended at the diagnosis date of the comorbidity (i.e. event), or at deregistration, death or at December 31st, 2019 (i.e. censoring), whichever came first. Exposure to knee or hip OA was a time-varying exposure: time between the start of follow-up and diagnosis of OA was defined as unexposed time, and between diagnosis of OA and the end of follow-up as exposed time. Patients’ age was used as time axis to correct for age non-linearly. Sex-adjusted hazard ratios (HRs) comparing exposed and unexposed patient status were estimated with 99.9% confidence intervals (CI).ResultsThe study population consisted of 1,890,712 patients. For 11 of the 58 studied comorbidities exposure to knee OA showed a statistically significant HR larger than 1, indicating an increased risk of being diagnosed with these comorbidities after a diagnosis of knee OA. For none of the comorbidities there was a statistically significant negative association (HR<1) with exposure to knee OA. For 7 comorbidities exposure to hip OA showed a statistically significant HR larger than 1. Again, for all other comorbidities the HR of hip OA was non-significant. For an overview of the statistically significant positive associations see Table 1.Table 1.Comorbidities with significant HRs of exposure to knee or hip OAKnee OAHip OAComorbidityHR99.9% CIComorbidityHR99.9% CIAnemia1.331.091.64Anemia1.291.021.63Back pain1.281.041.57Atrial fibrillation1.461.141.88Cataract1.271.021.59Fibromyalgia6.091.2529.53Chronic kidney disease1.301.061.59Peripheral vascular disease1.641.092.49Coronary heart disease1.341.031.75Sleeping disorder1.441.101.87Gout1.431.012.03Solid malignancy1.321.111.55Hearing loss1.341.001.79Spinal disc herniation2.031.462.83Neck pain1.581.162.16Obesity2.021.063.83Sleeping disorder1.331.041.69Thromboembolic disease1.401.011.94ConclusionThis study showed that certain comorbidities were diagnosed more often in patients exposed to knee or hip OA, and none were less frequently diagnosed in patients exposed OA. This suggests that the management of OA should consider the risk of other long-term-conditions and that further research on causality between OA and comorbidity is needed.References[1]*https://www.foreum.org/projects.cfm?projectid=159AcknowledgementsWe thank the Patient Research Participants members Jenny Cockshull, Stevie Vanhegan, and Irene Pitsillidou for their involvement in the project. We would like to thank the FOREUM for financially supporting the research.Disclosure of InterestsNone declared
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Wang Q, Runhaar J, Kloppenburg M, Boers M, Bijlsma J, Bierma-Zeinstra S. Diagnosis for early stage knee osteoarthritis: probability stratification, internal and external validation; data from the CHECK and OAI cohorts. Semin Arthritis Rheum 2022; 55:152007. [DOI: 10.1016/j.semarthrit.2022.152007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 03/22/2022] [Accepted: 04/11/2022] [Indexed: 10/18/2022]
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Hall M, van der Esch M, Hinman RS, Peat G, de Zwart A, Quicke JG, Runhaar J, Knoop J, van der Leeden M, de Rooij M, Meulenbelt I, Vliet Vlieland T, Lems WF, Holden MA, Foster NE, Bennell KL. How does hip osteoarthritis differ from knee osteoarthritis? Osteoarthritis Cartilage 2022; 30:32-41. [PMID: 34600121 DOI: 10.1016/j.joca.2021.09.010] [Citation(s) in RCA: 42] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Revised: 09/01/2021] [Accepted: 09/21/2021] [Indexed: 02/02/2023]
Abstract
Hip and knee osteoarthritis (OA) are leading causes of global disability. Most research to date has focused on the knee, with results often extrapolated to the hip, and this extends to treatment recommendations in clinical guidelines. Extrapolating results from research on knee OA may limit our understanding of disease characteristics specific to hip OA, thereby constraining development and implementation of effective treatments. This review highlights differences between hip and knee OA with respect to prevalence, prognosis, epigenetics, pathophysiology, anatomical and biomechanical factors, clinical presentation, pain and non-surgical treatment recommendations and management.
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Affiliation(s)
- M Hall
- Centre for Health Exercise and Sports Medicine, Department of Physiotherapy, School of Health Sciences, The University of Melbourne, Australia
| | - M van der Esch
- Reade, Center for Rehabilitation and Rheumatology, Amsterdam, the Netherlands; Center of Expertise Urban Vitality, University of Applied Sciences Amsterdam, the Netherlands
| | - R S Hinman
- Centre for Health Exercise and Sports Medicine, Department of Physiotherapy, School of Health Sciences, The University of Melbourne, Australia
| | - G Peat
- Primary Care Centre Versus Arthritis, School of Medicine, Keele University, UK
| | - A de Zwart
- Reade, Center for Rehabilitation and Rheumatology, Amsterdam, the Netherlands
| | - J G Quicke
- Primary Care Centre Versus Arthritis, School of Medicine, Keele University, UK
| | - J Runhaar
- Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - J Knoop
- Vrije Universiteit Amsterdam, the Netherlands
| | - M van der Leeden
- Reade, Center for Rehabilitation and Rheumatology, Amsterdam, the Netherlands; Amsterdam UMC, Location VUmc, Department of Rheumatology, Amsterdam, the Netherlands
| | - M de Rooij
- Reade, Center for Rehabilitation and Rheumatology, Amsterdam, the Netherlands
| | | | | | - W F Lems
- Reade, Center for Rehabilitation and Rheumatology, Amsterdam, the Netherlands; Amsterdam UMC, Location VUmc, Department of Rheumatology, Amsterdam, the Netherlands
| | - M A Holden
- Primary Care Centre Versus Arthritis, School of Medicine, Keele University, UK
| | - N E Foster
- Primary Care Centre Versus Arthritis, School of Medicine, Keele University, UK; STARS Research and Education Alliance, Surgical Treatment and Rehabilitation Service (STARS), The University of Queensland and Metro North Hospital and Health Service, Queensland, Australia
| | - K L Bennell
- Centre for Health Exercise and Sports Medicine, Department of Physiotherapy, School of Health Sciences, The University of Melbourne, Australia.
