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Battersby HS, Evans RJ, Eghobamien IJ, Pamukoff DN. Measurement Position Influences Sex Comparisons of Distal Femoral Cartilage Thickness With Ultrasound Imaging. J Appl Biomech 2024; 40:333-345. [PMID: 39013453 DOI: 10.1123/jab.2024-0006] [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: 01/10/2024] [Revised: 04/01/2024] [Accepted: 04/30/2024] [Indexed: 07/18/2024]
Abstract
The purpose was to examine (1) the effect of measurement position and sex on femoral cartilage outcomes, and (2) the association between gait biomechanics and cartilage outcomes. Fifty individuals participated (25 males and 25 females; age = 20.62 [1.80] y). Ultrasound measured femoral cartilage thickness and echo-intensity at 90°, 115°, and 140° of knee flexion. Gait outcomes included the external knee adduction and knee flexion moments. Cartilage outcomes were compared using 2 (sex) × 3 (position) repeated-measures analysis of variance. Gait and cartilage associations were assessed using stepwise regression. Medial cartilage was thicker when measured at 90° compared with 115° (P = .02) and 140° (P < .01), and 115° compared with 140°, (P < .01) in males but not in females. Cartilage was thicker at 90° compared with 140° across both sexes within all regions (P < .01). Males had thicker cartilage than females in all positions (P < .01). Echo-intensity was lower at 90° than 115° (P < .01) and 140° (P = .01) in the central and lower at 90° than at 115° (P < .01) and 140° (P = .03) in lateral regions. No association was found between gait and cartilage outcomes. Ultrasound imaging position effects cartilage features more in males compared with females. Imaging position and sex influence cartilage outcomes and should be considered in study designs and clinical evaluation.
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Affiliation(s)
| | - Ryan J Evans
- School of Kinesiology, Western University, London, ON, Canada
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Cafarelli A, Sorriento A, Marola G, Amram D, Rabusseau F, Locteau H, Cabras P, Dumont E, Nakhaei S, Jernberger A, Bergsten P, Spinnato P, Russo A, Ricotti L. Usability Assessment of Technologies for Remote Monitoring of Knee Osteoarthritis. IEEE OPEN JOURNAL OF ENGINEERING IN MEDICINE AND BIOLOGY 2024; 5:476-484. [PMID: 38899019 PMCID: PMC11186643 DOI: 10.1109/ojemb.2024.3407961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Revised: 03/29/2024] [Accepted: 05/28/2024] [Indexed: 06/21/2024] Open
Abstract
Goal: To evaluate the usability of different technologies designed for a remote assessment of knee osteoarthritis. Methods: We recruited eleven patients affected by mild or moderate knee osteoarthritis, eleven caregivers, and eleven clinicians to assess the following technologies: a wristband for monitoring physical activity, an examination chair for measuring leg extension, a thermal camera for acquiring skin thermographic data, a force balance for measuring center of pressure, an ultrasound imaging system for remote echographic acquisition, a mobile app, and a clinical portal software. Specific questionnaires scoring usability were filled out by patients, caregivers and clinicians. Results: The questionnaires highlighted a good level of usability and user-friendliness for all the technologies, obtaining an average score of 8.7 provided by the patients, 8.8 by the caregivers, and 8.5 by the clinicians, on a scale ranging from 0 to 10. Such average scores were calculated by putting together the scores obtained for the single technologies under evaluation and averaging them. Conclusions: This study demonstrates a high level of acceptability for the tested portable technologies designed for a potentially remote and frequent assessment of knee osteoarthritis.
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Affiliation(s)
- Andrea Cafarelli
- BioRobotics InstituteScuola Superiore Sant'Anna56127PisaItaly
- Department of Excellence in Robotics and AIScuola Superiore Sant'Anna56127PisaItaly
| | - Angela Sorriento
- BioRobotics InstituteScuola Superiore Sant'Anna56127PisaItaly
- Department of Excellence in Robotics and AIScuola Superiore Sant'Anna56127PisaItaly
| | - Giorgia Marola
- BioRobotics InstituteScuola Superiore Sant'Anna56127PisaItaly
- Department of Excellence in Robotics and AIScuola Superiore Sant'Anna56127PisaItaly
| | - Denise Amram
- DIRPOLIS Institute L'EMbeDS Department of ExcellenceScuola Superiore Sant'Anna56127PisaItaly
| | | | | | | | | | - Sam Nakhaei
- Hitech & Development Wireless Sweden AB (H&D Wireless)164 51KistaSweden
| | - Ake Jernberger
- Hitech & Development Wireless Sweden AB (H&D Wireless)164 51KistaSweden
| | - Pär Bergsten
- Hitech & Development Wireless Sweden AB (H&D Wireless)164 51KistaSweden
| | - Paolo Spinnato
- Diagnostic and Interventional RadiologyIRCCS Istituto Ortopedico Rizzoli40136BolognaItaly
| | | | - Leonardo Ricotti
- BioRobotics InstituteScuola Superiore Sant'Anna56127PisaItaly
- Department of Excellence in Robotics and AIScuola Superiore Sant'Anna56127PisaItaly
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Anan M, Tokuda K, Tanimoto K, Sawada T. The relationship between knee flexion excursion and mechanical stress during gait in medial knee osteoarthritis. Clin Biomech (Bristol, Avon) 2024; 112:106180. [PMID: 38219456 DOI: 10.1016/j.clinbiomech.2024.106180] [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: 10/24/2023] [Revised: 01/01/2024] [Accepted: 01/08/2024] [Indexed: 01/16/2024]
Abstract
BACKGROUND A decrease in knee flexion excursion during the loading response may affect not only quadriceps muscle weakness, pain, and inflammatory symptoms, but also lead to physical function decline and activity limitation. The aim of this investigation was to clarify the relationship between knee flexion excursion during the loading response and mechanical stress on the knee joint, muscle strength, pain, and physical function in patients with knee osteoarthritis. METHODS Twenty patients diagnosed with medial knee osteoarthritis. The participants walked along a 10 m corridor in the laboratory at a comfortable pace. The kinematic and kinetic data were collected using a 3D motion analysis system. We employed to control for gait speed and age while examining the relationship between knee flexion excursion during the loading response and mechanical stress on the knee joint, muscle strength, pain, and physical function. FINDINGS Knee flexion excursion showed a significant positive correlation with the peak and angular impulse of knee flexion moment. In the partial correlation coefficients controlling for age and gait speed, significant negative correlations were found between knee flexion excursion and knee adduction moment angular impulse. INTERPRETATION It can be inferred that gait with reduced knee flexion movement during the loading response in patients with knee osteoarthritis may result in increased mechanical stress on the knee joint in the frontal plane. Exercise interventions aimed at increasing knee flexion excursion may result in a reduction in disease progression.
