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Okazawa K, Hamai S, Fujita T, Kawahara S, Hara D, Nakashima Y, Katoh H. Effect of Early Postoperative Gait Parameters After Total Hip Arthroplasty on Forgotten Joint Score-12 at 2-Year Follow-Up. Geriatrics (Basel) 2025; 10:7. [PMID: 39846577 PMCID: PMC11755471 DOI: 10.3390/geriatrics10010007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2024] [Revised: 12/13/2024] [Accepted: 01/03/2025] [Indexed: 01/24/2025] Open
Abstract
Purpose: This study aimed to elucidate the relationship between early postoperative gait parameters after total hip arthroplasty (THA) and the Forgotten Joint Score-12 (FJS-12) score at the 2-year follow-up after surgery. In addition, the cutoff gait parameter values for predicting discomfort using specific FJS-12 subitems were evaluated. Methods: Among 313 patients who underwent THA between April and December 2019, 44 (14.0%) who responded to the FJS-12 questionnaire at 2 years postoperatively were included in this study. Gait parameters, including walking speed, stride length, and their coefficients of variation (CVs), were measured at 13.8 ± 3.6 (mean ± standard deviation) days postoperatively. The FJS-12 was used to evaluate patients at 2 years after surgery. The correlation between the FJS-12 score and gait parameters was analyzed using Spearman's rank correlation coefficient. To determine the significant predictors of the FJS-12 score, multiple regression analysis was performed after adjusting for age as a covariate. Furthermore, receiver operating characteristic curves were used to determine the cutoff gait parameter values for predicting discomfort using specific FJS-12 subitems. Results: The FJS-12 score was significantly positively correlated with walking speed (rs = 0.38, p < 0.05) and stride length (rs = 0.51, p < 0.01). Meanwhile, the FJS-12 score was significantly negatively correlated with the CVs of walking speed (rs = -0.34, p < 0.05) and stride length (rs = -0.35, p < 0.05). Based on multiple regression analysis, stride length was a significant predictor of discomfort assessed using the FJS-12 score (β = 0.48, p < 0.01). According to the receiver operating characteristic curves, the cutoff stride length values for predicting discomfort using the FJS-12 subitems 9, 10, 11, and 12 showed moderate accuracy (area under the curve > 0.7). Conclusions: Improved walking ability of patients who underwent THA through early rehabilitation is linked to joint discomfort and patient satisfaction in daily life 2 years postoperatively.
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Affiliation(s)
- Kazuya Okazawa
- Department of Rehabilitation, Kyushu University Hospital, 3-1-1 Maidashi, Higashi-ku, Fukuoka 812-8582, Japan;
- Graduate School of Health Sciences, Yamagata Prefectural University of Health Sciences, 260 Kamiyanagi, Yamagata 990-2212, Japan;
| | - Satoshi Hamai
- Department of Orthopedic Surgery, Graduate School of Medical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka 812-8582, Japan; (S.H.); (S.K.); (D.H.); (Y.N.)
| | - Tsutomu Fujita
- Department of Rehabilitation, Kyushu University Hospital, 3-1-1 Maidashi, Higashi-ku, Fukuoka 812-8582, Japan;
| | - Shinya Kawahara
- Department of Orthopedic Surgery, Graduate School of Medical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka 812-8582, Japan; (S.H.); (S.K.); (D.H.); (Y.N.)
| | - Daisuke Hara
- Department of Orthopedic Surgery, Graduate School of Medical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka 812-8582, Japan; (S.H.); (S.K.); (D.H.); (Y.N.)
| | - Yasuharu Nakashima
- Department of Orthopedic Surgery, Graduate School of Medical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka 812-8582, Japan; (S.H.); (S.K.); (D.H.); (Y.N.)
| | - Hiroshi Katoh
- Graduate School of Health Sciences, Yamagata Prefectural University of Health Sciences, 260 Kamiyanagi, Yamagata 990-2212, Japan;
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Nojiri S, Kayamoto A, Terai C, Tanaka S, Osawa Y, Takegami Y. Preoperative hip abductor strength predicts discharge destination after total hip arthroplasty. EUROPEAN JOURNAL OF ORTHOPAEDIC SURGERY & TRAUMATOLOGY : ORTHOPEDIE TRAUMATOLOGIE 2024; 35:5. [PMID: 39545997 PMCID: PMC11568045 DOI: 10.1007/s00590-024-04119-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/28/2024] [Accepted: 10/26/2024] [Indexed: 11/17/2024]
Abstract
PURPOSE This study aimed to clarify the association between preoperative physical function and discharge destination after total hip arthroplasty (THA). METHODS This retrospective study included patients who underwent primary unilateral THA for hip osteoarthritis. Preoperative physical function was assessed via maximal isometric muscle strength (hip abduction and knee extension) and comfortable walking speed. The patients were divided into two groups according to the discharge destination (home or transfer to other facilities). Multivariate logistic regression analysis was used to identify preoperative physical function associated with discharge destination. RESULTS Of the 174 patients, 120 were discharged directly to home, and 54 were transferred to other facilities. Those transferred to other facilities were significantly older, more likely to live alone, and had a longer operation time. In addition, they demonstrated lower hip abductor strength on both sides and lower knee extensor strength on the operative side. Multivariate logistic regression analysis revealed that hip abductor strength on both sides, not knee extensor strength, was independently associated with the discharge destination. The largest area under the receiver operating characteristic curve was 0.668 for the hip abductor strength of the contralateral side. The optimal cutoff point was revealed to be 0.035 kgf·m/kg and 0.031 kgf·m/kg for the operative and contralateral sides, respectively. CONCLUSIONS Preoperative hip abductor strength, particularly on the contralateral side with a cutoff value of 0.031 kgf·m/kg, could be a predictor of discharge destination after unilateral THA. Our findings would be useful in planning rehabilitation programs.