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Whittaker JL, Runhaar J, Bierma-Zeinstra S, Roos EM. A lifespan approach to osteoarthritis prevention. Osteoarthritis Cartilage 2021; 29:1638-1653. [PMID: 34560260 DOI: 10.1016/j.joca.2021.06.015] [Citation(s) in RCA: 38] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/30/2021] [Revised: 05/27/2021] [Accepted: 06/18/2021] [Indexed: 02/02/2023]
Abstract
Prevention is an attractive solution for the staggering and increasingly unmanageable burden of osteoarthritis. Despite this, the field of osteoarthritis prevention is relatively immature. To date, most of what is known about preventing osteoarthritis and risk factors for osteoarthritis is relative to the disease (underlying biology and pathophysiology) of osteoarthritis, with few studies considering risk factors for osteoarthritis illness, the force driving the personal, financial and societal burden. In this narrative review we will discuss what is known about osteoarthritis prevention, propose actionable prevention strategies related to obesity and joint injury which have emerged as important modifiable risk factors, identify where evidence is lacking, and give insight into what might be possible in terms of prevention by focussing on a lifespan approach to the illness of osteoarthritis, as opposed to a structural disease of the elderly. By targeting a non-specialist audience including scientists, clinicians, students, industry employees and others that are interested in osteoarthritis but who do not necessarily focus on osteoarthritis, the goal is to generate discourse and motivate inquiry which propel the field of osteoarthritis prevention into the mainstream.
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Affiliation(s)
- J L Whittaker
- Department of Physical Therapy, Faculty of Medicine, University of British Columbia, Arthritis Research Canada, Canada.
| | - J Runhaar
- Erasmus MC University Medical Center Rotterdam, Department of General Practice, Rotterdam, the Netherlands.
| | - S Bierma-Zeinstra
- Erasmus MC University Medical Center Rotterdam, Department of General Practice, Rotterdam, the Netherlands; Erasmus MC University Medical Center Rotterdam, Department of General Practice, and Department of Orthopaedics, Rotterdam, the Netherlands.
| | - E M Roos
- Department of Sports Science and Clinical Biomechanics, Musculoskeletal Function and Physiotherapy, University of Southern Denmark, Denmark.
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De Kanter J, Oei E, Schiphof D, Van Meer B, Van Middelkoop M, Reijman M, Bierma-Zeinstra S, Runhaar J, Van der Heijden R. Prevalence of small osteophytes on knee MRI in several large clinical and population-based studies of various age groups and OA risk factors. Osteoarthritis and Cartilage Open 2021; 3:100187. [DOI: 10.1016/j.ocarto.2021.100187] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Revised: 05/18/2021] [Accepted: 05/25/2021] [Indexed: 10/21/2022] Open
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Dell’isola A, Kiadaliri A, Turkiewicz A, Hughes V, Magnusson K, Runhaar J, Bierma-Zeinstra SMA, Englund M. AB0678 RATES OF SURGICAL PROCEDURES OF THE KNEE AND HIP DURING THE “FIRST WAVE” OF COVID 19 IN SWEDEN. Ann Rheum Dis 2021. [DOI: 10.1136/annrheumdis-2021-eular.2494] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Background:Many countries imposed lockdowns in March 2020, in anticipation of the “first wave” of COVID-19 and the massive healthcare resources required to meet its acute medical needs. Sweden adopted a different strategy to contain the epidemic, opting for non-binding recommendations. Nonetheless, elective and acute surgical procedures in health care may have been affected.Objectives:To investigate the effect of the “first-wave” of COVID-19 and the government’s response in Sweden on the rates of total joint replacements (TJR), arthroscopies, and fracture surgeries of the knee and hip.Methods:We used register data for the entire population of Skåne, the southernmost region in Sweden with 1.3 million inhabitants (13% of the total Swedish population). We identified all residents aged ≥18 years who between 1st January 2015 and 31st November 2020 underwent any of the following surgical procedures of the knee or hip: TJR (TJR due to fracture excluded), arthroscopy, and surgery due to fracture (including TJR). To demarcate pre-event and post-event periods, we established a differentiation point corresponding to mid-March 2020, the timepoint at which the the Swedish Public Health Agency began recommending social distancing, working from home, distance learning for secondary schools and universities,. At the aggregate level, we modelled the number of surgeries per 10,000 adults from January 2015 up to September 2020. We did an interrupted time-series (ITSA) analysis using segmented ordinary least-squares regression to estimate changes in the levels and trends of surgical procedures compared to pre-COVID-19 levels, adjusting for seasonal variations. The month of March was treated as a “phase-in” period to give time for the new recommendations to be implemented. In addition, we estimated the absolute and relative difference (with its 95% confidence interval [CI]) between the predicted and the counterfactual scenario in the monthly number of surgeries from April 2020, where the counterfactual is the rate of surgery that would have been expected if COVID-19 had not happened. To account for the possibility that other co-occurring events may be responsible for the observed changes, we assessed changes in the number of surgeries due to fractures, which are normally treated as emergencies that cannot be cancelled or rescheduled, and thus should be less affected, at least by policies at the hospital level.Results:We identified a total of 20,831 TJRs, 12,156 arthroscopies and 15,041 fracture surgeries of the knee or hip over the study period. The monthly rate of surgeries and ITSAs are presented in Figure 1, with the pre-COVID period starting from February 2019 for readability (Figure 1). The results suggest that in April 2020, there was a decrease of 2.08 (95%CI 1.81; 2.35) TJRs per 10,000 adults which corresponds to a decrease of 74% (95%CI 65%; 85%) when compared to the counterfactual scenario. This was followed by a positive trend signifying a monthly increase of 0.36 (95%CI 0.31; 0.40) TJRs per 10,000 adults. The rate of arthroscopies followed a similar pattern with a decrease of 0.55 (95%CI 0.39; 0.71) arthroscopies per 10,000 adults in April, which corresponds to a 49% decrease (95%CI 28%; 63%) followed by a positive trend signifying a monthly increase of 0.11 (95%CI 0.07; 0.15) arthroscopies per 10,000 adults. The rate of surgery due to knee or hip fractures showed no decrease in April and was followed by a negative trend signifying a monthly decrease of 0.03 (95%CI 0.002; 0.04) surgeries per 10,000 adults.Conclusion:In Sweden, we observed a marked decrease in the number of typical elective knee and hip surgeries such as TJRs and arthroscopies, following the government’s response to Covid-19. We then observed a slow but steady recovery that brought the rates of procedures towards expected levels by Fall 2020, before the “second wave” hit the country. The number of acute fracture surgeries showed no sharp drop, instead showing a steady and slow decline potentially due to reduction in commuting and in physical activities linked to recommendations of socialDisclosure of Interests:None declared
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Runhaar J, Kloppenburg M, Boers M, Bijlsma JWJ, Bierma-Zeinstra SMA. Towards developing diagnostic criteria for early knee osteoarthritis: data from the CHECK study. Rheumatology (Oxford) 2021; 60:2448-2455. [PMID: 33246329 PMCID: PMC8121451 DOI: 10.1093/rheumatology/keaa643] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2020] [Revised: 08/23/2020] [Indexed: 11/12/2022] Open
Abstract
Objectives There is a general consensus that a shift in focus towards early diagnosis and treatment of knee OA is warranted. However, there are no validated and widely accepted diagnostic criteria for early knee OA available. The current study aimed to take the first steps towards developing diagnostic criteria for early knee OA. Methods Data of 761 individuals with 1185 symptomatic knees at baseline were selected from the CHECK study. For CHECK, individuals with pain/stiffness of the knee, aged 45–65 years, who had no prior consultation or a first consultation with the general practitioner for these symptoms in the past 6 months were recruited and followed for 10 years. A group of 36 experts (17 general practitioners and 19 secondary care physicians) evaluated the medical records in pairs to diagnose the presence of clinically relevant knee OA 5–10 years after enrolment. A backward selection methods was used to create predictive models based on pre-defined baseline factors from history taking, physical examination, radiography and blood testing, using the experts’ diagnoses as gold standard outcome. Results Prevalence of clinically relevant knee OA during follow-up was 37%. Created models contained 7–11 baseline factors and obtained an area under the curve between 0.746 (0.002) and 0.764 (0.002). Conclusion The obtained diagnostic models for early knee OA had ‘fair’ predictive ability in individuals presenting with knee pain in primary care. Further modelling and validation of the identified predictive factors is required to obtain clinically feasible and relevant diagnostic criteria for early knee OA.