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Affiliation(s)
- Masaya Anan
- Physical Therapy Course, Faculty of Welfare and Health Science, Oita University, 700, Dannoharu, Oita-shi, Oita 870-1192, Japan.
| | - Kazuki Tokuda
- Department of Physical Therapy, Kurume Rehabilitation Institute, 1541 Mizuhara, Hirokawa-cho, Yame-gun, Fukuoka 834-0102, Japan
| | - Kenji Tanimoto
- Department of Rehabilitation, Mori Orthopaedic Clinic, 1-3-16 Hikarimachi Higashi-ku, Hiroshima-shi, Hiroshima 732-0052, Japan
| | - Tomonori Sawada
- Department of Orthopaedic Surgery, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo 160-8582, Japan
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Ripic Z, Nienhuis M, Signorile JF, Best TM, Jacobs KA, Eltoukhy M. A comparison of three-dimensional kinematics between markerless and marker-based motion capture in overground gait. J Biomech 2023; 159:111793. [PMID: 37725886 DOI: 10.1016/j.jbiomech.2023.111793] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Revised: 07/20/2023] [Accepted: 09/04/2023] [Indexed: 09/21/2023]
Abstract
Vision-based methods using RGB inputs for human pose estimation have grown in recent years but have undergone limited testing in clinical and biomechanics research areas like gait analysis. The purpose of the present study was to compare lower extremity kinematics during overground gait between a traditional marker-based approach and a commercial multi-view markerless system in a sample of subjects including young adults, older adults, and adults diagnosed with Parkinson's disease. A convenience sample of 35 adults between the age of 18-85 years were included in this study, yielding a total of 114 trials and 228 gait cycles that were compared between systems. A total of 30 time normalized waveforms, including three-dimensional joint centers, segment angles, and joint angles were compared between systems using root mean-squared error (RMSE), range of motion difference (ΔROM), Pearson correlation coefficients (r), and interclass correlation coefficients (ICC). RMSEs for joint center positions were less than 28 mm in all joints with correlations indicating good to excellent agreement. RMSEs for segment and joint angles were in range of previous results, with highest agreement between systems in the sagittal plane. ΔROM differences were within reference values that characterize clinical groups like Parkinson's disease, stroke, or knee osteoarthritis. Further improvements in pelvis tracking, markerless keypoint model definitions, and standardization of comparison study protocols are needed. Nevertheless, markerless solutions seem promising toward unrestricted motion analysis in biomechanics research and clinical settings.
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Affiliation(s)
- Zachary Ripic
- Department of Kinesiology and Sport Sciences, University of Miami, Miami, FL, United States; Sports Medicine Institute, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Mitch Nienhuis
- Department of Kinesiology and Sport Sciences, University of Miami, Miami, FL, United States
| | - Joseph F Signorile
- Department of Kinesiology and Sport Sciences, University of Miami, Miami, FL, United States; Center on Aging, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Thomas M Best
- Sports Medicine Institute, University of Miami Miller School of Medicine, Miami, FL, United States; Department of Orthopaedics, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Kevin A Jacobs
- Department of Kinesiology and Sport Sciences, University of Miami, Miami, FL, United States
| | - Moataz Eltoukhy
- Department of Kinesiology and Sport Sciences, University of Miami, Miami, FL, United States; Department of Physical Therapy, University of Miami Miller School of Medicine, Miami, FL, United States; Department of Industrial and Systems Engineering, University of Miami, Miami, FL, United States.
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Dai J, Jin X, Ma JX, Wu YF, Lu B, Bai HH, Ma XL. Spatiotemporal and kinematic gait analysis in patients with knee osteoarthritis and femoral varus deformity. Gait Posture 2023; 105:158-162. [PMID: 37573760 DOI: 10.1016/j.gaitpost.2023.08.005] [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: 03/19/2023] [Revised: 07/24/2023] [Accepted: 08/09/2023] [Indexed: 08/15/2023]
Abstract
BACKGROUND Knee osteoarthritis (OA) is commonly combined with the presentation of a coronal deformity of the knee. The bony origin of the knee varus deformity can be classified as tibial origin, femoral origin, or a combination of tibial and femoral causes. Deformities of tibial origin are mostly common clinically, while patients with knee OA with femoral varus deformity are less common. RESEARCH QUESTION Do hip, knee and ankle kinematics and spatiotemporal parameters differ between patients with knee OA with femoral varus deformity and healthy subjects? METHODS Twenty-five patients (14 females and 11 males) with knee OA and femoral varus deformity and 20 healthy subjects (12 males and 8 females) as control group were included in this study. The kinematic parameters of the hip-knee-ankle joint and spatiotemporal gait parameters were included in the study. RESULTS This study found that the step speed and step length of the knee OA with femoral varus (KOAF) group were smaller than those of the control group, while double support period percentage was greater in the KOAF group. Significant differences were found in the maximum knee extension angle, maximum knee flexion angle, knee flexion range of motion, maximum hip flexion angle, maximum hip extension angle, and hip flexion range of motion between the two groups. After comparing the ankle motion between the two groups, significant differences were found in the maximum eversion angle, inversion range of motion, maximum ankle abduction angle, and abduction range of motion. SIGNIFICANCE Knee OA with femoral varus deformity causes adaptive changes in the kinematic parameters of hip, knee and ankle joints and spatiotemporal gait parameters to alleviate symptoms and maintain normal activity.