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Affiliation(s)
- Shusuke Nojiri
- Department of Rehabilitation, Nagoya University Hospital, 65 Tsuruma-Cho, Showa-Ku, Nagoya, Aichi, 466-8550, Japan.
| | - Azusa Kayamoto
- Department of Rehabilitation, Nagoya University Hospital, 65 Tsuruma-Cho, Showa-Ku, Nagoya, Aichi, 466-8550, Japan
| | - Chiaki Terai
- Department of Rehabilitation, Nagoya University Hospital, 65 Tsuruma-Cho, Showa-Ku, Nagoya, Aichi, 466-8550, Japan
| | - Shinya Tanaka
- Department of Rehabilitation, Nagoya University Hospital, 65 Tsuruma-Cho, Showa-Ku, Nagoya, Aichi, 466-8550, Japan
| | - Yusuke Osawa
- Department of Orthopaedic Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Yasuhiko Takegami
- Department of Orthopaedic Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan
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Surmacz K, Redfern RE, Van Andel DC, Kamath AF. Machine learning model identifies patient gait speed throughout the episode of care, generating notifications for clinician evaluation. Gait Posture 2024; 114:62-68. [PMID: 39260073 DOI: 10.1016/j.gaitpost.2024.09.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/05/2024] [Revised: 09/02/2024] [Accepted: 09/03/2024] [Indexed: 09/13/2024]
Abstract
INTRODUCTION The advent of digital and mobile health innovations, especially use of wearables for passive data collection, allows remote monitoring and creates an abundance of data. For this information to be interpretable, machine learning (ML) processes are necessary. RESEARCH QUESTION Can a machine learning model successfully identify patients expected to have low gait speed in the early recovery period following joint replacement surgery? METHODS A commercial database from a smartphone-based care management platform passively collecting mobility data pre- and post-lower limb arthroplasty was used. We sought to create a ML model to predict gait speed recovery curves and identify patients at risk of poor gait speed outcome, a measure associated with range of motion and patient-reported outcomes. Model performance including sensitivity, specificity, precision, and accuracy were determined. Receiver operator curve (ROC) analysis was used to compare true and false positive rates. To benchmark our model, we compared threshold-based notifications based on the patient's current gait speed. RESULTS The performance of the predictive model was significantly improved compared to baseline of threshold-based exceptions using current gait speed. The ML model currently provides 53 % precision, 88 % accuracy, 36 % sensitivity, and 95 % specificity on the held-out test set. The ROC analysis suggests good clinical performance (AUC=0.81). SIGNIFICANCE Utilization of ML to predict gait recovery following total joint replacement is feasible and provides results with excellent specificity. This model will allow inclusion of additional data for retraining as patient populations evolve. Clinician feedback regarding notifications, including resulting actions and outcomes, can be used to further inform the model and improve clinical utility.
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Affiliation(s)
| | | | | | - Atul F Kamath
- Orthopaedic Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA.
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Tanaka S, Kayamoto A, Terai C, Nojiri S, Fugane Y, Mori T, Nagaya M, Kako M, Iida H, Osawa Y, Takegami Y, Nishida Y. Preoperative Sarcopenia Severity and Clinical Outcomes after Total Hip Arthroplasty. Nutrients 2024; 16:2085. [PMID: 38999833 PMCID: PMC11243643 DOI: 10.3390/nu16132085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Revised: 06/23/2024] [Accepted: 06/27/2024] [Indexed: 07/14/2024] Open
Abstract
The outcome of total hip arthroplasty (THA) in patients with end-stage arthritis of the hip is associated with preoperative physical status. This study was performed to examine the relationship between the preoperative severity of sarcopenia and clinical outcomes after THA. This retrospective cohort study was performed among 306 consecutive patients (mean age: 63.7 ± 12.9 years, 222 women) undergoing THA at a university hospital. The severity of sarcopenia was determined based on the skeletal muscle mass index (SMI), handgrip strength, and gait speed according to the criteria of the Asian Working Group for Sarcopenia 2019. The severe sarcopenia prevalence rate was 10.6%. Severe sarcopenia was significantly associated with the risk of delayed functional recovery (adjusted odds ratio, 2.82; 95% confidence interval, 1.03-7.72; p = 0.043) compared with the non-sarcopenia group after adjusting for pre-existing risk factors, including preoperative hip function and physical activity. The addition of SMI, handgrip strength, and gait speed to the model for risk of functional recovery delay significantly increased the area under the receiver operating characteristic curve (p = 0.038). Severe sarcopenia was significantly associated with poorer hip function and patient-reported outcomes at 6 months after surgery compared with the non-sarcopenia group. Severe sarcopenia was adversely associated with postoperative clinical outcomes in patients undergoing THA.
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Affiliation(s)
- Shinya Tanaka
- Department of Rehabilitation, Nagoya University Hospital, Nagoya 466-8560, Japan; (S.T.); (A.K.); (C.T.); (S.N.); (Y.F.); (T.M.); (M.N.)
| | - Azusa Kayamoto
- Department of Rehabilitation, Nagoya University Hospital, Nagoya 466-8560, Japan; (S.T.); (A.K.); (C.T.); (S.N.); (Y.F.); (T.M.); (M.N.)
| | - Chiaki Terai
- Department of Rehabilitation, Nagoya University Hospital, Nagoya 466-8560, Japan; (S.T.); (A.K.); (C.T.); (S.N.); (Y.F.); (T.M.); (M.N.)
| | - Shusuke Nojiri
- Department of Rehabilitation, Nagoya University Hospital, Nagoya 466-8560, Japan; (S.T.); (A.K.); (C.T.); (S.N.); (Y.F.); (T.M.); (M.N.)
| | - Yuki Fugane
- Department of Rehabilitation, Nagoya University Hospital, Nagoya 466-8560, Japan; (S.T.); (A.K.); (C.T.); (S.N.); (Y.F.); (T.M.); (M.N.)
| | - Tomohiro Mori
- Department of Rehabilitation, Nagoya University Hospital, Nagoya 466-8560, Japan; (S.T.); (A.K.); (C.T.); (S.N.); (Y.F.); (T.M.); (M.N.)
| | - Motoki Nagaya
- Department of Rehabilitation, Nagoya University Hospital, Nagoya 466-8560, Japan; (S.T.); (A.K.); (C.T.); (S.N.); (Y.F.); (T.M.); (M.N.)
| | - Masato Kako
- Department of Rehabilitation, Toyota Memorial Hospital, Toyota 471-8513, Japan;
| | - Hiroki Iida
- Department of Orthopaedic Surgery, Nagoya University Graduate School of Medicine, Nagoya 466-8550, Japan; (H.I.); (Y.O.); (Y.T.)
| | - Yusuke Osawa
- Department of Orthopaedic Surgery, Nagoya University Graduate School of Medicine, Nagoya 466-8550, Japan; (H.I.); (Y.O.); (Y.T.)
| | - Yasuhiko Takegami
- Department of Orthopaedic Surgery, Nagoya University Graduate School of Medicine, Nagoya 466-8550, Japan; (H.I.); (Y.O.); (Y.T.)
| | - Yoshihiro Nishida
- Department of Rehabilitation, Nagoya University Hospital, Nagoya 466-8560, Japan; (S.T.); (A.K.); (C.T.); (S.N.); (Y.F.); (T.M.); (M.N.)