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Affiliation(s)
- J Runhaar
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam
| | - M Kloppenburg
- Department of Rheumatology, Leiden University Medical Center, Leiden
| | - M Boers
- Department of Epidemiology & Biostatistics, Amsterdam UMC, Amsterdam
| | - J W J Bijlsma
- Department of Rheumatology and Clinical Immunology, University Medical Center Utrecht, Utrecht
| | - S M A Bierma-Zeinstra
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam.,Department of Orthopaedics, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
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21
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Choudary R, Wang Q, Runhaar J. Comments on the paper presenting prediction models for incident hand OA in the HUNT study. Osteoarthritis Cartilage 2021; 29:290-291. [PMID: 33278603 DOI: 10.1016/j.joca.2020.07.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Accepted: 07/22/2020] [Indexed: 02/02/2023]
Affiliation(s)
- R Choudary
- Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Q Wang
- Department of General Practice, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - J Runhaar
- Department of General Practice, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.
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22
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Quicke J, Runhaar J, van der Windt D, Healey E, Foster N, Holden M. Moderators of the effects of therapeutic exercise for people with knee and hip osteoarthritis: A systematic review of sub-group analyses from randomised controlled trials. Osteoarthritis and Cartilage Open 2020; 2:100113. [DOI: 10.1016/j.ocarto.2020.100113] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Accepted: 10/21/2020] [Indexed: 10/23/2022] Open
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Kox JHAM, Groenewoud JH, Bakker EJM, Bierma-Zeinstra SMA, Runhaar J, Miedema HS, Roelofs PDDM. Reasons why Dutch novice nurses leave nursing: A qualitative approach. Nurse Educ Pract 2020; 47:102848. [PMID: 32781415 DOI: 10.1016/j.nepr.2020.102848] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2019] [Revised: 05/21/2020] [Accepted: 07/20/2020] [Indexed: 11/27/2022]
Abstract
Shortages in the nursing profession are increasing. It is, therefore, imperative to understand why novice nurses are leaving the profession. This qualitative study explores Dutch novice nurses' motives for leaving the profession. Individual semi-structured interviews were held with seventeen former novice nurses who had decided to leave nursing within two years after graduation. Data was collected and analysed following the principles of Thematic Analysis, leading to six themes; 1) Lack of challenge; ambitious to progress further in management or research roles. 2) Lack of passion; no feeling of passion for patient care. 3) Lack of perceived competence; not feeling "up to the challenge". 4) Lack of job satisfaction due to heavy workload; work-life imbalance and inability to deliver high-quality care. 5) Lack of work capacity due to non-work-related health conditions; unmet requirements for job or work environment adjustment. 6) Lack of feeling of belonging; suffering from a negative attitude of colleagues to one another. To prevent novice nurse professional turnover, measures such as capacity building, supervisor support and a tailored personal development plan could be taken. To make novice nurses feel safe and reassured, support from colleagues and supervisors is important. Such measures require thoughtful implementation and evaluation.
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Affiliation(s)
- J H A M Kox
- Rotterdam University of Applied Sciences, Innovations in Care, Rotterdam, the Netherlands; Erasmus Medical Center, Department of General Practice, Rotterdam, the Netherlands.
| | - J H Groenewoud
- Rotterdam University of Applied Sciences, Innovations in Care, Rotterdam, the Netherlands
| | - E J M Bakker
- Rotterdam University of Applied Sciences, Innovations in Care, Rotterdam, the Netherlands; Amsterdam UMC, Vrije Universiteit Amsterdam, Department of Public and Occupational Health, Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - S M A Bierma-Zeinstra
- Erasmus Medical Center, Department of General Practice, Rotterdam, the Netherlands; Erasmus Medical Center, Department of Orthopaedics, Rotterdam, the Netherlands
| | - J Runhaar
- Erasmus Medical Center, Department of General Practice, Rotterdam, the Netherlands
| | - H S Miedema
- Rotterdam University of Applied Sciences, Innovations in Care, Rotterdam, the Netherlands
| | - P D D M Roelofs
- Rotterdam University of Applied Sciences, Innovations in Care, Rotterdam, the Netherlands; Erasmus Medical Center, Department of General Practice, Rotterdam, the Netherlands
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Oole B, Meuffels DE, Oei EHG, Runhaar J. Comment on: 'Anterior cruciate ligament reconstruction performed within 12 months of the index injury is associated with a lower rate of medial meniscus tears' by Mok et al. Knee Surg Sports Traumatol Arthrosc 2019; 27:4062-4063. [PMID: 30511097 DOI: 10.1007/s00167-018-5315-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/20/2018] [Accepted: 11/29/2018] [Indexed: 10/27/2022]
Affiliation(s)
- B Oole
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Postbus 2040, 3000 CA, Rotterdam, The Netherlands
| | - D E Meuffels
- Department of Orthopedic Surgery, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - E H G Oei
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - J Runhaar
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Postbus 2040, 3000 CA, Rotterdam, The Netherlands.