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Affiliation(s)
- Jing Dai
- Tianjin Key Laboratory of Orthopaedic Biomechanics and Medical Engineering, Tianjin 300050, China; Clinical College of Orthopedics, Tianjin Medical University, Tianjin, China
| | - Xin Jin
- Biomechanics Labs of Orthopaedics Institute, Tianjin Hospital, Tianjin University, Tianjin 300050, China; Tianjin Key Laboratory of Orthopaedic Biomechanics and Medical Engineering, Tianjin 300050, China
| | - Jian-Xiong Ma
- Biomechanics Labs of Orthopaedics Institute, Tianjin Hospital, Tianjin University, Tianjin 300050, China; Tianjin Key Laboratory of Orthopaedic Biomechanics and Medical Engineering, Tianjin 300050, China.
| | - Yan-Fei Wu
- Tianjin Key Laboratory of Orthopaedic Biomechanics and Medical Engineering, Tianjin 300050, China; Clinical College of Orthopedics, Tianjin Medical University, Tianjin, China
| | - Bin Lu
- Biomechanics Labs of Orthopaedics Institute, Tianjin Hospital, Tianjin University, Tianjin 300050, China; Tianjin Key Laboratory of Orthopaedic Biomechanics and Medical Engineering, Tianjin 300050, China
| | - Hao-Hao Bai
- Biomechanics Labs of Orthopaedics Institute, Tianjin Hospital, Tianjin University, Tianjin 300050, China; Tianjin Key Laboratory of Orthopaedic Biomechanics and Medical Engineering, Tianjin 300050, China
| | - Xin-Long Ma
- Biomechanics Labs of Orthopaedics Institute, Tianjin Hospital, Tianjin University, Tianjin 300050, China; Tianjin Key Laboratory of Orthopaedic Biomechanics and Medical Engineering, Tianjin 300050, China; Clinical College of Orthopedics, Tianjin Medical University, Tianjin, China.
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Millar SC, Bennett K, Rickman M, Thewlis D. Retention of kinematic patterns during a 6-minute walk test in people with knee osteoarthritis. Gait Posture 2023; 101:106-113. [PMID: 36774788 DOI: 10.1016/j.gaitpost.2023.02.004] [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: 11/21/2021] [Revised: 01/25/2023] [Accepted: 02/08/2023] [Indexed: 02/14/2023]
Abstract
BACKGROUND Knee osteoarthritis (OA) is a chronic condition affecting the entire joint and surrounding tissue, resulting in pain, stiffness and impaired movement. Recent studies have suggested the use of physical performance tests, such as the six-minute walk test (6MWT) to assess joint function for those with knee OA. This study assessed lower limb sagittal plane joint angles during a 6MWT for people with mild-moderate knee OA. METHODS Thirty-one participants (18 male, 13 female; 62.9 ± 8.4 years) with knee OA were recruited. Gait data were collected in a single session during which participants completed a 6MWT around a 20 m course. Sagittal plane joint angles for the hip, knee and ankle were calculated during the first and last minute of the 6MWT. Statistical parametric mapping (SPM) was used to investigate changes in kinematic traces over the gait cycle. RESULTS Mean joint angles for the hip and knee showed no significant differences between the first and last minute of the 6MWT. Ankle joint kinematic traces indicated there to be a decrease in plantarflexion approaching toe-off in the last minute of the test - a 1.5° reduction from the first minute. No significant differences were calculated for walking speed or joint range of motion. DISCUSSION The lack of significant change in joint kinematic parameters and walking speed suggests the relative fatigue and pain burden to the participant over the duration of the 6-minute period is insufficient to elicit any mechanical changes to walking gait.
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Affiliation(s)
- Stuart C Millar
- Centre for Orthopaedic and Trauma Research, Adelaide Medical School, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA 5000, Australia; Active Vision Lab, School of Psychology, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA 5000, Australia.
| | - Kieran Bennett
- Centre for Orthopaedic and Trauma Research, Adelaide Medical School, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA 5000, Australia
| | - Mark Rickman
- Centre for Orthopaedic and Trauma Research, Adelaide Medical School, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA 5000, Australia; Department of Orthopaedics and Trauma, Royal Adelaide Hospital, Adelaide, SA 5000, Australia
| | - Dominic Thewlis
- Centre for Orthopaedic and Trauma Research, Adelaide Medical School, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA 5000, Australia; Department of Orthopaedics and Trauma, Royal Adelaide Hospital, Adelaide, SA 5000, Australia
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Sagittal spinal alignment and mobility and their relation to physical function in women with and without mild-to-moderate knee osteoarthritis. J Biomech 2023; 146:111412. [PMID: 36521228 DOI: 10.1016/j.jbiomech.2022.111412] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Revised: 10/19/2022] [Accepted: 12/05/2022] [Indexed: 12/13/2022]
Abstract
Recent studies suggest that patients with lower extremity osteoarthritis may have altered spinal posture. We aimed to investigate age and body mass index-adjusted sagittal spinal alignment and mobility and their relation to physical function in women over 40 years of age with and without mild-to-moderate knee osteoarthritis (KOA). Thirty-two women with unilateral mild-to-moderate KOA and thirty-two asymptomatic women were included. A skin-surface device was used to assess sagittal alignment and mobility of the thoracic, lumbar, and sacral regions and trunk inclination angle. Physical function was assessed using the Timed Up and Go test. Analysis of covariance was used to compare groups and correlation coefficients were calculated separately for two groups. Women with KOA had higher thoracic kyphosis and lumbar lordosis compared to asymptomatic women (p < 0.05). The mean differences were 6.60 (%95 Confidence Interval 1.38;11.82) and -5.63 (-10.06;-1.20) for thoracic kyphosis and lumbar lordosis, respectively. Physical function score was moderately correlated with trunk inclination angle and lumbar, sacral, and trunk inclination mobility in asymptomatic women (r = 0.400, -0.504, -0.602, and -0.681, p < 0.05), but a significant correlation was not found in women with KOA (p > 0.05). In conclusion, women with KOA had altered spinal alignment. Spinal alignment and mobility were related to physical function in asymptomatic women over 40 years of age. Addressing sagittal spinal alignment in the clinical management of KOA may provide valuable data, especially for preventing possible spinal disorders.