- Department of Orthopaedic Surgery, Nagoya University Graduate School of Medicine, Nagoya 466-8550, Japan; (H.I.); (Y.O.); (Y.T.)
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Cattaneo A, Ghidotti A, Catellani F, Fiorentino G, Vitali A, Regazzoni D, Rizzi C, Bombardieri E. Motion acquisition of gait characteristics one week after total hip arthroplasty: a factor analysis. Arch Orthop Trauma Surg 2024; 144:2347-2356. [PMID: 38483620 PMCID: PMC11093841 DOI: 10.1007/s00402-024-05245-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Accepted: 02/17/2024] [Indexed: 05/16/2024]
Abstract
INTRODUCTION Clinical gait analysis can be used to evaluate the recovery process of patients undergoing total hip arthroplasty (THA). The postoperative walking patterns of these patients can be significantly influenced by the choice of surgical approach, as each procedure alters distinct anatomical structures. The aim of this study is twofold. The first objective is to develop a gait model to describe the change in ambulation one week after THA. The secondary goal is to describe the differences associated with the surgical approach. MATERIALS AND METHODS Thirty-six patients undergoing THA with lateral (n = 9), anterior (n = 15), and posterior (n = 12) approaches were included in the study. Walking before and 7 days after surgery was recorded using a markerless motion capture system. Exploratory Factor Analysis (EFA), a data reduction technique, condensed 21 spatiotemporal gait parameters to a smaller set of dominant variables. The EFA-derived gait domains were utilized to study post-surgical gait variations and to compare the post-surgical gait among the three groups. RESULTS Four distinct gait domains were identified. The most pronounced variation one week after surgery is in the Rhythm (gait cycle time: + 32.9 % ), followed by Postural control (step width: + 27.0 % ), Phases (stance time: + 11.0 % ), and Pace (stride length: - 9.3 % ). In postsurgical walking, Phases is statistically significantly different in patients operated with the posterior approach compared to lateral (p-value = 0.017) and anterior (p-value = 0.002) approaches. Furthermore, stance time in the posterior approach group is significantly lower than in healthy individuals (p-value < 0.001). CONCLUSIONS This study identified a four-component gait model specific to THA patients. The results showed that patients after THA have longer stride time but shorter stride length, wider base of support, and longer stance time, although the posterior group had a statistically significant shorter stance time than the others. The findings of this research have the potential to simplify the reporting of gait outcomes, reduce redundancy, and inform targeted interventions in regards to specific gait domains.
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Affiliation(s)
- Andrea Cattaneo
- Department of Information Management Engineering and Production Engineering, University of Bergamo, Via Galvani, 2, Dalmine, BG, Italy.
| | - Anna Ghidotti
- Department of Information Management Engineering and Production Engineering, University of Bergamo, Via Galvani, 2, Dalmine, BG, Italy
| | | | | | - Andrea Vitali
- Department of Information Management Engineering and Production Engineering, University of Bergamo, Via Galvani, 2, Dalmine, BG, Italy
| | - Daniele Regazzoni
- Department of Information Management Engineering and Production Engineering, University of Bergamo, Via Galvani, 2, Dalmine, BG, Italy
| | - Caterina Rizzi
- Department of Information Management Engineering and Production Engineering, University of Bergamo, Via Galvani, 2, Dalmine, BG, Italy
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Surmacz K, Ribeiro-Castro AL, Anderson MB, Van Andel D, Redfern RE, Duwelius PJ. A Retrospective Study on the Feasibility of Using Low-burden Patient-reported Pain Scores to Track Recovery and Outcomes After Total Joint Replacement. Arthroplast Today 2024; 26:101297. [PMID: 38352707 PMCID: PMC10862395 DOI: 10.1016/j.artd.2023.101297] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 08/27/2023] [Accepted: 11/05/2023] [Indexed: 02/16/2024] Open
Abstract
Background Patients undergo total joint arthroplasty to improve function and resolve pain. Patient-reported outcome measures (PROMs) are often sought to determine the success of total joint arthroplasty but are time-consuming and patient response rates are often low. This study sought to determine whether pain numeric rating scores (NRSs) were associated with PROMs and objective mobility outcomes. Methods This is a retrospective review of data in patients who utilized a smartphone-based care management application prior to and following total joint arthroplasty. NRS, Hip Disability and Osteoarthritis Outcome Score, Joint Replacement and Knee Injury and Osteoarthritis Outcome Score, Joint Replacement, and objective mobility data (step counts, gait speed, and gait asymmetry) were collected preoperatively and at 30 and 90 days postoperatively. Quantile regression was performed to evaluate the correlations between NRS and PROMs. Results Total knee arthroplasty patients reported higher NRS than total hip arthroplasty patients postoperatively. NRS was significantly correlated with gait speed preoperatively and at 30 and 90 days postoperatively on quantile regression. Gait asymmetry was significantly associated with NRS at 30 days postoperatively. Regression results suggested significant correlations between NRS and PROMs scores; Hip Disability and Osteoarthritis Outcome Score, Joint Replacement, -0.46 (95% confidence interval: -0.48 to -0.44, P < .001) and Knee Injury and Osteoarthritis Outcome Score, Joint Replacement, -0.38 (95% confidence interval: -0.40 to -0.36, P < .001). Conclusions NRS is correlated with both objective and subjective measures of function in patients undergoing arthroplasty. Simple pain ratings may be a valid measurement to help predict functional outcomes when collection of traditional PROMs is not feasible.