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Schiphof D, Runhaar J, Waarsing JH, van Spil WE, van Middelkoop M, Bierma-Zeinstra SMA. The clinical and radiographic course of early knee and hip osteoarthritis over 10 years in CHECK (Cohort Hip and Cohort Knee). Osteoarthritis Cartilage 2019; 27:1491-1500. [PMID: 31202721 DOI: 10.1016/j.joca.2019.06.002] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/08/2018] [Revised: 05/29/2019] [Accepted: 06/03/2019] [Indexed: 02/02/2023]
Abstract
OBJECTIVE To describe the radiographic and symptomatic course in subjects with hip or knee complaints suspected of early osteoarthritis (OA). DESIGN CHECK (Cohort Hip and Cohort Knee) is a multicenter, prospective observational cohort study of 1,002 subjects with first complaints in knee(s) and/or hip(s) (age 56 ± 5 years; 79% female; body mass index (BMI) 26 ± 4 kg/m2). Visits took place at baseline and at 2, 5, 8, and 10 year follow-up. At each visit, questionnaires were administered, physical examination performed, and X-ray images obtained. Clinical OA was defined according to the clinical American College of Rheumatism (ACR) criteria. Radiographic OA (ROA) was defined as Kellgren and Lawrence score (K&L) ≥2. RESULTS 83% of the subjects reported knee pain, 59% hip pain, and 42% reported both hip and knee pain at baseline. 85% of the subjects completed 10-year follow-up. Pain scores remained rather stable over time, although individual scores fluctuated. A total of 138 subjects never fulfilled the clinical American College of Rheumatology (ACR) criteria. 60% (n = 601) had ROA in one or both knees, and 51% (n = 513) had ROA in one or both hips at 10 years. Only 13.5% of the subjects did not develop ROA after 10 years. Most joint replacements (n = 52 (57%)) took place in subjects with multiple affected joints. CONCLUSIONS The symptomatic course in subjects with hip or knee complaints suspected of OA remained fairly stable on population level, though individual scores fluctuated. The radiological course was progressive, with joint replacements particularly in subjects with both hip and knee OA.
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Affiliation(s)
- D Schiphof
- Department of General Practice, Erasmus University Medical Center, Rotterdam, the Netherlands.
| | - J Runhaar
- Department of General Practice, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - J H Waarsing
- Department of Orthopedics, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - W E van Spil
- Department of Rheumatology & Clinical Immunology, UMC Utrecht, Utrecht, the Netherlands
| | - M van Middelkoop
- Department of General Practice, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - S M A Bierma-Zeinstra
- Department of General Practice, Erasmus University Medical Center, Rotterdam, the Netherlands; Department of Orthopedics, Erasmus University Medical Center, Rotterdam, the Netherlands.
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Runhaar J, Beavers DP, Miller GD, Nicklas BJ, Loeser RF, Bierma-Zeinstra S, Messier SP. Inflammatory cytokines mediate the effects of diet and exercise on pain and function in knee osteoarthritis independent of BMI. Osteoarthritis Cartilage 2019; 27:1118-1123. [PMID: 31009749 DOI: 10.1016/j.joca.2019.04.009] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/12/2018] [Revised: 03/28/2019] [Accepted: 04/11/2019] [Indexed: 02/02/2023]
Abstract
OBJECTIVE Diet restriction and exercise form key treatments for osteoarthritis (OA) related symptoms in overweight and obese individuals. Although both interventions are known to influence systemic low-grade inflammation, which is related to pain levels and functional limitations, little is known about the potential changes in systemic inflammation as a working mechanism of diet restriction and exercise in knee OA. DESIGN Data from the Arthritis, Diet, and Activity Promotion Trial (ADAPT) were used. Through causal mediation analyses, the proportion of the effect of a 18 months diet and exercise intervention explained by the 18 months change in interleukin (IL)-6, TNF-α, soluble IL-6 receptor, soluble IL-1 receptor, CRP, and BMI were assessed, using self-reported pain and function as outcomes. RESULTS The change in inflammatory factors accounted for 15% of the total effect on pain and was totally independent of the change in BMI. The change in inflammatory factors accounted for 29% of the effect on function, with the change in BMI adding only 4% to the total mediated effect. CONCLUSIONS The change in inflammatory factors after the diet and exercise intervention was a 'medium' size mediator of the effect on pain and a 'strong' mediator for the effect on function in overweight and obese individuals with knee OA. The change in BMI added minimally to the mediated effect on function. These results highlight the relevance of changes in systemic inflammation as drivers for clinically relevant effects after diet and exercise in overweight and obese individuals with knee OA.
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Affiliation(s)
- J Runhaar
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands.
| | - D P Beavers
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, USA
| | - G D Miller
- Department of Health and Exercise Science, Wake Forest University, Winston-Salem, USA
| | - B J Nicklas
- Department of Health and Exercise Science, Wake Forest University, Winston-Salem, USA
| | - R F Loeser
- Thurston Arthritis Research Center, University of North Carolina, Chapel Hill, USA
| | - S Bierma-Zeinstra
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands; Department of Orthopedic Surgery, Erasmus MC University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - S P Messier
- Department of Health and Exercise Science, Wake Forest University, Winston-Salem, USA; Department of Health and Exercise Science, J. B. Snow Biomechanics Laboratory, Wake Forest University, Winston-Salem, USA
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Landsmeer MLA, de Vos BC, van der Plas P, van Middelkoop M, Vroegindeweij D, Bindels PJE, Oei EHG, Bierma-Zeinstra SMA, Runhaar J. Effect of weight change on progression of knee OA structural features assessed by MRI in overweight and obese women. Osteoarthritis Cartilage 2018; 26:1666-1674. [PMID: 30144512 DOI: 10.1016/j.joca.2018.08.006] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2018] [Revised: 07/17/2018] [Accepted: 08/06/2018] [Indexed: 02/02/2023]
Abstract
OBJECTIVE To evaluate the effects of weight change on progression of knee osteoarthritis (OA) structural features by magnetic resonance imaging (MRI) in overweight and obese women without clinical knee OA. DESIGN 347 participants from the Prevention of Knee Osteoarthritis in Overweight Females (PROOF) study were classified with latent class growth analysis into a subgroup with steady weight (n = 260; +0.1 ± 4.0 kg, +0.2 ± 4.4%), weight gain (n = 43; +8.6 ± 4.0 kg, +9.8 ± 4.1%) or weight loss (n = 44; -9.0 ± 7.2 kg, -9.8 ± 7.5%) over 2.5 years. Baseline and follow-up 1.5T MRIs were scored with MRI Osteoarthritis Knee Score (MOAKS) for progression of bone marrow lesions (BMLs), cartilage defects, osteophytes, meniscal abnormalities, meniscal extrusion and synovitis. Associations between subgroups and change in MRI features at knee-level were assessed using adjusted Generalized Estimating Equations. RESULTS 687 knees from 347 women (median age 55.2 years, interquartile range (IQR) 5.5, median body mass index (BMI) 31.2 kg/m2, IQR 5.3) were analyzed. Progression of synovitis was 18% in the weight gain vs 7% in the stable weight subgroup (OR 2.88; 95%CI 1.39-5.94). The odds for progression of patellofemoral (PF) BMLs and cartilage defects increased with 62% (OR 1.62; 95%CI 0.92-2.84) and 53% (OR 1.53; 95%CI 0.92-2.56) in the weight gain vs the stable weight subgroup. CONCLUSIONS In overweight and obese women, progression of synovitis increased more than 2.5 times in a weight gain compared to a stable weight subgroup over 2.5 years. Large effect sizes were also found for the difference in progression of PF BMLs and PF cartilage defects between the weight gain and stable weight subgroup.