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Alotaibi AD, Vennu V, BinNasser AS, Idres M, Mohammed A, Aldawai H, Bindawas SM. Development and Validation of a New Patient-Reported Outcome Measure in the Arabic Language for Patients with Knee Osteoarthritis in Saudi Arabia. Patient Prefer Adherence 2023; 17:187-198. [PMID: 36704123 PMCID: PMC9871047 DOI: 10.2147/ppa.s393163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Accepted: 01/11/2023] [Indexed: 01/19/2023] Open
Abstract
PURPOSE In Western countries, several patient-reported outcomes (PROs) measures have been developed and validated for knee osteoarthritis (OA) patients. While few PROs have been adopted for these patients in Saudi Arabia, which do not reflect all aspects of the Saudi socio-cultural context. Given this shortcoming, this study aimed to develop a new PRO measure in Arabic that covers all concepts related to health, function, and participation encompassing environmental and personal factors. PATIENTS AND METHODS A cross-sectional study was conducted on 73 males and females aged ≥55 diagnosed with radiographic knee OA recruited from the orthopedic and physiotherapy departments of five hospitals in Riyadh, Saudi Arabia, between September 2016 and March 2017. Physicians confirmed knee OA according to the American College of Rheumatology standards. We examined the psychometric properties of the new Arabic PRO measure. RESULTS The internal consistency and test-retest (a one-week interval) reliabilities were found acceptable and excellent with Cronbach's alpha and the intra-class correlation coefficient, ranging from 0.69 to 0.85 and 0.88 to 0.91, respectively. The construct validity was found fair with the correlation between the subscales Body Function and Physical Function (rs =0.63), Activity & Participation and Physical Function (rs =0.72), and Body Function and Bodily Pain (rs =0.58). We found a weak to fair correlation between the new Arabic PRO measure's subscales and the SF-36 physical composite scale (PCS: rs =0.34-0.69) compared to the mental-composite scale (MCS: rs =0.16-0.55). CONCLUSION The 33-item new Arabic PRO measure is a well-accepted, reliable, and valid tool for use in knee OA patients in the Saudi cultural context.
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Affiliation(s)
- Ali D Alotaibi
- Ministry of Health, Dawadmi General Hospital, Riyadh, Saudi Arabia
- Department of Rehabilitation Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia
| | - Vishal Vennu
- Department of Rehabilitation Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia
| | - Ahmad Saleh BinNasser
- Department of Orthopedics, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - May Idres
- Physical Therapy Department, King Faisal Specialist Hospital and Research Center, Riyadh, Saudi Arabia
| | - Asma Mohammed
- Physical Therapy Department, King Khalid University Hospital, Riyadh, Saudi Arabia
| | - Hasan Aldawai
- Physical Therapy Department, King Saud Medical City, Riyadh, Saudi Arabia
| | - Saad M Bindawas
- Department of Rehabilitation Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia
- Correspondence: Saad M Bindawas, Department of Rehabilitation Sciences, College of Applied Medical Sciences, King Saud University, P.O. Box: 10219, Riyadh, 11433, Saudi Arabia, Tel +966114696226, Email
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Boekesteijn RJ, van Gerven J, Geurts ACH, Smulders K. Objective gait assessment in individuals with knee osteoarthritis using inertial sensors: A systematic review and meta-analysis. Gait Posture 2022; 98:109-120. [PMID: 36099732 DOI: 10.1016/j.gaitpost.2022.09.002] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/28/2021] [Revised: 06/16/2022] [Accepted: 09/01/2022] [Indexed: 02/02/2023]
Abstract
BACKGROUND Objective assessment of gait using inertial sensors has shown promising results for functional evaluations in individuals with knee osteoarthritis (OA). However, the large number of possible outcome measures calls for a systematic evaluation of most relevant parameters to be used for scientific and clinical purposes. AIM This systematic review and meta-analysis aimed to identify gait parameters derived from inertial sensors that reflect gait deviations in individuals with knee OA compared to healthy control subjects (HC). METHODS A systematic search was conducted in five electronic databases (Medline, Embase, Web of Science, CINAHL, IEEE) to identify eligible articles. Risk of bias was assessed using a modified version of the Downs and Black scale. Data regarding study population, experimental procedures, and biomechanical outcomes were extracted. When a gait parameter was reported by a sufficient number of studies, a random-effects meta-analysis was conducted using the inverse variance method. RESULTS Twenty-three articles comparing gait between 411 individuals with knee OA and 507 HC were included. Individuals with knee OA had a lower gait speed than HC (standardized mean difference = -1.65), driven by smaller strides with a longer duration. Stride time variability was slightly higher in individuals with knee OA than in HC. Individuals with knee OA walked with a lower range of motion of the knee during the swing phase, less lumbar motion in the coronal plane, and a lower foot strike and toe-off angle compared to HC. SIGNIFICANCE This review shows that inertial sensors can detect gait impairments in individuals with knee OA. Large standardized mean differences found on spatiotemporal parameters support their applicability as sensitive endpoints for mobility in individuals with knee OA. More advanced measures, including kinematics of knee and trunk, may reveal gait adaptations that are more specific to knee OA, but compelling evidence was lacking.
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Affiliation(s)
- R J Boekesteijn
- Department of Research, Sint Maartenskliniek, Nijmegen, the Netherlands; Department of Rehabilitation, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, the Netherlands.
| | - J van Gerven
- Department of Orthopedic Surgery, Sint Maartenskliniek, Nijmegen, the Netherlands.
| | - A C H Geurts
- Department of Rehabilitation, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, the Netherlands.
| | - K Smulders
- Department of Research, Sint Maartenskliniek, Nijmegen, the Netherlands.
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Ren X, Lutter C, Kebbach M, Bruhn S, Yang Q, Bader R, Tischer T. Compensatory Responses During Slip-Induced Perturbation in Patients With Knee Osteoarthritis Compared With Healthy Older Adults: An Increased Risk of Falls? Front Bioeng Biotechnol 2022; 10:893840. [PMID: 35782515 PMCID: PMC9240265 DOI: 10.3389/fbioe.2022.893840] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Accepted: 05/30/2022] [Indexed: 02/03/2023] Open
Abstract
Background: Functional impairment of the knee joint affected by osteoarthritis and loss of muscle strength leads to a significant increase in the number of falls. Nevertheless, little is known about strategies for coping with gait perturbations in patients with knee osteoarthritis (KOA). Thus, this study aimed to examine the compensatory strategies of patients with KOA in response to a backward slip perturbation compared with healthy older adults. Methods: An automated perturbation program was developed by using D-Flow software based on the Gait Real-time Analysis Interactive Lab, and an induced backward slip perturbation was implemented on nine patients with severe KOA (68.89 ± 3.59 years) and 15 age-matched healthy older adults (68.33 ± 3.29 years). Step length, gait speed, range of motion, vertical ground reaction forces, lower extremity joint angles, and joint moments were computed and analyzed. Results: Compared with older adults, patients with KOA had significantly lower step length, gait speed, and vertical ground reaction forces in both normal walking and the first recovery step following backward slip perturbations. Inadequate flexion and extension of joint angles and insufficient generation of joint moments predispose patients with KOA to fall. Hip extension angle and flexion moment, knee range of motion, and vertical ground reaction forces are key monitoring variables. Conclusion: The risk of falls for patients with KOA in response to backward slip perturbations is higher. Patients with KOA should focus not only on quadriceps muscle strength related to knee range of motion but also on improving hip extensor strength and activation through specific exercises. Targeted resistance training and perturbation-based gait training could be better options.
