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Orthopaedic Proceedings
Vol. 103-B, Issue SUPP_13 | Pages 15 - 15
1 Nov 2021
Ponds N Landman E Lenguerrand E Whitehouse M Blom A Grimm B Bolink S
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Introduction and Objective. An important subset of patients is dissatisfied after total joint arthroplasty (TJA) due to residual functional impairment. This study investigated the assessment of objectively measured step-up performance following TJA, to identify patients with poor functional improvement after surgery, and to predict residual functional impairment during early postoperative rehabilitation. Secondary, longitudinal changes of block step-up (BS) transfers were compared with functional changes of subjective patient reported outcome measures (PROMs) following TJA. Materials and Methods. Patients with end stage hip or knee osteoarthritis (n = 76, m/f = 44/32; mean age = 64.4 standard deviation 9.4 years) were measured preoperatively and 3 and 12 months postoperatively. PROMs were assessed using the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) function subscore. BS transfers were assessed by wearable-derived measures of time. In our cohort, subgroups were formed based on either 1) WOMAC function score or 2) BS performance, isolating the worst performing quartile (impaired) of each measure from the better performing others (non-impaired). Subgroup comparisons were performed with the Man-Whitney-U test and Wilcoxon Signed rank test resp. Responsiveness was calculated by the effect size, correlations with Pearson's correlation coefficient. A regression analysis was conducted to investigate predictors of poor functional outcome. Results. WOMAC function scores were strongly correlated to WOMAC pain scores (Pearson's r=0.67–0.84) and moderately correlated to BS performance (Pearson's r = 0.31–0.54). Prior to surgery, no significant differences for WOMAC function scores and BS performance were found between the impaired and non-impaired subgroups. One year after TJA, our cohort performed significantly better at WOMAC and BS with largest effect size for the non-impaired subgroups (0.62 and 0.43 resp.) At 12 months postop, 56% of patients allocated to the impaired subgroup defined by WOMAC, represented the impaired subgroup defined by BS. Allocation to the impaired subgroup at 3 months postop, raised the odds for belonging to the impaired subgroup at 12 months for WOMAC with an odds ratio=19.14 (67%) and for BS with an odds ratio=4.41 (42%). Conclusions. Assessment of BS performance following TJA reveals residual functional impairment that is not captured by pain-dominated PROMs. Its additional use may help to early identify those patients at risk for a poor outcome


Orthopaedic Proceedings
Vol. 105-B, Issue SUPP_16 | Pages 23 - 23
17 Nov 2023
Castagno S Birch M van der Schaar M McCaskie A
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Abstract. Introduction. Precision health aims to develop personalised and proactive strategies for predicting, preventing, and treating complex diseases such as osteoarthritis (OA), a degenerative joint disease affecting over 300 million people worldwide. Due to OA heterogeneity, which makes developing effective treatments challenging, identifying patients at risk for accelerated disease progression is essential for efficient clinical trial design and new treatment target discovery and development. Objectives. This study aims to create a trustworthy and interpretable precision health tool that predicts rapid knee OA progression based on baseline patient characteristics using an advanced automated machine learning (autoML) framework, “Autoprognosis 2.0”. Methods. All available 2-year follow-up periods of 600 patients from the FNIH OA Biomarker Consortium were analysed using “Autoprognosis 2.0” in two separate approaches, with distinct definitions of clinical outcomes: multi-class predictions (categorising patients into non-progressors, pain-only progressors, radiographic-only progressors, and both pain and radiographic progressors) and binary predictions (categorising patients into non-progressors and progressors). Models were developed using a training set of 1352 instances and all available variables (including clinical, X-ray, MRI, and biochemical features), and validated through both stratified 10-fold cross-validation and hold-out validation on a testing set of 339 instances. Model performance was assessed using multiple evaluation metrics, such as AUC-ROC, AUC-PRC, F1-score, precision, and recall. Additionally, interpretability analyses were carried out to identify important predictors of rapid disease progression. Results. Our final models yielded high accuracy scores for both multi-class predictions (AUC-ROC: 0.858, 95% CI: 0.856–0.860; AUC-PRC: 0.675, 95% CI: 0.671–0.679; F1-score: 0.560, 95% CI: 0.554–0.566) and binary predictions (AUC-ROC: 0.717, 95% CI: 0.712–0.722; AUC-PRC: 0.620, 95% CI: 0.616–0.624; F1-score: 0.676, 95% CI: 0.673–0679). Important predictors of rapid disease progression included the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) scores and MRI features. Our models were further successfully validated using a hold-out dataset, which was previously omitted from model development and training (AUC-ROC: 0.877 for multi-class predictions; AUC-ROC: 0.746 for binary predictions). Additionally, accurate ML models were developed for predicting OA progression in a subgroup of patients aged 65 or younger (AUC-ROC: 0.862, 95% CI: 0.861–0.863 for multi-class predictions; AUC-ROC: 0.736, 95% CI: 0.734–0.738 for binary predictions). Conclusions. This study presents a reliable and interpretable precision health tool for predicting rapid knee OA progression using “Autoprognosis 2.0”. Our models provide accurate predictions and offer insights into important predictors of rapid disease progression. Furthermore, the transparency and interpretability of our methods may facilitate their acceptance by clinicians and patients, enabling effective utilisation in clinical practice. Future work should focus on refining these models by increasing the sample size, integrating additional features, and using independent datasets for external validation. Declaration of Interest. (b) declare that there is no conflict of interest that could be perceived as prejudicing the impartiality of the research reported:I declare that there is no conflict of interest that could be perceived as prejudicing the impartiality of the research project