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Affiliation(s)
- M L A Landsmeer
- Department of General Practice, Erasmus MC, University Medical Center Rotterdam, The Netherlands.
| | - B C de Vos
- Department of General Practice, Erasmus MC, University Medical Center Rotterdam, The Netherlands.
| | - P van der Plas
- Department of Radiology, Spijkenisse Medical Center, Spijkenisse, The Netherlands.
| | - M van Middelkoop
- Department of General Practice, Erasmus MC, University Medical Center Rotterdam, The Netherlands.
| | - D Vroegindeweij
- Department of Radiology, Maasstad Hospital, Rotterdam, The Netherlands.
| | - P J E Bindels
- Department of General Practice, Erasmus MC, University Medical Center Rotterdam, The Netherlands.
| | - E H G Oei
- Department of Radiology & Nuclear Medicine, Erasmus MC, University Medical Center Rotterdam, the Netherlands.
| | - S M A Bierma-Zeinstra
- Department of General Practice, Erasmus MC, University Medical Center Rotterdam, The Netherlands; Department of Orthopaedics, Erasmus MC, University Medical Center Rotterdam, The Netherlands.
| | - J Runhaar
- Department of General Practice, Erasmus MC, University Medical Center Rotterdam, The Netherlands.
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Schiphof D, van den Driest JJ, Runhaar J. Osteoarthritis year in review 2017: rehabilitation and outcomes. Osteoarthritis Cartilage 2018; 26:326-340. [PMID: 29330103 DOI: 10.1016/j.joca.2018.01.006] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/12/2017] [Revised: 12/14/2017] [Accepted: 01/02/2018] [Indexed: 02/02/2023]
Abstract
OBJECTIVE The purpose of this systematic review was to describe studies examining rehabilitation for people with osteoarthritis (OA) and to summarize findings from selected key systematic reviews (SRs) and randomized controlled trials (RCTs). DESIGN A systematic search was performed using Pubmed, Embase and Cochrane databases from April 1st 2016 to May 15th 2017 using the terms 'osteoarthritis', 'randomized controlled trial', and 'systematic review'. Inclusion criteria were: clinically or radiologically diagnosed patients with OA, rehabilitation treatment, RCT or SRs. A selection of the included studies is discussed based on study quality and perceived importance to the field; including those that are innovative, inform the direction of the field or generate controversy. Methodological quality of the included studies was assessed using the PEDro-scale for RCTs and the Amstar guideline for SRs. RESULTS From 1211 articles, 80 articles met the eligibility criteria including 21 SRs and 61 RCTs. The median of the methodological quality of the SRs and RCTs was 7 (2-9) and 6 (3-10), respectively. The studies were grouped into several themes, covering the most important rehabilitation fields. CONCLUSIONS Striking is the small number of studies investigating another joint (18%) than the knee (82%). Exercise is the most common treatment evaluated and should be accompanied with education to effectuate a behavioural change in physical activity of people with OA. No new insights in the field of braces (or orthoses) and in the field of acupuncture were found.
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Affiliation(s)
- D Schiphof
- Department of General Practice, Erasmus MC University Medical Center, Rotterdam, The Netherlands.
| | - J J van den Driest
- Department of General Practice, Erasmus MC University Medical Center, Rotterdam, The Netherlands.
| | - J Runhaar
- Department of General Practice, Erasmus MC University Medical Center, Rotterdam, The Netherlands.
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Lazzarini N, Runhaar J, Bay-Jensen AC, Thudium CS, Bierma-Zeinstra SMA, Henrotin Y, Bacardit J. A machine learning approach for the identification of new biomarkers for knee osteoarthritis development in overweight and obese women. Osteoarthritis Cartilage 2017; 25:2014-2021. [PMID: 28899843 DOI: 10.1016/j.joca.2017.09.001] [Citation(s) in RCA: 51] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/08/2017] [Revised: 08/16/2017] [Accepted: 09/02/2017] [Indexed: 02/02/2023]
Abstract
OBJECTIVE Knee osteoarthritis (OA) is among the higher contributors to global disability. Despite its high prevalence, currently, there is no cure for this disease. Furthermore, the available diagnostic approaches have large precision errors and low sensitivity. Therefore, there is a need for new biomarkers to correctly identify early knee OA. METHOD We have created an analytics pipeline based on machine learning to identify small models (having few variables) that predict the 30-months incidence of knee OA (using multiple clinical and structural OA outcome measures) in overweight middle-aged women without knee OA at baseline. The data included clinical variables, food and pain questionnaires, biochemical markers (BM) and imaging-based information. RESULTS All the models showed high performance (AUC > 0.7) while using only a few variables. We identified both the importance of each variable within the models as well its direction. Finally, we compared the performance of two models with the state-of-the-art approaches available in the literature. CONCLUSIONS We showed the potential of applying machine learning to generate predictive models for the knee OA incidence. Imaging-based information were found particularly important in the proposed models. Furthermore, our analysis confirmed the relevance of known BM for knee OA. Overall, we propose five highly predictive small models that can be possibly adopted for an early prediction of knee OA.
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Affiliation(s)
- N Lazzarini
- ICOS Research Group, School of Computing, Newcastle University, UK; D-BOARD Consortium, An FP7 Programme By the European Committee
| | - J Runhaar
- D-BOARD Consortium, An FP7 Programme By the European Committee; Erasmus University Medical Center Rotterdam, the Netherlands, Dept. of General Practice
| | - A C Bay-Jensen
- D-BOARD Consortium, An FP7 Programme By the European Committee; Nordic Bioscience, Copenhagen, Denmark
| | - C S Thudium
- D-BOARD Consortium, An FP7 Programme By the European Committee; Nordic Bioscience, Copenhagen, Denmark
| | - S M A Bierma-Zeinstra
- D-BOARD Consortium, An FP7 Programme By the European Committee; Erasmus University Medical Center Rotterdam, the Netherlands, Dept. of General Practice; Erasmus University Medical Center Rotterdam, the Netherlands, Dept. of Orthopedics
| | - Y Henrotin
- D-BOARD Consortium, An FP7 Programme By the European Committee; University of Liège, Belgium; Artialis SA, Liège, Belgium
| | - J Bacardit
- ICOS Research Group, School of Computing, Newcastle University, UK; D-BOARD Consortium, An FP7 Programme By the European Committee.