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Affiliation(s)
- Karl Surmacz
- Technology and Data Solutions, Zimmer Biomet, London, UK
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Judd DL, Cheuy V, Peters A, Graber J, Hinrichs-Kinney L, Forster JE, Christiansen CL, Stevens-Lapsley JE. Incorporating Functional Strength Integration Techniques During Total Hip Arthroplasty Rehabilitation: A Randomized Controlled Trial. Phys Ther 2024; 104:pzad168. [PMID: 38102757 DOI: 10.1093/ptj/pzad168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Revised: 08/01/2023] [Accepted: 12/07/2023] [Indexed: 12/17/2023]
Abstract
OBJECTIVE Total hip arthroplasty (THA) is a common orthopedic procedure that alleviates pain for millions of individuals. Yet, persistent physical function deficits, perhaps associated with movement compensations, are observed after THA. These deficits negatively affect quality of life and health for many individuals. Functional strength integration (FSI) techniques combine muscle strength training with specific movement retraining to improve physical function. This study aimed to determine if FSI would improve functional performance through remediation of movement compensations for individuals after THA. METHODS A double-blind randomized controlled trial was conducted. Ninety-five participants were randomized to either the FSI or control (CON) group for an 8-week intervention. The FSI protocol included exercise to improve muscular control and stability around the hip to minimize movement compensation during daily activity. The CON protocol included low-load resistance exercise, range-of-motion activities, and patient education. Functional performance, muscle strength, and self-reported outcomes were measured preoperatively, midway and after intervention, and 6 months after THA. Change from preoperative assessment to each time point was measured, and between-group differences were assessed. RESULTS There were minimal differences in outcomes between groups at the first postoperative assessment. There were no statistically significant between-group differences in the later assessments, including the primary endpoint. Both groups improved functional outcomes throughout the study period. CONCLUSION The FSI intervention did not result in greater improvements in function after THA compared to the CON intervention. Future work should further investigate additional biomechanical outcomes, timing of the FSI protocol, effective dosing, and patient characteristics predictive of success with FSI. IMPACT Recovery after THA is complex, and individuals after THA are affected by persistent movement deficits that affect morbidity and quality of life. The present study suggests that either approach to THA rehabilitation could improve outcomes for patients, and that structured rehabilitation programs may benefit individuals after THA.
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Affiliation(s)
- Dana L Judd
- Physical Therapy Program, Department of Physical Medicine and Rehabilitation, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- VA Eastern Colorado Geriatric Research, Education, and Clinical Center (GRECC), VA Eastern Colorado Health Care System, Aurora, Colorado, USA
| | - Victor Cheuy
- Department of Physical Therapy and Rehabilitation Science, University of California San Francisco, San Francisco, California, USA
- Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, California, USA
| | - Amy Peters
- Physical Therapy Program, Department of Physical Medicine and Rehabilitation, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- VA Eastern Colorado Geriatric Research, Education, and Clinical Center (GRECC), VA Eastern Colorado Health Care System, Aurora, Colorado, USA
| | - Jeremy Graber
- Physical Therapy Program, Department of Physical Medicine and Rehabilitation, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- VA Eastern Colorado Geriatric Research, Education, and Clinical Center (GRECC), VA Eastern Colorado Health Care System, Aurora, Colorado, USA
| | - Lauren Hinrichs-Kinney
- Physical Therapy Program, Department of Physical Medicine and Rehabilitation, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- VA Eastern Colorado Geriatric Research, Education, and Clinical Center (GRECC), VA Eastern Colorado Health Care System, Aurora, Colorado, USA
| | - Jeri E Forster
- Department of Physical Medicine and Rehabilitation, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- US Department of Veterans Affairs, Rocky Mountain Mental Illness, Research, Education and Clinical Center, Aurora, Colorado, USA
| | - Cory L Christiansen
- Physical Therapy Program, Department of Physical Medicine and Rehabilitation, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- VA Eastern Colorado Geriatric Research, Education, and Clinical Center (GRECC), VA Eastern Colorado Health Care System, Aurora, Colorado, USA
| | - Jennifer E Stevens-Lapsley
- Physical Therapy Program, Department of Physical Medicine and Rehabilitation, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- VA Eastern Colorado Geriatric Research, Education, and Clinical Center (GRECC), VA Eastern Colorado Health Care System, Aurora, Colorado, USA
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Liew BXW, Pfisterer F, Rügamer D, Zhai X. Strategies to optimise machine learning classification performance when using biomechanical features. J Biomech 2024; 165:111998. [PMID: 38377743 DOI: 10.1016/j.jbiomech.2024.111998] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Revised: 02/09/2024] [Accepted: 02/13/2024] [Indexed: 02/22/2024]
Abstract
Building prediction models using biomechanical features is challenging because such models may require large sample sizes. However, collecting biomechanical data on large sample sizes is logistically very challenging. This study aims to investigate if modern machine learning algorithms can help overcome the issue of limited sample sizes on developing prediction models. This was a secondary data analysis two biomechanical datasets - a walking dataset on 2295 participants, and a countermovement jump dataset on 31 participants. The input features were the three-dimensional ground reaction forces (GRFs) of the lower limbs. The outcome was the orthopaedic disease category (healthy, calcaneus, ankle, knee, hip) in the walking dataset, and healthy vs people with patellofemoral pain syndrome in the jump dataset. Different algorithms were compared: multinomial/LASSO regression, XGBoost, various deep learning time-series algorithms with augmented data, and with transfer learning. For the outcome of weighted multiclass area under the receiver operating curve (AUC) in the walking dataset, the three models with the best performance were InceptionTime with x12 augmented data (0.810), XGBoost (0.804), and multinomial logistic regression (0.800). For the jump dataset, the top three models with the highest AUC were the LASSO (1.00), InceptionTime with x8 augmentation (0.750), and transfer learning (0.653). Machine-learning based strategies for managing the challenging issue of limited sample size for biomechanical ML-based problems, could benefit the development of alternative prediction models in healthcare, especially when time-series data are involved.
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Affiliation(s)
- Bernard X W Liew
- School of Sport, Rehabilitation and Exercise Sciences, University of Essex, Colchester, Essex, United Kingdom.