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Affiliation(s)
- Xiping Ren
- College of Physical Education and Health Sciences, Zhejiang Normal University, Jinhua, China
- Biomechanics and Implant Technology Research Laboratory, Department of Orthopedics, Rostock University Medical Center, Rostock, Germany
| | - Christoph Lutter
- Biomechanics and Implant Technology Research Laboratory, Department of Orthopedics, Rostock University Medical Center, Rostock, Germany
| | - Maeruan Kebbach
- Biomechanics and Implant Technology Research Laboratory, Department of Orthopedics, Rostock University Medical Center, Rostock, Germany
| | - Sven Bruhn
- Institute of Sport Science, Faculty of Philosophy, University of Rostock, Rostock, Germany
| | - Qining Yang
- Department of Joint Surgery, The affiliated Jinhua Hospital, Zhejiang University School of Medicine, Jinhua, China
| | - Rainer Bader
- Biomechanics and Implant Technology Research Laboratory, Department of Orthopedics, Rostock University Medical Center, Rostock, Germany
| | - Thomas Tischer
- Biomechanics and Implant Technology Research Laboratory, Department of Orthopedics, Rostock University Medical Center, Rostock, Germany
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Schön C, Knaub K, Alt W, Durkee S, Saiyed Z, Juturu V. UC-II Undenatured Type II Collagen for Knee Joint Flexibility: A Multicenter, Randomized, Double-Blind, Placebo-Controlled Clinical Study. JOURNAL OF INTEGRATIVE AND COMPLEMENTARY MEDICINE 2022; 28:540-548. [PMID: 35377244 PMCID: PMC9232232 DOI: 10.1089/jicm.2021.0365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Objective: Joint-related stress models have been used in the past to induce a standardized load on physical structures, allowing researchers to observe changes in perceived stress on joints as accurately as possible in healthy individuals. Previous studies support the efficacy of UC-II® undenatured type II collagen (“undenatured collagen”) supplementation in maintaining joint health. The purpose of this study was to assess the effect of undenatured collagen on knee flexibility in healthy subjects who experience activity-related joint discomfort (ArJD). Methods: This randomized, double-blind, placebo (PLA)-controlled study was conducted in healthy subjects with ArJD who had no history of osteoarthritis, or joint diseases. Ninety-six (n = 96, 20–55 years old) subjects who reported joint discomfort while performing a standardized single-leg-step-down test were randomized to receive either PLA (n = 48) or 40 mg of undenatured collagen (n = 48) supplementation daily for 24 weeks. Range of motion (ROM) flexion and extension were measured using a digital goniometer. Results: At the end of the study, a statistically significant increase in knee ROM flexion was observed in the undenatured collagen group versus the PLA group (3.23° vs. 0.21°; p = 0.025). In addition, an increase in knee ROM extension by 2.21° was observed over time in the undenatured collagen group (p = 0.0061), while the PLA group showed a nonsignificant increase by 1.27° (p > 0.05). Subgroup analysis by age showed a significant increase in knee ROM flexion in subjects >35 years old in the undenatured collagen supplemented group compared with PLA (6.79° vs. 0.30°; p = 0.0092). Conclusion: Overall, these results suggest that daily supplementation of 40 mg of undenatured collagen improved knee joint ROM flexibility and extensibility in healthy subjects with ArJD.
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Affiliation(s)
| | | | - Wilfried Alt
- Institute of Sports Science and Kinesiology, University of Stuttgart, Stuttgart, Germany
| | - Shane Durkee
- Research and Development, Lonza Greenwood, North Emerald Road, Greenwood, SC, USA
| | - Zainulabedin Saiyed
- Research and Development, Lonza Greenwood, North Emerald Road, Greenwood, SC, USA
| | - Vijaya Juturu
- Research and Development, Lonza Greenwood, North Emerald Road, Greenwood, SC, USA
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12
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Low WS, Chan CK, Chuah JH, Tee YK, Hum YC, Salim MIM, Lai KW. A Review of Machine Learning Network in Human Motion Biomechanics. JOURNAL OF GRID COMPUTING 2022; 20:4. [DOI: 10.1007/s10723-021-09595-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/05/2021] [Accepted: 11/28/2021] [Indexed: 07/26/2024]
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13
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Tan JS, Tippaya S, Binnie T, Davey P, Napier K, Caneiro JP, Kent P, Smith A, O’Sullivan P, Campbell A. Predicting Knee Joint Kinematics from Wearable Sensor Data in People with Knee Osteoarthritis and Clinical Considerations for Future Machine Learning Models. SENSORS 2022; 22:s22020446. [PMID: 35062408 PMCID: PMC8781640 DOI: 10.3390/s22020446] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Revised: 12/18/2021] [Accepted: 01/04/2022] [Indexed: 12/16/2022]
Abstract
Deep learning models developed to predict knee joint kinematics are usually trained on inertial measurement unit (IMU) data from healthy people and only for the activity of walking. Yet, people with knee osteoarthritis have difficulties with other activities and there are a lack of studies using IMU training data from this population. Our objective was to conduct a proof-of-concept study to determine the feasibility of using IMU training data from people with knee osteoarthritis performing multiple clinically important activities to predict knee joint sagittal plane kinematics using a deep learning approach. We trained a bidirectional long short-term memory model on IMU data from 17 participants with knee osteoarthritis to estimate knee joint flexion kinematics for phases of walking, transitioning to and from a chair, and negotiating stairs. We tested two models, a double-leg model (four IMUs) and a single-leg model (two IMUs). The single-leg model demonstrated less prediction error compared to the double-leg model. Across the different activity phases, RMSE (SD) ranged from 7.04° (2.6) to 11.78° (6.04), MAE (SD) from 5.99° (2.34) to 10.37° (5.44), and Pearson’s R from 0.85 to 0.99 using leave-one-subject-out cross-validation. This study demonstrates the feasibility of using IMU training data from people who have knee osteoarthritis for the prediction of kinematics for multiple clinically relevant activities.