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Gielis WP, Welsing PMJ, van Spil WE, Runhaar J, Weinans H, de Jong PA. A sex-specific association between incident radiographic osteoarthritis of hip or knee and incident peripheral arterial calcifications: 8-year prospective data from Cohort Hip and Cohort Knee (CHECK). Osteoarthritis Cartilage 2017; 25:1814-1821. [PMID: 28757188 DOI: 10.1016/j.joca.2017.07.016] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2017] [Revised: 05/26/2017] [Accepted: 07/19/2017] [Indexed: 02/02/2023]
Abstract
OBJECTIVES There is sparse evidence for a relationship between cardiovascular disease (CVD) and osteoarthritis (OA). We investigated the association between incidence of arterial calcifications and incidence of radiographic knee and/or hip OA. DESIGN We used baseline and 8-year follow-up data of Cohort Hip and Cohort Knee (CHECK). Knees and hips were either Kellgren-Lawrence (KL) grade 0 or 1 at baseline. Arterial calcifications were scored on hip and knee radiographs using a four-grade scale. Scores were summed for patient-level analyses. To investigate incidence, participants with arterial calcifications at baseline or missing follow-up were excluded. Incident OA was defined per joint as KL ≥ 2 or prosthesis at year eight. The association between incidenct of arterial calcifications and incident OA was studied using mixed-effects logistic regression. RESULTS Of 763 participants included, 623 (82%) were women. Mean (sd) age was 56 (5.1) years, mean (sd) body mass index (BMI) 26.2 (4.1) kg/m2. Arterial calcifications developed in 174 participants (283 joints). OA developed in 456 participants (778 joints). Sex modified the association between arterial calcification and OA. In women, incident arterial calcification around a joint was positively associated with incident OA in that joint (adjusted OR 2.51 (95% CI 1.57-4.03)). In men, no association was observed on joint-level, but at patient-level the arterial calcification sum score was negatively associated with incident OA (adjusted OR per point increase 0.70 (95% CI 0.54-0.90)) indicating a systemic effect. CONCLUSIONS We observed sex-dependent associations between incident arterial calcification and incident radiographic knee and/or hip OA, which differs between joint- and patient-level.
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Affiliation(s)
- W P Gielis
- UMC Utrecht, Department of Orthopedics, Utrecht, The Netherlands; UMC Utrecht, Department of Radiology, Utrecht, The Netherlands.
| | - P M J Welsing
- UMC Utrecht, Department of Rheumatology & Clinical Immunology, Utrecht, The Netherlands.
| | - W E van Spil
- UMC Utrecht, Department of Rheumatology & Clinical Immunology, Utrecht, The Netherlands.
| | - J Runhaar
- Erasmus, University Medical Center Rotterdam, Department of General Practice, Rotterdam, The Netherlands.
| | - H Weinans
- UMC Utrecht, Department of Orthopedics, Utrecht, The Netherlands; UMC Utrecht, Department of Rheumatology & Clinical Immunology, Utrecht, The Netherlands; Delft University of Technology (TU Delft), Department of Biomechanical Engineering, Delft, The Netherlands.
| | - P A de Jong
- UMC Utrecht, Department of Radiology, Utrecht, The Netherlands.
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Eijkenboom JJFA, Runhaar J. Exploring the Results of a Pilot Study on the Combination of Exercise Therapy and Analgesics for the Treatment of Osteoarthritis Patients with Severe Pain: Comment on the Article by van Tunen et al. Arthritis Care Res (Hoboken) 2017; 69:763. [DOI: 10.1002/acr.23145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2016] [Accepted: 11/01/2016] [Indexed: 11/06/2022]
Affiliation(s)
| | - J. Runhaar
- Erasmus University Medical Center Rotterdam; Rotterdam The Netherlands
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Runhaar J, Bierma-Zeinstra SMA. Should exercise therapy for chronic musculoskeletal conditions focus on the anti-inflammatory effects of exercise? Br J Sports Med 2016; 51:762-763. [DOI: 10.1136/bjsports-2016-096489] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/20/2016] [Indexed: 11/03/2022]
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Landsmeer MLA, Runhaar J, van der Plas P, van Middelkoop M, Vroegindeweij D, Koes B, Bindels PJE, Oei EHG, Bierma-Zeinstra SMA. Reducing progression of knee OA features assessed by MRI in overweight and obese women: secondary outcomes of a preventive RCT. Osteoarthritis Cartilage 2016; 24:982-90. [PMID: 26748391 DOI: 10.1016/j.joca.2015.12.016] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/26/2015] [Revised: 12/17/2015] [Accepted: 12/23/2015] [Indexed: 02/02/2023]
Abstract
OBJECTIVE To evaluate the preventive effects of a randomized controlled trial on progression of Magnetic Resonance Imaging (MRI) features of knee osteoarthritis (OA) in overweight and obese women. DESIGN In a 2 × 2 factorial design, 2.5 years effects of a diet and exercise program and of glucosamine sulphate (double-blind, placebo-controlled) were evaluated in 407 middle-aged women with body mass index (BMI) ≥ 27 kg/m(2) without clinical signs of knee OA at baseline (ISRCTN 42823086). MRIs were scored with the MRI Osteoarthritis Knee Score (MOAKS). Progression was defined for bone marrow lesions (BMLs), cartilage defects, osteophytes, meniscal abnormalities and meniscal extrusion. Analyses on knee level were performed over the four intervention groups using adjusted Generalized Estimating Equations (GEE). RESULTS 687 knees of 347 women with mean age 55.7 years (±3.2 SD) and mean BMI 32.3 kg/m(2) (±4.2 SD) were analyzed. Baseline prevalence was 64% for BMLs, 70% for cartilage defects, 24% for osteophytes, 66% for meniscal abnormalities and 52% for meniscal extrusions. The diet and exercise program + placebo intervention showed significantly less progression of meniscal extrusion compared to placebo only (12% vs 22%, OR 0.50, 95% CI [0.27-0.92]). The interventions did not result in significant differences on other OA MRI features. CONCLUSIONS In subjects at high risk for future knee OA development, a diet and exercise program, glucosamine sulphate and their combination showed small and mainly non-significant effects on the progression of OA MRI features. Only progression of meniscal extrusion was significantly diminished by the diet and exercise program.