| | - Florian Pfisterer
- Department of Statistics, LMU Munich, Munich Germany; Munich Center for Machine Learning, Munich, Germany
| | - David Rügamer
- Department of Statistics, LMU Munich, Munich Germany; Munich Center for Machine Learning, Munich, Germany
| | - Xiaojun Zhai
- School of Computer Science and Electrical Engineering, University of Essex, Colchester, Essex, United Kingdom
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Nozaki K, Nanri Y, Kawabata M, Shibuya M, Nihei M, Shirota T, Masuma H, Maeda T, Fukushima K, Uchiyama K, Takahira N, Takaso M. Association of affected and non-affected side ability with postoperative outcomes in patients undergoing total hip arthroplasty. Hip Int 2024; 34:33-41. [PMID: 37720956 DOI: 10.1177/11207000231199169] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/19/2023]
Abstract
BACKGROUND Although several reports have examined the association between preoperative function and postoperative outcomes in patients undergoing total hip arthroplasty (THA), it is unclear whether the ability of the affected or non-affected side particularly impacts on outcomes. We aimed to investigate the association between affected and non-affected side ability and walking independence. METHODS We prospectively enrolled 721 consecutive patients who underwent THA. Preoperatively, quadriceps isometric strength (QIS) and one-leg standing time (OLST) were measured. The endpoints were walking independence within 3, 5, 7, 10, and 14 days postoperatively. The associations between preoperative abilities and outcomes were examined using multivariate Cox hazard model, and the area under the curves (AUCs) for outcomes were compared. RESULTS We analysed 540 patients after excluding patients who met the exclusion criteria. Both affected and non-affected QIS predicted walking independence within 3 (p = 0.006 and 0.001, respectively), 5, 7, 10, and 14 (both p < 0.001) days postoperatively. For OLST, only the affected side did not predict walking independence within 3 days postoperatively (p = 0.154 and 0.012, respectively), and both sides did at days 5 (p = 0.019 and <0.001, respectively), 7, 10, and 14 (both p < 0.001). The AUCs of the non-affected side ability for walking independence were significantly greater than those of the affected side on postoperative days 3 (0.66 vs. 0.73; p = 0.021) and 5 (0.67 vs. 0.71; p = 0.040), with no significant difference after day 7. CONCLUSIONS Both sides abilities were associated with walking independence after THA, but non-affected side was found to be particularly crucial for early walking independence.
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Affiliation(s)
- Kohei Nozaki
- Department of Rehabilitation, Kitasato University Hospital, Sagamihara, Japan
| | - Yuta Nanri
- Department of Rehabilitation, Kitasato University Hospital, Sagamihara, Japan
| | - Masashi Kawabata
- Department of Rehabilitation, School of Allied Health Sciences, Kitasato University, Sagamihara, Japan
- Department of Rehabilitation Sciences, Kitasato University Graduate School of Medical Sciences, Sagamihara, Japan
| | - Manaka Shibuya
- Department of Rehabilitation, Kitasato University Hospital, Sagamihara, Japan
| | - Manami Nihei
- Department of Rehabilitation, Kitasato University Hospital, Sagamihara, Japan
| | - Takehiro Shirota
- Department of Rehabilitation, Kitasato University Hospital, Sagamihara, Japan
| | - Hiroyoshi Masuma
- Department of Rehabilitation, Kitasato University Hospital, Sagamihara, Japan
| | - Takuya Maeda
- Department of Rehabilitation, Kitasato University Hospital, Sagamihara, Japan
| | - Kensuke Fukushima
- Department of Orthopaedic Surgery, Kitasato University School of Medicine, Sagamihara, Japan
| | - Katsufumi Uchiyama
- Department of Orthopaedic Surgery, Kitasato University School of Medicine, Sagamihara, Japan
- Department of Patient Safety and Healthcare Administration, Kitasato University School of Medicine, Sagamihara, Japan
| | - Naonobu Takahira
- Department of Rehabilitation, School of Allied Health Sciences, Kitasato University, Sagamihara, Japan
- Department of Rehabilitation Sciences, Kitasato University Graduate School of Medical Sciences, Sagamihara, Japan
| | - Masashi Takaso
- Department of Orthopaedic Surgery, Kitasato University School of Medicine, Sagamihara, Japan
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Maslivec A, Halewood C, Clarke S, Cobb J. Hip resurfacing arthroplasty in women: A novel ceramic device enables near normal gait function. Gait Posture 2023; 103:166-171. [PMID: 37210849 DOI: 10.1016/j.gaitpost.2023.05.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2022] [Revised: 05/12/2023] [Accepted: 05/17/2023] [Indexed: 05/23/2023]
Abstract
BACKGROUND Gait function improves after Total Hip Arthroplasty (THA) but is not restored to normal levels. Metal-on-metal Resurfacing Arthroplasty (MoM-HRA) is an alternative to THA and has shown to restore normal levels gait function and physical activity but has been restricted to men owing to problems of metal-ion release. Ceramic HRA (cHRA) removes the cobalt-chrome bearing surfaces, thereby eliminating these specific metal-ion concerns and aiming to be safe for females. RESEARCH QUESTION Is there a difference in gait function of female cHRA patients compared to female THA using subjective and objective measures? METHODS Fifteen unilateral cHRA and 15 unilateral THA, age and BMI matched, completed patient reported outcome measures (PROMs) (Oxford Hip Score, EQ5d and MET score) and underwent gait analysis using an instrumented treadmill pre- (2-10 weeks) and post-operatively (52-74 weeks). Maximum walking speed (MWS), Vertical GRF of the stance phase, GRF symmetry index (SI) and spatiotemporal gait measures were recorded. Patients were compared to age, gender and BMI healthy controls (CON). RESULTS There were no differences in PROMs or gait function between groups pre-operatively. Post- operatively, cHRA had a higher MET score (11.2 vs 7.1, p = 0.02) and a higher MWS (6.2 vs 6.8 km/hr, p = 0.003) compared to THA. cHRA had a similar GRF profile to CON, whereas THA had a reduced push-off force at 70-77 % of the stance phase compared to CON. At faster walking speeds of 6 km/hr walking speed, THA displayed an asymmetric GRF profile (SI<4.4 %) whereas the cHRA patients continued to display a symmetrical gait profile. cHRA was able to increase step length from pre-op levels (63 vs 66 cm, p = 0.02) and produced a larger step length compared to THA (73 vs 79 cm, p = 0.02). SIGNIFICANCE Female cHRA returned to levels of gait function and activity similar to healthy controls unlike female THA.