Orthopaedic Proceedings
Vol. 100-B, Issue SUPP_14 | Pages 2 - 2
1 Nov 2018
Bolink SAAN Lenguerrand E Brunton L Hinds N Wylde V Blom AW Whitehouse M Grimm B
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Restoring native hip anatomy and biomechanics is important to create a well-functioning total hip arthroplasty (THA). Hip offset and leg length are regarded as the most important biomechanical characteristics. This study investigated their association with clinical outcomes including patient reported outcome measures (PROMs) and functional tests. This prospective cohort study was conducted in 77 patients undergoing primary THA (age=65±11 years). Hip offset and leg length were measured on anteroposterior radiographs of the hip pre- and postoperatively. Participants completed the Western Ontario & McMaster Universities Osteoarthritis Index (WOMAC) and performed functional tests (i.e. gait, single leg stance, sit-to-stand, block step-up) preoperatively, and 3 and 12 months postoperatively. A wearable motion sensor was used to derive biomechanical parameters. Associations between radiographic and functional outcomes were investigated with the Spearman's rho correlation coefficient. Subgroup comparisons were conducted for patients with more than 15% decreased or increased femoral offset after THA. Differences in postoperative offset and leg length had little impact on clinical outcomes. Femoral offset subgroups demonstrated no significantly different WOMAC function scores. In functional tests, patients with >15% decreased femoral offset after THA demonstrated more sagittal plane motion during block step-up (14.43° versus 10.66°; p=0.04) while patients with >15% increased femoral after THA demonstrated more asymmetry of frontal plane motion during block step-up (34.05% versus 14.18%; p=0.03). To create a well-functioning THA, there seems to be a reasonable safe zone regarding the reconstruction of offset and leg length


Orthopaedic Proceedings
Vol. 99-B, Issue SUPP_9 | Pages 103 - 103
1 May 2017
Kaya A Ömer Ü Oğuz PŞ Bahattin K Samet E Burak Ö
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Background. Osteoarthritis (OA) pain treatment has limitations in terms of serious adverse effects and low efficacy. We aimed to evaluate efficacy and safety of naproxen sodium/codeine phosphate combination in these patients. Methods. In this prospective, randomised, double blind, placebo controlled clinical trial, 135 patients with osteoarthritis, who were 40–65 years; applied to our institution's orthopaedics outpatient clinic; had grade 1, 2, or 3 primary osteoarthritis diagnosed in last 1 year; and had Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) score≥40, and Visual Analogue Scale score≥40, were enrolled. Subjects were randomised (1:1) to placebo (n= 67) or combination (n= 68) arms, in which 550 mg naproxen sodium/30mg codeine phosphate was given orally twice a day for 7 days. Rescue medicine was 500 mg paracetamol (max= 6 tablets/day). Demographic characteristics, medical history, adverse events, VAS and WOMAC scores were collected in study visits performed within 10 days. The study was approved by local institutional ethics committee and written informed consents were obtained from all participants. Results. Patients were evenly matched in both arms. The mean age was 52.3±6.6 years (89.7% female). WOMAC and VAS scores decreased significantly within each group (p<0.001 for all). For the study group (n=43) the mean (+ SD) and median (min-max) VAS Score was −29.8 (+21.0) and −30 (−70−0), respectively. In contrast, for the control group (n=36) the mean and median (min-max) VAS Score was −16.1 (+24.4) and −12.5 (−65−40), respectively. WOMAC score was decreased more in combination group (p= 0.044). Changes in VAS scores between visits were significantly different (more in combination receivers) between groups (p= 0.018). Ratio of patients requiring no rescue medicine was higher among combination receivers than controls (64.8% vs. 35.2%, respectively). Most common adverse events were constipation, dyspepsia, and somnolence; no fatality was encountered. Conclusions. Naproxen sodium/codeine phosphate combination is effective and safe in osteoarthritis patients. Level of Evidence. Level 1