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Affiliation(s)
- M L A Landsmeer
- Department of General Practice, Erasmus MC, University Medical Center Rotterdam, The Netherlands.
| | - J Runhaar
- Department of General Practice, Erasmus MC, University Medical Center Rotterdam, The Netherlands.
| | - P van der Plas
- Department of Radiology, Maasstad Hospital, Rotterdam, The Netherlands.
| | - M van Middelkoop
- Department of General Practice, Erasmus MC, University Medical Center Rotterdam, The Netherlands.
| | - D Vroegindeweij
- Department of Radiology, Maasstad Hospital, Rotterdam, The Netherlands.
| | - B Koes
- Department of General Practice, Erasmus MC, University Medical Center Rotterdam, The Netherlands.
| | - P J E Bindels
- Department of General Practice, Erasmus MC, University Medical Center Rotterdam, The Netherlands.
| | - E H G Oei
- Department of Radiology, Erasmus MC, University Medical Center Rotterdam, The Netherlands.
| | - S M A Bierma-Zeinstra
- Department of General Practice, Erasmus MC, University Medical Center Rotterdam, The Netherlands; Department of Orthopaedics, Erasmus MC, University Medical Center Rotterdam, The Netherlands.
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Runhaar J, Sanchez C, Taralla S, Henrotin Y, Bierma-Zeinstra SMA. Fibulin-3 fragments are prognostic biomarkers of osteoarthritis incidence in overweight and obese women. Osteoarthritis Cartilage 2016; 24:672-8. [PMID: 26521011 DOI: 10.1016/j.joca.2015.10.013] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2015] [Revised: 10/16/2015] [Accepted: 10/21/2015] [Indexed: 02/02/2023]
Abstract
OBJECTIVE To determine the association between three fibulin-3 peptides and the incidence of radiographic and clinical knee osteoarthritis (OA). DESIGN Women between 50 and 60 years, with a BMI ≥27 kg/m(2), free of knee OA, were recruited. Using binary logistic regression, the association between baseline concentration of serum fibulin (Fib)3-1, Fib3-2 and Fib3-3 and incidence of clinical and radiographic knee OA after 30 months of follow-up was evaluated. RESULTS Baseline and follow-up measurements were available for 241 women with a mean age of 55.9 ± 3.2 years and mean BMI of 31.7 ± 3.6 kg/m(2). None of the concentrations of the three Fib3 epitopes were associated with the incidence of medial or lateral joint space narrowing (JSN) ≥1.0 mm or the incidence of Kellgren & Lawrence (K&L) grade ≥2 after 30 months. All three Fib3 epitopes were associated with the incidence of the clinical and radiographic ACR-criteria and Fib3-1 and Fib3-3 also with chronic pain at follow-up. When adjusted for the other Fib3 peptide concentrations, only Fib3-1 was significantly associated to the incidence of the American College of Rheumatology (ACR)-criteria (OR 3.2 [1.2-8.7]) and chronic pain at follow-up (OR 3.0 [1.2-7.7]). CONCLUSIONS Baseline fibulin-3 concentrations are associated with the incidence of clinical knee OA among middle-aged overweight and obese women. Therewith, they meet the criteria of a prognostic biomarker according to the BIPED biomarker classification for OA. Further validation of the fibulin-3 epitopes seems warranted in order to better distinguish subgroups of individuals at increased risk for knee OA development.
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Affiliation(s)
- J Runhaar
- Erasmus MC University Medical Center Rotterdam, Department of General Practice, The Netherlands; D-BOARD Consortium, an European Committee FP7 Project, UK
| | - C Sanchez
- D-BOARD Consortium, an European Committee FP7 Project, UK; Bone and Cartilage Research Unit, Arthropôle Liège, University of Liège, CHU Sart-Tilman, Belgium
| | | | - Y Henrotin
- D-BOARD Consortium, an European Committee FP7 Project, UK; Bone and Cartilage Research Unit, Arthropôle Liège, University of Liège, CHU Sart-Tilman, Belgium.
| | - S M A Bierma-Zeinstra
- Erasmus MC University Medical Center Rotterdam, Department of General Practice, The Netherlands; D-BOARD Consortium, an European Committee FP7 Project, UK; Erasmus MC University Medical Center Rotterdam, Department of Orthopedics, The Netherlands
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Runhaar J, Luijsterburg P, Dekker J, Bierma-Zeinstra SMA. Identifying potential working mechanisms behind the positive effects of exercise therapy on pain and function in osteoarthritis; a systematic review. Osteoarthritis Cartilage 2015; 23:1071-82. [PMID: 25865391 DOI: 10.1016/j.joca.2014.12.027] [Citation(s) in RCA: 69] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2014] [Revised: 12/08/2014] [Accepted: 12/29/2014] [Indexed: 02/02/2023]
Abstract
OBJECTIVE Although physical exercise is the commonly recommended for osteoarthritis (OA) patients, the working mechanism behind the positive effects of physical exercise on pain and function is a black box phenomenon. In the present study we aimed to identify possible mediators in the relation between physical exercise and improvements of pain and function in OA patients. DESIGN A systematic search for all studies evaluating the effects of physical exercise in OA patients and select those that additionally reported the change in any physiological factor from pre-to post-exercise. RESULTS In total, 94 studies evaluating 112 intervention groups were included. Most included studies evaluated subjects with solely knee OA (96 out of 112 groups). Based on the measured physiological factors within the included studies, 12 categories of possible mediators were formed. Muscle strength and ROM/flexibility were the most measured categories of possible mediators with 61 and 21 intervention groups measuring one or more physiological factors within these categories, respectively. 60% (31 out of 52) of the studies showed a significant increase in knee extensor muscle strength and 71% (22 out of 31) in knee flexor muscle strength over the intervention period. All 5 studies evaluating extension impairments and 10 out of 12 studies (83%) measuring proprioception found a significant change from pre-to post-intervention. CONCLUSION An increase of upper leg strength, a decrease of extension impairments and improvement in proprioception were identified as possible mediators in the positive association between physical exercise and OA symptoms.
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Affiliation(s)
- J Runhaar
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands.
| | - P Luijsterburg
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands.
| | - J Dekker
- Department of Rehabilitation Medicine and Department of Psychiatry, VU University Medical Center, Amsterdam, The Netherlands.
| | - S M A Bierma-Zeinstra
- Department of General Practice, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands; Department of Orthopedics, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands.