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Affiliation(s)
- Jay-Shian Tan
- School of Allied Health, Faculty of Health Sciences, Curtin University, Perth, WA 6845, Australia; (J.-S.T.); (T.B.); (P.D.); (J.P.C.); (P.K.); (A.S.); (P.O.)
| | - Sawitchaya Tippaya
- Curtin Institute for Computation, Curtin University, Perth, WA 6845, Australia; (S.T.); (K.N.)
| | - Tara Binnie
- School of Allied Health, Faculty of Health Sciences, Curtin University, Perth, WA 6845, Australia; (J.-S.T.); (T.B.); (P.D.); (J.P.C.); (P.K.); (A.S.); (P.O.)
| | - Paul Davey
- School of Allied Health, Faculty of Health Sciences, Curtin University, Perth, WA 6845, Australia; (J.-S.T.); (T.B.); (P.D.); (J.P.C.); (P.K.); (A.S.); (P.O.)
| | - Kathryn Napier
- Curtin Institute for Computation, Curtin University, Perth, WA 6845, Australia; (S.T.); (K.N.)
| | - J. P. Caneiro
- School of Allied Health, Faculty of Health Sciences, Curtin University, Perth, WA 6845, Australia; (J.-S.T.); (T.B.); (P.D.); (J.P.C.); (P.K.); (A.S.); (P.O.)
| | - Peter Kent
- School of Allied Health, Faculty of Health Sciences, Curtin University, Perth, WA 6845, Australia; (J.-S.T.); (T.B.); (P.D.); (J.P.C.); (P.K.); (A.S.); (P.O.)
| | - Anne Smith
- School of Allied Health, Faculty of Health Sciences, Curtin University, Perth, WA 6845, Australia; (J.-S.T.); (T.B.); (P.D.); (J.P.C.); (P.K.); (A.S.); (P.O.)
| | - Peter O’Sullivan
- School of Allied Health, Faculty of Health Sciences, Curtin University, Perth, WA 6845, Australia; (J.-S.T.); (T.B.); (P.D.); (J.P.C.); (P.K.); (A.S.); (P.O.)
| | - Amity Campbell
- School of Allied Health, Faculty of Health Sciences, Curtin University, Perth, WA 6845, Australia; (J.-S.T.); (T.B.); (P.D.); (J.P.C.); (P.K.); (A.S.); (P.O.)
- Correspondence:
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14
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Cudejko T, Button K, Willott J, Al-Amri M. Applications of Wearable Technology in a Real-Life Setting in People with Knee Osteoarthritis: A Systematic Scoping Review. J Clin Med 2021; 10:5645. [PMID: 34884347 PMCID: PMC8658504 DOI: 10.3390/jcm10235645] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Revised: 11/25/2021] [Accepted: 11/29/2021] [Indexed: 12/12/2022] Open
Abstract
With the growing number of people affected by osteoarthritis, wearable technology may enable the provision of care outside a traditional clinical setting and thus transform how healthcare is delivered for this patient group. Here, we mapped the available empirical evidence on the utilization of wearable technology in a real-world setting in people with knee osteoarthritis. From an analysis of 68 studies, we found that the use of accelerometers for physical activity assessment is the most prevalent mode of use of wearable technology in this population. We identify low technical complexity and cost, ability to connect with a healthcare professional, and consistency in the analysis of the data as the most critical facilitators for the feasibility of using wearable technology in a real-world setting. To fully realize the clinical potential of wearable technology for people with knee osteoarthritis, this review highlights the need for more research employing wearables for information sharing and treatment, increased inter-study consistency through standardization and improved reporting, and increased representation of vulnerable populations.
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Affiliation(s)
- Tomasz Cudejko
- School of Healthcare Sciences, College of Biomedical and Life Sciences, Cardiff University, College House, King George V Drive East, Heath Park, Cardiff CF14 4EP, UK; (K.B.); (J.W.); (M.A.-A.)
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15
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A Comparison Between the Effect of Combined Chain Exercises Plus Kinesio Taping With Combined Chain Exercises Alone in Knee Osteoarthritis: A Randomized Clinical Trial. Am J Phys Med Rehabil 2021; 100:1070-1077. [PMID: 33496439 DOI: 10.1097/phm.0000000000001705] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE This study aimed to examine the effect of Kinesio taping as an adjunct to combined chain exercises compared with combined chain exercises alone in the management of individuals with knee osteoarthritis. METHODS A total of 60 (27 male, 33 female) individuals (age range = 50-71 yrs and mean age = 54.26 ± 8.83 yrs) diagnosed as having mild to moderate knee osteoarthritis (based on the Kellgren and Lawrence grade I-III classification) were randomly allocated into two groups with 30 participants each in the Kinesio taping + combined chain exercises and combined chain exercises groups. Participants in the Kinesio taping + combined chain exercises group received Kinesio taping plus combined chain exercises and those in the combined chain exercises group received only combined chain exercises. Each participant was assessed for pain, range of motion, functional mobility, and quality of life at baseline and after 8 wks of intervention. A mixed-design multivariate analysis of variance was used to analyze the treatment effect. RESULTS No significant differences were observed in the baseline characteristics of participants in both groups. The result indicated that there was a significant time effect for all outcomes, with a significant interaction between time and intervention (P < 0.001). The Bonferroni post hoc analyses of time and intervention effects indicated that the Kinesio taping + combined chain exercises group improved significantly better than the combined chain exercises group in all outcomes, pain (mean = 2.01 [0.64] vs. 3.94 [1.12], F[df] = 5.466[1,58], P = 0.011), flexion range of motion (mean = 121.15 [2.07] vs. 104.28 [3.24], F[df] = 26.722[1,58], P < 0.001), functional mobility (mean = 19.47 [1.95] vs. 31.01 [2.39], F[df] = 29.436[1,58], P < 0.001), and quality of life (mean = 68.76 [3.19] vs. 45.62 [2.87], F[df] = 71.984[1,58], P < 0.001), after 8 wks of intervention. CONCLUSIONS The findings of this study concluded that Kinesio taping + combined chain exercises and combined chain exercises were both effective but Kinesio taping plus combined chain exercises was more effective in the management of individuals with knee osteoarthritis. TRIAL REGISTRATION Pan African Clinical Trial Registry: PACTR201810603949411.