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Affiliation(s)
- Amy Maslivec
- Imperial College London, Sir Michael Uren Hub, 86 Wood Lane, London W12 0BZ, UK.
| | - Camilla Halewood
- Embody Orthopaedic Limited, Sir Michael Uren Hub, 86 Wood Lane, London W12 0BZ, UK
| | - Susannah Clarke
- Imperial College London, Sir Michael Uren Hub, 86 Wood Lane, London W12 0BZ, UK; Embody Orthopaedic Limited, Sir Michael Uren Hub, 86 Wood Lane, London W12 0BZ, UK
| | - Justin Cobb
- Imperial College London, Sir Michael Uren Hub, 86 Wood Lane, London W12 0BZ, UK; Embody Orthopaedic Limited, Sir Michael Uren Hub, 86 Wood Lane, London W12 0BZ, UK
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11
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Osterloh J, Knaack F, Bader R, Behrens M, Peschers J, Nawrath L, Bergschmidt P, Darowski M. The effect of a digital-assisted group rehabilitation on clinical and functional outcomes after total hip and knee arthroplasty-a prospective randomized controlled pilot study. BMC Musculoskelet Disord 2023; 24:190. [PMID: 36915066 PMCID: PMC10010966 DOI: 10.1186/s12891-023-06270-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Accepted: 02/24/2023] [Indexed: 03/15/2023] Open
Abstract
BACKGROUND The rising number of total hip and knee arthroplasties and the decreasing availability of physiotherapists require clinically and economically effective rehabilitation approaches. Therefore, the present pilot study investigated the effect of a novel digital-assisted individualized group rehabilitation program on clinical and functional outcomes after total hip and knee arthroplasty. METHODS In this randomized controlled pilot study, 26 patients undergoing total knee or hip replacement were randomly assigned to either the intervention group (IG, novel digital-assisted group therapy) or the control group (CG, standard postoperative physiotherapy currently carried out in Germany). The IG received the novel digital-assisted group therapy twice per week for a six-months period, while the CG received individual outpatient therapy depending on the prescription of the supervising physician. The number of therapy sessions was recorded. Moreover, subjective outcomes (EuroQol-5Dimensions (EQ-5D) and Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC)), functional outcome (30 s sit to stand test and timed up and go test (TUG)), as well as gait parameters were quantified preoperatively as well as at three and six months after surgery. Data were analyzed using an analysis of covariance with baseline-adjustment. RESULTS No patient-reported falls, pain, and hospital readmissions were recorded. On average, the IG received more therapy sessions. The clinical and functional outcomes were mainly not significantly different between groups at three- and six-months follow-up, but medium to large effect sizes for the differences in quality of life (EQ-5D) as well as pain, stiffness, and physical function (WOMAC), and TUG performance were observed in favor of the IG. However, the IG showed a higher variability of gait velocity after total joint replacement. CONCLUSION The digital-assisted rehabilitation had positive effects on quality of life, pain, stiffness, physical function, and TUG performance. Nevertheless, the therapy concept may be improved by adding exercises focusing on gait performance to reduce gait variability. The results indicate that the digital-assisted therapy concept is effective and safe. Therefore, a consecutive full-scaled randomized controlled clinical trial is recommended. TRIAL REGISTRATION This study was retrospectively registered on 14/02/2022 in the German Clinical Trial Register (DRKS00027960).
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Affiliation(s)
- Judith Osterloh
- Department of Orthopaedics, Rostock University Medical Center, Rostock, Germany.
| | - Franziska Knaack
- Department of Orthopaedics, Rostock University Medical Center, Rostock, Germany
| | - Rainer Bader
- Department of Orthopaedics, Rostock University Medical Center, Rostock, Germany
| | - Martin Behrens
- Department of Orthopaedics, Rostock University Medical Center, Rostock, Germany.,Department of Sport Science, Institute III, Otto-Von-Guericke University Magdeburg, Magdeburg, Germany
| | | | | | - Philipp Bergschmidt
- Department of Orthopaedics, Rostock University Medical Center, Rostock, Germany.,Clinic for Orthopaedics, Trauma and Hand Surgery, Klinikum Südstadt Rostock, Rostock, Germany
| | - Martin Darowski
- Department of Orthopaedics, Rostock University Medical Center, Rostock, Germany
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12
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Shen JL, Hang LY, He F, Xu X, Sun HP. Clinical Effect of Application of Interventional Treatment Models for Improvement of Quality of Postoperative Recovery in Elderly Patients with Total Hip Arthroplasty. Int J Gen Med 2022; 15:8343-8351. [PMID: 36457415 PMCID: PMC9707534 DOI: 10.2147/ijgm.s388209] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Accepted: 11/19/2022] [Indexed: 09/19/2023] Open
Abstract
OBJECTIVE To investigate the application value of the interventional treatment model for improving the recovery of elderly patients after total hip arthroplasty (THA). METHODS A total of 50 patients who received THA were randomly divided into the control group (25 cases) undergoing traditional treatment and the experimental group (25 cases) undergoing intervention of cognition, emotion, environment, education, nutrition, and sleep. The mini-mental state examination (MMSE) score, the incidence and duration of postoperative cognitive dysfunction (POCD), the out-of-bed activity time, hospital stays, and the satisfaction degree of patients were compared between the two groups. RESULTS There was no statistically significant difference in basic information between the two groups. On days 7 and 14 after surgery, the MMSE score of the control group was significantly lower than that of the experimental group (P <0.05). The incidence of POCD in the experimental group was lower and its duration was shorter than in the control group but without statistical significance. Besides, the significantly decreased out-of-bed activity time, the reduced length of hospital stay, and the higher satisfaction degree were observed in the experimental group (P <0.05). CONCLUSION Interventional treatment model could significantly increase the MMSE score, accelerate the recovery of elderly patients after THA, and increase their satisfaction degree.