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Runhaar J, Schiphof D, van Meer B, Reijman M, Bierma-Zeinstra SMA, Oei EHG. How to define subregional osteoarthritis progression using semi-quantitative MRI osteoarthritis knee score (MOAKS). Osteoarthritis Cartilage 2014; 22:1533-6. [PMID: 25278062 DOI: 10.1016/j.joca.2014.06.022] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2014] [Revised: 05/14/2014] [Accepted: 06/23/2014] [Indexed: 02/02/2023]
Abstract
OBJECTIVE Recently, the MRI Osteoarthritis Knee Score (MOAKS), a new semi-quantitative magnetic resonance imaging (MRI) scoring tool, was introduced by a panel of experienced researchers in osteoarthritis (OA). The MOAKS is primarily applicable to quantify OA status, since the interpretation of change in the MOAKS features was not described. In order to enable longitudinal evaluation, we propose definitions for progression and improvement of the main MOAKS features. METHOD Clear definitions for progression and improvement of the main MOAKS features are given in this brief report. 687 baseline and 30 months follow-up MRIs of the knees of 348 overweight and obese middle-aged women, free of OA at baseline, were scored using the MOAKS. Baseline prevalence and the change of MOAKS features after 30 months follow-up, based on our definitions for progression and improvement, are presented. RESULTS The proposed definitions showed 3% to 23% progression and 0% to 11% improvement in the MOAKS features during the 30 months follow-up. Overall, progression rates were higher in the medial than in the lateral tibiofemoral (TF) joint. Progression of bone marrow lesions (BMLs) and cartilage defects was highest in the patellofemoral (PF) joint. Inter-rater reliability of the MOAKS scores was moderate to nearly perfect (PABAK 0.77-0.88), with high percentage of agreement overall (89-94%). CONCLUSION This brief report presents definitions for progression and improvement of the main MOAKS features for the longitudinal evaluation of knee OA features on MRI. We advocate uniform usage of the proposed definitions across studies, but welcome suggestions for optimization.
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Affiliation(s)
- J Runhaar
- Department of General Practice, Erasmus MC, University Medical Center, The Netherlands.
| | - D Schiphof
- Department of General Practice, Erasmus MC, University Medical Center, The Netherlands.
| | - B van Meer
- Department of Orthopaedics, Erasmus MC, University Medical Center, The Netherlands.
| | - M Reijman
- Department of Orthopaedics, Erasmus MC, University Medical Center, The Netherlands.
| | - S M A Bierma-Zeinstra
- Department of General Practice, Erasmus MC, University Medical Center, The Netherlands; Department of Orthopaedics, Erasmus MC, University Medical Center, The Netherlands.
| | - E H G Oei
- Department of Radiology, Erasmus MC, University Medical Center, The Netherlands.
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van Es P, Runhaar J, Luijsterburg P, Dekker J, Bierma-Zeinstra S. PC0002 Possible mechanisms determining the beneficial effect of physical exercise in patients with osteoarthritis – systematic review. Ann Rheum Dis 2013. [DOI: 10.1136/annrheumdis-2012-eular.3432] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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Runhaar J, Koes BW, Clockaerts S, Bierma-Zeinstra SMA. A systematic review on changed biomechanics of lower extremities in obese individuals: a possible role in development of osteoarthritis. Obes Rev 2011; 12:1071-82. [PMID: 21812903 DOI: 10.1111/j.1467-789x.2011.00916.x] [Citation(s) in RCA: 118] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Obesity has been identified as a risk factor for osteoarthritis. For the weight-bearing joints, the combination of increased load and changed joint biomechanics could be regarded as underlying principle for this relation. This systematic review of the literature focused on the differences between obese and normal-weight subjects in biomechanics of the hip, knee and ankle joint during every day movements to summarize differences in joint load due to both higher body weight and differences in movement patterns. A systematic search, up to November 2010, was performed in the Pubmed and Embase databases. This review showed that obese individuals adjust their movement strategy of every day movements. At self-selected speed, obese individuals walked slower, with shorter and wider steps, had longer stance duration and had a greater toe-out angle compared with normal-weight individuals. Obese sit-to-stand movement was characterized by less hip flexion and greater foot displacement. Obese individuals showed altered biomechanics during every day movements. These altered biomechanics could be related to the initiation of osteoarthritis by a change in the load-bearing regions of the articular cartilage in the weight-bearing joints.
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Affiliation(s)
- J Runhaar
- Department of General Practice, Erasmus MC University Medical Centre, Rotterdam, The Netherlands.
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Runhaar J, Collard DCM, Singh AS, Kemper HCG, van Mechelen W, Chinapaw M. Motor fitness in Dutch youth: differences over a 26-year period (1980-2006). J Sci Med Sport 2009; 13:323-8. [PMID: 19592305 DOI: 10.1016/j.jsams.2009.04.006] [Citation(s) in RCA: 76] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2008] [Revised: 03/20/2009] [Accepted: 04/09/2009] [Indexed: 01/12/2023]
Abstract
This study aimed to compare neuromotor fitness test scores of 9-12-year-old Dutch youth in 2006 with scores of same aged children in 1980. Body height, body weight and performance on neuromotor fitness test items were measured in 2050 Dutch children from 9 to 12 years in 2006 and were compared with data of 2603 same aged Dutch children measured in 1980 with the same neuromotor fitness test battery. Dutch 9-12 year olds in 2006 were significantly taller and heavier than their peers in 1980. Age- and sex-specific performance on almost all neuromotor fitness test items was significantly worse in 2006. Thus, our data suggest that neuromotor fitness of Dutch youth has significantly decreased over the past 26 years.
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Affiliation(s)
- J Runhaar
- EMGO Institute, Department of Public and Occupational Health, VU University Medical Center, The Netherlands
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van Walsum PEV, Runhaar J, Helming JFM. Spatial planning for adapting to climate change. Water Sci Technol 2005; 51:45-52. [PMID: 15918358] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
During the past decades human interference in regional hydrologic systems has intensified. These systems act as an integrating medium. They link climate, human activities and ecologic processes through groundwater and surface water interactions. For simulating these linkages an integrated regional hydrologic model has been coupled to an ecologic evaluation model. The simulated ecologic effects of climate change on mesotrophic riverine grasslands are clearly positive. Simulation results also indicate a high sensitivity of the peak discharges to the precipitation. For modelling the long-term development of land use and water management an integrated 'bio-economic' model has been constructed. It includes a model for the development of agriculture. Results for the autonomous development in reaction to climate change indicate a strong increase of field drainage by agriculture. This development would substantially reduce the predicted positive effects of climate change on riverine grasslands. The challenge is to guide regional developments in such a manner that opportunities for improving nature are not lost, but that at the same time the peak discharges are kept under control. Flow retardation in the 'fine arteries' of the upstream areas appear to be a viable option for the latter. The bio-economic model can provide help in anticipating on climate change through spatial planning.
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Affiliation(s)
- P E V van Walsum
- Alterra, Wageningen University and Research Centre, P.O. Box 47, 6700 AA Wageningen, The Netherlands.
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