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16
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The Relationship Between Changes in Movement and Activity Limitation or Pain in People With Knee Osteoarthritis: A Systematic Review. J Orthop Sports Phys Ther 2021; 51:492-502. [PMID: 34592828 DOI: 10.2519/jospt.2021.10418] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
OBJECTIVE To report whether changes in knee joint movement parameters recorded during functional activities relate to change in activity limitation or pain after an exercise intervention in people with knee osteoarthritis (OA). DESIGN Etiology systematic review. LITERATURE SEARCH Four databases (MEDLINE, Embase, CINAHL, and AMED) were searched up to January 22, 2021. STUDY SELECTION CRITERIA Randomized controlled trials or cohort studies of exercise interventions for people with knee OA that assessed change in knee joint movement parameters (moments, kinematics, or muscle activity) and clinical outcomes (activity limitation or pain). DATA SYNTHESIS A descriptive synthesis of functional activities, movement parameters, and clinical outcomes. RESULTS From 3182 articles, 22 studies met the inclusion criteria, and almost all were of low quality. Gait was the only investigated functional activity. After exercise, gait parameters changed 26% of the time, and clinical outcomes improved 90% of the time. A relationship between group-level changes in gait parameters and clinical outcomes occurred 24.5% of the time. Two studies directly investigated an individual-level relationship, reporting only 1 significant association out of 8 correlations tested. CONCLUSION Most studies reported no change in gait-related movement parameters despite improvement in clinical outcomes, challenging the belief that changing movement parameters is always clinically important in people with knee OA. J Orthop Sports Phys Ther 2021;51(10):492-502. doi:10.2519/jospt.2021.10418.
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17
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Toda H, Maruyama T, Fujita K, Yamauchi Y, Tada M. Self-Reported Walking Difficulty Associated with Stiff-Knee Gait in Japanese Patients with Knee Osteoarthritis: A Preliminary Cross-Sectional Study. Healthcare (Basel) 2021; 9:healthcare9101308. [PMID: 34682987 PMCID: PMC8544354 DOI: 10.3390/healthcare9101308] [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: 07/29/2021] [Revised: 09/17/2021] [Accepted: 09/27/2021] [Indexed: 11/24/2022] Open
Abstract
Background: Individuals with knee osteoarthritis are restricted in their daily activity because of walking difficulty. The purpose of this investigation was to examine the association between self-reported walking difficulty and knee flexion excursion during gait in Japanese patients with knee osteoarthritis. Methods: Twenty-eight patients with knee osteoarthritis participated in this study. Knee flexion excursions in loading response and swing during gait were measured through an inertial measurement unit-based motion capture system. The walking difficulty was assessed by a subitem in the Japanese Knee Osteoarthritis Measure. Pain intensity was assessed by a visual analog scale. Characteristics and gait variables were compared between groups that were determined a priori using the results of the walking difficulty assessment. The relationship between knee flexion excursion during gait and walking difficulty were analyzed using logistic regression. Results: The participants with walking difficulty had significantly small knee flexion excursion in both loading response and swing with large pain. After controlling the effect of pain, only knee flexion excursion in the swing was significantly related to the walking difficulty. Conclusions: This study suggested that the knee flexion excursion in swing during gait is helpful for understanding the walking difficulty experienced in Japanese patients with knee osteoarthritis.
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Affiliation(s)
- Haruki Toda
- Digital Human Research Team, Artificial Intelligence Research Center, National Institute of Advanced Industrial Science and Technology, Tokyo 135-0064, Japan; (T.M.); (M.T.)
- Correspondence: ; Tel.: +81-3-3599-8201
| | - Tsubasa Maruyama
- Digital Human Research Team, Artificial Intelligence Research Center, National Institute of Advanced Industrial Science and Technology, Tokyo 135-0064, Japan; (T.M.); (M.T.)
| | - Koji Fujita
- Department of Functional Joint Anatomy, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo 113-8519, Japan;
| | - Yuki Yamauchi
- Department of Orthopaedic Surgery, Doujin Hospital, Urasoe 901-2133, Japan;
| | - Mitsunori Tada
- Digital Human Research Team, Artificial Intelligence Research Center, National Institute of Advanced Industrial Science and Technology, Tokyo 135-0064, Japan; (T.M.); (M.T.)
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18
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Nüesch C, Ismailidis P, Koch D, Pagenstert G, Ilchmann T, Eckardt A, Stoffel K, Egloff C, Mündermann A. Assessing Site Specificity of Osteoarthritic Gait Kinematics with Wearable Sensors and Their Association with Patient Reported Outcome Measures (PROMs): Knee versus Hip Osteoarthritis. SENSORS 2021; 21:s21165363. [PMID: 34450828 PMCID: PMC8398113 DOI: 10.3390/s21165363] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/05/2021] [Revised: 08/05/2021] [Accepted: 08/06/2021] [Indexed: 12/13/2022]
Abstract
There is a great need for quantitative outcomes reflecting the functional status in patients with knee or hip osteoarthritis (OA) to advance the development and investigation of interventions for OA. The purpose of this study was to determine if gait kinematics specific to the disease—i.e., knee versus hip OA—can be identified using wearable sensors and statistical parametric mapping (SPM) and whether disease-related gait deviations are associated with patient reported outcome measures. 113 participants (N = 29 unilateral knee OA; N = 30 unilateral hip OA; N = 54 age-matched asymptomatic persons) completed gait analysis with wearable sensors and the Knee/Hip Osteoarthritis Outcome Score (KOOS/HOOS). Data were analyzed using SPM. Knee and hip kinematics differed between patients with knee OA and patients with hip OA (up to 14°, p < 0.001 for knee and 8°, p = 0.003 for hip kinematics), and differences from controls were more pronounced in the affected than unaffected leg of patients. The observed deviations in ankle, knee and hip kinematic trajectories from controls were associated with KOOS/HOOS in both groups. Capturing gait kinematics using wearables has a large potential for application as outcome in clinical trials and for monitoring treatment success in patients with knee or hip OA and in large cohorts representing a major advancement in research on musculoskeletal diseases.
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Affiliation(s)
- Corina Nüesch
- Department of Orthopaedics and Traumatology, University Hospital Basel, 4031 Basel, Switzerland; (C.N.); (P.I.); (D.K.); (K.S.); (C.E.)
- Department of Spine Surgery, University Hospital Basel, 4031 Basel, Switzerland
- Department of Biomedical Engineering, University of Basel, 4123 Allschwil, Switzerland
- Department of Clinical Research, University of Basel, 4031 Basel, Switzerland;
| | - Petros Ismailidis
- Department of Orthopaedics and Traumatology, University Hospital Basel, 4031 Basel, Switzerland; (C.N.); (P.I.); (D.K.); (K.S.); (C.E.)