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Affiliation(s)
- Jia-Li Shen
- Department of Orthopaedic, Affiliated Hangzhou First People’s Hospital, Zhejiang University School of Medicine, Hangzhou, 310006, People’s Republic of China
| | - Ling-Yan Hang
- Department of Orthopaedic, Affiliated Hangzhou First People’s Hospital, Zhejiang University School of Medicine, Hangzhou, 310006, People’s Republic of China
| | - Fan He
- Department of Orthopaedic, Affiliated Hangzhou First People’s Hospital, Zhejiang University School of Medicine, Hangzhou, 310006, People’s Republic of China
| | - Xiao Xu
- Department of Orthopaedic, Affiliated Hangzhou First People’s Hospital, Zhejiang University School of Medicine, Hangzhou, 310006, People’s Republic of China
| | - Hui-Ping Sun
- Department of Orthopaedic, Affiliated Hangzhou First People’s Hospital, Zhejiang University School of Medicine, Hangzhou, 310006, People’s Republic of China
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13
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Lynch P, Broderick P, Monaghan K. Sensory substitution for orthopaedic gait rehabilitation: A systematic review and meta-analysis for clinical practice guideline development. Heliyon 2022; 8:e10986. [PMID: 36254278 PMCID: PMC9568842 DOI: 10.1016/j.heliyon.2022.e10986] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Revised: 07/23/2022] [Accepted: 10/03/2022] [Indexed: 11/05/2022] Open
Abstract
Introduction Sensory Substitution is a biofeedback intervention whereby at least sensory system is utilised to supplement environmental information which is traditionally gathered by another sense. Objective To present an evidence-based overview of the feasibility and effectiveness of wearable Sensory Substitution devices on gait outcomes in orthopaedic patient populations. Methods This Systematic Review and Meta-Analysis was reported according to the PRISMA 2020 statement. PubMed, the Cochrane Library, Web of science and PEDro were searched for relevant published literature. Inclusion criteria limited the search strictly to patients diagnosed with an orthopaedic condition and who were randomly grouped to a Sensory Substitution intervention or conventional therapy/training or an equivalent placebo intervention. Results Nine Randomised Controlled Trials and three Crossover Trials investigating the effectiveness of Sensory Substitution supplemented gait training were identified and included participants with a variety of orthopaedic conditions. Meta-Analyses revealed positive findings of feasibility as well as statistical and clinical effect of the interventions in improving measures of gait speed, weight-bearing control, measures of functionality and subjective self-reporting. Meta-Analyses also revealed the interventions effects were not significant in the management of pain and retention of gait speed. Negatively reinforced Sensory Substitution biofeedback was statistically and clinically effective, whilst positively reinforced biofeedback was not. Conclusion For orthopaedic patient populations to improve gait speed, weight-bearing control, functionality, pain and self-report measures, the authors recommend a Sensory Substitution supplemented gait training programme with negative biofeedback on performance. The intervention should be undertaken for 20 min per day, 3 days per week for 5 weeks. The intervention should coincide with structured analgesia administration to facilitate effective pain management. Limitations of the data included some low sample sizes and large age-ranges. No financial support was provided for this study.
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Affiliation(s)
- Peter Lynch
- Biomedical Science Research Group (HEAL), School of Science, Atlantic Technological University (ATU), Sligo, Ireland
- Neuroplasticity Research Group, School of Science, Atlantic Technological University (ATU), Sligo, Ireland
| | - Patrick Broderick
- Biomedical Science Research Group (HEAL), School of Science, Atlantic Technological University (ATU), Sligo, Ireland
- Neuroplasticity Research Group, School of Science, Atlantic Technological University (ATU), Sligo, Ireland
| | - Kenneth Monaghan
- Biomedical Science Research Group (HEAL), School of Science, Atlantic Technological University (ATU), Sligo, Ireland
- Neuroplasticity Research Group, School of Science, Atlantic Technological University (ATU), Sligo, Ireland
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DeMik DE, Marinier MC, Glass NA, Elkins JM. Prevalence of Sarcopenia and Sarcopenic Obesity in an Academic Total Joint Arthroplasty Practice. Arthroplast Today 2022; 16:124-129. [PMID: 35677943 PMCID: PMC9168043 DOI: 10.1016/j.artd.2022.05.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Revised: 04/24/2022] [Accepted: 05/01/2022] [Indexed: 10/29/2022] Open
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15
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Nozaki K, Nanri Y, Yamamoto S, Hamazaki N, Noda T, Yamashita M, Shirota T, Uchiyama K, Fukushima K, Kamiya K, Takahira N, Takaso M. Impact of Preoperative Muscle Strength on Walking Independence After Total Hip Arthroplasty. J Am Med Dir Assoc 2021; 23:695-697. [PMID: 34883056 DOI: 10.1016/j.jamda.2021.11.006] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2021] [Revised: 11/03/2021] [Accepted: 11/04/2021] [Indexed: 12/01/2022]
Affiliation(s)
- Kohei Nozaki
- Department of Rehabilitation, Kitasato University Hospital, Sagamihara, Japan
| | - Yuta Nanri
- Department of Rehabilitation, Kitasato University Hospital, Sagamihara, Japan
| | - Shohei Yamamoto
- Department of Epidemiology and Prevention, Center for Clinical Sciences, National Center for Global Health and Medicine, Tokyo, Japan; Department of Rehabilitation Sciences, Kitasato University Graduate School of Medical Sciences, Sagamihara, Japan
| | - Nobuaki Hamazaki
- Department of Rehabilitation, Kitasato University Hospital, Sagamihara, Japan
| | - Takumi Noda
- Department of Rehabilitation Sciences, Kitasato University Graduate School of Medical Sciences, Sagamihara, Japan
| | - Masashi Yamashita
- Department of Rehabilitation Sciences, Kitasato University Graduate School of Medical Sciences, Sagamihara, Japan
| | - Takehiro Shirota
- Department of Rehabilitation, Kitasato University Hospital, Sagamihara, Japan
| | - Katsufumi Uchiyama
- Department of Orthopaedic Surgery, Kitasato University School of Medicine, Sagamihara, Japan; Department of Patient Safety and Healthcare Administration, Kitasato University School of Medicine, Sagamihara, Japan
| | - Kensuke Fukushima
- Department of Orthopaedic Surgery, Kitasato University School of Medicine, Sagamihara, Japan
| | - Kentaro Kamiya
- Department of Rehabilitation Sciences, Kitasato University Graduate School of Medical Sciences, Sagamihara, Japan; Department of Rehabilitation, School of Allied Health Sciences, Kitasato University, Sagamihara, Japan
| | - Naonobu Takahira
- Department of Rehabilitation Sciences, Kitasato University Graduate School of Medical Sciences, Sagamihara, Japan; Department of Rehabilitation, School of Allied Health Sciences, Kitasato University, Sagamihara, Japan
| | - Masashi Takaso
- Department of Orthopaedic Surgery, Kitasato University School of Medicine, Sagamihara, Japan
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Ohmori T, Kabata T, Kajino Y, Inoue D, Kato S, Tsuchiya H. Contralateral Lower-Limb Functional Status Before Total Hip Arthroplasty: An Important Indicator for Postoperative Gait Speed. J Bone Joint Surg Am 2021; 103:1093-1103. [PMID: 33780401 DOI: 10.2106/jbjs.20.00949] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
BACKGROUND Postoperative gait speed, especially comfortable gait speed, is an important factor for predicting function after total hip arthroplasty (THA). In this study, we examined factors related to gait speed, including preoperative lower and upper-limb functional parameters and postoperative lower-limb alignment. In addition, we examined factors related to postoperative good comfortable gait speed (≥1.34 m/s: one indicator of a good clinical outcome). The purpose of this study was to determine if better preoperative functional parameters had a positive effect on postoperative gait speed. METHODS This prospective case-control study included 91 patients with hip osteoarthritis who underwent unilateral THA. Patients who had undergone a prior hip surgical procedure or had Crowe type-3 and 4 hips, complications after THA, knee osteoarthritis-related pain, and severe lumbar conditions were excluded. The 1-leg standing time (OLST) and knee extensor strength of the operatively treated side and the contralateral side and the functional reach test were examined preoperatively and at 1 year postoperatively. The leg-length discrepancy and global offset compared with the contralateral side and leg lengthening were examined using 3-dimensional models captured through computed tomographic scans. RESULTS The preoperative contralateral side OLST was a significant factor (p < 0.001) for postoperative comfortable gait speed, and the preoperative contralateral-side knee extensor strength was a significant factor (p = 0.018) for postoperative maximum gait speed. Leg-length discrepancy and differences in global offset after THA were not significant factors for postoperative gait speed. The preoperative comfortable gait speed with a cutoff value of 1.115 m/s (area under the receiver operating characteristic curve, 0.690 [95% confidence interval, 0.569 to 0.810]; p = 0.003; sensitivity of 65.5% and specificity of 74.2%) was an independent factor associated with a good postoperative comfortable gait speed. Preoperative contralateral-side OLST was a significant factor (p = 0.027) for preoperative comfortable gait speed. CONCLUSIONS The preoperative contralateral-side, lower-limb functional status is a significant factor for postoperative gait speed. Early surgical intervention before the contralateral-side function declines or a preoperative rehabilitation intervention on the contralateral side may improve THA outcome. LEVEL OF EVIDENCE Prognostic Level II. See Instructions for Authors for a complete description of levels of evidence.