Bone & Joint 360
Vol. 13, Issue 2 | Pages 47 - 49
1 Apr 2024
Burden EG Krause T Evans JP Whitehouse MR Evans JT


Orthopaedic Proceedings
Vol. 99-B, Issue SUPP_2 | Pages 121 - 121
1 Jan 2017
Chen A Li M Lv Z
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Diffuse noxious inhibitory control (DNIC) works through the “pain-inhibits-pain” principle in which an additional painful (conditioned) stimulus can suppress the initial experienced pain through the descending and inhibiting pathways. Painful stimulation produced less pain inhibition in patients with knee osteoarthritis patients (KOA) than in controls, suggesting an impaired DNIC function and a loss of endogenous pain modulation. Electroacupuncture (EA) is widely used to treat acute pain associated with KOA, but the available evidence of its benefit on chronification of acute pain is scarce. This is a single-arm clinical study aims to evaluate the effect of EA on the chronification of pain associated with KOA and provide a profile of various cytokines underlying the pathogenesis of KOA. Participants are recruited through hospital-based recruitment and advertisements, diagnosis was based upon the criteria formulated by the American College of Rheumatology. Each participant was administered with EA (2 mA < current < 5 mA) at the ipsilateral EX-LE5, ST35, ST34 and SP10 for two weeks (once a day, 30 minutes per session, in 5 sessions per week). Visual Analog Scale (VAS), DNIC function, the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC), Numerical Rating Scale (NRS), Emotional Scale (ES) and Present Pain Intensity (PPI) are evaluated before treatment and after 5 to 10 sessions of treatment. Cytokines including GRO, TNF-α, VEGF, IP-10, IL-1β, IL-17, IL-8, MCP-1 and IL-10 levels in plasma were measured using a Human Cytokine/Chemokine Magnetic Bead Panel on MAGPIX instrument before and after two weeks of treatment. A total of 39 patients with KOA were enrolled in our study (age: 63.46±9.89 years; height: 1.63±0.07 m; BMI: 22.83±2.89), all of them completed the trial. After 5 sessions of EA treatment, a significant decrease of VAS, WOMAC scores, NRS, ES and PPI was detected, but no significant difference in DNIC was observed. After two weeks' treatment, all clinical parameters (VAS, DNIC, WOMAC, NRS, ES, PPI) reduced significantly when compared with baseline; GRO, IL-17A, IL-1b, IL-8, MCP-1, TNF-a, VEGF levels in plasma reduced significantly while IL-10 and IP-10 concentrations were elevated. This study appeared to provide evidence that EA was effective in improving chronic pain associated with KOA through repairing the impaired DNIC function and down-regulation of OA detrimental cytokines. A randomized controlled prospective study with large sample size is required to clarify the effect of EA in reversing the chronification of pain in KOA


Bone & Joint Research
Vol. 6, Issue 11 | Pages 612 - 618
1 Nov 2017
Yin C Suen W Lin S Wu X Li G Pan X

Objectives

This study looked to analyse the expression levels of microRNA-140-3p and microRNA-140-5p in synovial fluid, and their correlations to the severity of disease regarding knee osteoarthritis (OA).

Methods

Knee joint synovial fluid samples were collected from 45 patients with OA of the knee (15 mild, 15 moderate and 15 severe), ten healthy volunteers, ten patients with gouty arthritis, and ten with rheumatoid arthritis. The Kellgren–Lawrence grading (KLG) was used to assess the radiological severity of knee OA, and the patients were stratified into mild (KLG < 2), moderate (KLG = 2), and severe (KLG > 2). The expression of miR-140-3p and miR-140-5p of individual samples was measured by SYBR Green quantitative polymerase chain reaction (PCR) analysis. The expression of miR-140-3p and miR-140-5p was normalised to U6 internal control using the 2-△△CT method. All data were processed using SPSS software.


Bone & Joint Research
Vol. 6, Issue 8 | Pages 514 - 521
1 Aug 2017
Mannering N Young T Spelman T Choong PF

Objectives

Whilst gait speed is variable between healthy and injured adults, the extent to which speed alone alters the 3D in vivo knee kinematics has not been fully described. The purpose of this prospective study was to understand better the spatiotemporal and 3D knee kinematic changes induced by slow compared with normal self-selected walking speeds within young healthy adults.

Methods

A total of 26 men and 25 women (18 to 35 years old) participated in this study. Participants walked on a treadmill with the KneeKG system at a slow imposed speed (2 km/hr) for three trials, then at a self-selected comfortable walking speed for another three trials. Paired t-tests, Wilcoxon signed-rank tests, Mann-Whitney U tests and Spearman’s rank correlation coefficients were conducted using Stata/IC 14 to compare kinematics of slow versus self-selected walking speed.