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Affiliation(s)
- Takaaki Ohmori
- Department of Orthopaedic Surgery, Graduate School of Medical Sciences, Kanazawa University, Kanazawa, Japan
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Oosting E, Kapitein PJC, de Vries SV, Breedveld E. Predicting short stay total hip arthroplasty by use of the timed up and go-test. BMC Musculoskelet Disord 2021; 22:361. [PMID: 33863323 PMCID: PMC8052837 DOI: 10.1186/s12891-021-04240-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/26/2020] [Accepted: 04/05/2021] [Indexed: 11/10/2022] Open
Abstract
Background One of the most important steps before implementing short stay total hip arthroplasty (THA) is establishing patient criteria. Most existing criteria are mainly based on medical condition, but as physical functioning is associated with outcome after THA, we aim to evaluate the added value of a measure of physical functioning to predict short-stay THA. Methods We used retrospective data of 1559 patients who underwent an anterior THA procedure. Logistic regression analyses were performed to study the predictive value of preoperative variables among which preoperative physical functioning by use of the Timed Up and Go test (TUG) for short stay THA (< 36 h). The receiver operating characteristic (ROC) curve and Youden Index were used to define a cutoff point for TUG associated with short stay THA. Results TUG was significantly associated with LOS (OR 0.84, 95%CI 0.82–0.87) as analyzed by univariate regression analysis. In multivariate regression, a model with the TUG had a better performance with an AUC of 0.77 (95%CI 0.74–0.79) and a R2 of 0.27 compared to the basic model (AUC 0.75, 95%CI 0.73–0.77, R2 0.24). Patients with a preoperative TUG less than 9.7 s had an OR of 4.01 (95%CI 3.19–5.05) of being discharged within 36 h. Conclusions Performance based physical functioning, measured by the TUG, is associated with short stay THA. This knowledge will help in the decision-making process for the planning and expectations in short stay THA protocols with the advantage that the TUG is a simple and fast instrument to be carried out.
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Affiliation(s)
- Ellen Oosting
- Department of Orthopedics, Hospital Gelderse Vallei, Willy Brandtlaan, 10 6716 RP, Ede, the Netherlands. .,Department of Physiotherapy, Hospital Gelderse Vallei, Ede, the Netherlands.
| | - Paul J C Kapitein
- Department of Orthopedics, Hospital Gelderse Vallei, Willy Brandtlaan, 10 6716 RP, Ede, the Netherlands
| | - Suzan V de Vries
- Department of Physiotherapy, Hospital Gelderse Vallei, Ede, the Netherlands
| | - Ellen Breedveld
- Department of Physiotherapy, Hospital Gelderse Vallei, Ede, the Netherlands
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Pre-operative bone mineral density is a predictive factor for excellent early patient-reported outcome measures in cementless total hip arthroplasty using a proximally fixed anatomic stem. A prospective study at two year minimum follow-up. INTERNATIONAL ORTHOPAEDICS 2020; 44:2253-2259. [PMID: 32594225 DOI: 10.1007/s00264-020-04683-x] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2020] [Accepted: 06/22/2020] [Indexed: 02/07/2023]
Abstract
PURPOSE The goal of the study was to analyze the impact of the pre-operative bone mineral density on the patients' reported outcomes at two year minimum follow-up of cementless THA using a proximally fixed anatomic stem. METHODS A prospective study included all patients who underwent a cementless THA using a specific proximally fixed anatomic stem and a 3D preoperative CT scan-based planning. The bone mineral density (BMD) of the metaphyseal cancellous bone was computed in a volume (of 1 mm thick and of 1 cm2 surface) at the level of the calcar 10 mm above the top of the lesser trochanter. Patients were assessed at two year follow-up using self-administered auto-questionnaires corresponding to the modified Harris (mHHS), the Oxford (OHS), and the Forgotten Hip (FHS) scores. A multiple linear regression statistical analysis was performed to assess the link between the mHHS, the age, body mass index (BMI), BMD, gender, and ASA grade. RESULTS Fifty patients were included (29 men, 21 women), with an average age of 62 ± 12 years and an average BMI of 27 ± 5 kg/m2. At two year follow-up, on multivariate analysis, excellent mHHS (≥ 90%) was significantly associated with only two parameters: a BMI ≤ 25 kg /m2 with an odd ratio OR = 10 (CI95% [2.1-48.3], p = 0.004) and a BMD ≥ 72 mg/cm3 with an odd ratio OR = 4.87 (CI95% [1.2-18.6], p = 0.02). CONCLUSION The short-term PROMs after cementless THA are impacted by pre-operative cancellous bone density. However, the BMI remains the most influential parameter on the clinical outcomes.
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