- Department of Biomedical Engineering, University of Basel, 4123 Allschwil, Switzerland
- Department of Clinical Research, University of Basel, 4031 Basel, Switzerland;
| | - David Koch
- Department of Orthopaedics and Traumatology, University Hospital Basel, 4031 Basel, Switzerland; (C.N.); (P.I.); (D.K.); (K.S.); (C.E.)
- Department for Sport, Movement and Health, University of Basel, 4052 Basel, Switzerland
| | - Geert Pagenstert
- Department of Clinical Research, University of Basel, 4031 Basel, Switzerland;
- Clarahof Clinic of Orthopaedic Surgery, 4058 Basel, Switzerland
| | - Thomas Ilchmann
- ENDO-Team, Hirslanden Klinik Birshof, 4142 Münchenstein, Switzerland; (T.I.); (A.E.)
| | - Anke Eckardt
- ENDO-Team, Hirslanden Klinik Birshof, 4142 Münchenstein, Switzerland; (T.I.); (A.E.)
| | - Karl Stoffel
- Department of Orthopaedics and Traumatology, University Hospital Basel, 4031 Basel, Switzerland; (C.N.); (P.I.); (D.K.); (K.S.); (C.E.)
| | - Christian Egloff
- Department of Orthopaedics and Traumatology, University Hospital Basel, 4031 Basel, Switzerland; (C.N.); (P.I.); (D.K.); (K.S.); (C.E.)
| | - Annegret Mündermann
- Department of Orthopaedics and Traumatology, University Hospital Basel, 4031 Basel, Switzerland; (C.N.); (P.I.); (D.K.); (K.S.); (C.E.)
- Department of Spine Surgery, University Hospital Basel, 4031 Basel, Switzerland
- Department of Biomedical Engineering, University of Basel, 4123 Allschwil, Switzerland
- Department of Clinical Research, University of Basel, 4031 Basel, Switzerland;
- Correspondence:
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19
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van Helvoort EM, Hodgins D, Mastbergen SC, Marijnissen AK, Guehring H, Loef M, Kloppenburg M, Blanco F, Haugen IK, Berenbaum F, Lafeber FPJG, Welsing PMJ. Relationship between motion, using the GaitSmartTM system, and radiographic knee osteoarthritis: an explorative analysis in the IMI-APPROACH cohort. Rheumatology (Oxford) 2021; 60:3588-3597. [PMID: 33367896 PMCID: PMC8328500 DOI: 10.1093/rheumatology/keaa809] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Revised: 10/16/2020] [Indexed: 11/25/2022] Open
Abstract
Objectives To assess underlying domains measured by GaitSmartTMparameters and whether these are additional to established OA markers including patient reported outcome measures (PROMs) and radiographic parameters, and to evaluate if GaitSmart analysis is related to the presence and severity of radiographic knee OA. Methods GaitSmart analysis was performed during baseline visits of participants of the APPROACH cohort (n = 297). Principal component analyses (PCA) were performed to explore structure in relationships between GaitSmart parameters alone and in addition to radiographic parameters and PROMs. Logistic and linear regression analyses were performed to analyse the relationship of GaitSmart with the presence (Kellgren and Lawrence grade ≥2 in at least one knee) and severity of radiographic OA (ROA). Results Two hundred and eighty-four successful GaitSmart analyses were performed. The PCA identified five underlying GaitSmart domains. Radiographic parameters and PROMs formed additional domains indicating that GaitSmart largely measures separate concepts. Several GaitSmart domains were related to the presence of ROA as well as the severity of joint damage in addition to demographics and PROMs with an area under the receiver operating characteristic curve of 0.724 and explained variances (adjusted R2) of 0.107, 0.132 and 0.147 for minimum joint space width, osteophyte area and mean subchondral bone density, respectively. Conclusions GaitSmart analysis provides additional information over established OA outcomes. GaitSmart parameters are also associated with the presence of ROA and extent of radiographic severity over demographics and PROMS. These results indicate that GaitsmartTM may be an additional outcome measure for the evaluation of OA.
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Affiliation(s)
- Eefje M van Helvoort
- Department of Rheumatology & Clinical Immunology, University Medical Center Utrecht, Utrecht University, The Netherlands
| | | | - Simon C Mastbergen
- Department of Rheumatology & Clinical Immunology, University Medical Center Utrecht, Utrecht University, The Netherlands
| | - Anne Karien Marijnissen
- Department of Rheumatology & Clinical Immunology, University Medical Center Utrecht, Utrecht University, The Netherlands
| | | | - Marieke Loef
- Department of Rheumatology, Leiden University Medical Center, Leiden, The Netherlands
| | - Margreet Kloppenburg
- Department of Rheumatology, Leiden University Medical Center, Leiden, The Netherlands.,Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Francisco Blanco
- Department of Rheumatology, Instituto de Investigación Biomédica de A Coruña (INIBIC)-Complexo Hospitalario Universitario de A Coruña (CHUAC), SERGAS, Universidade de A Coruña (UDC), A Coruña, Spain
| | - Ida K Haugen
- Department of Rheumatology, Diakonhjemmet Hospital, Oslo, Norway
| | - Francis Berenbaum
- Institut national de la santé et de la recherché médicale (INSERM), Sorbonne Université, APHP hôpital Saint-Antoine, Paris, France
| | - Floris P J G Lafeber
- Department of Rheumatology & Clinical Immunology, University Medical Center Utrecht, Utrecht University, The Netherlands
| | - Paco M J Welsing
- Department of Rheumatology & Clinical Immunology, University Medical Center Utrecht, Utrecht University, The Netherlands
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Oláh T, Cai X, Michaelis JC, Madry H. Comparative anatomy and morphology of the knee in translational models for articular cartilage disorders. Part I: Large animals. Ann Anat 2021; 235:151680. [PMID: 33548412 DOI: 10.1016/j.aanat.2021.151680] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Accepted: 01/08/2021] [Indexed: 02/07/2023]
Abstract
BACKGROUND The human knee is a complex joint, and affected by a variety of articular cartilage disorders. Large animal models are critical to model the complex disease mechanisms affecting a functional joint. Species-dependent differences highly affect the results of a pre-clinical study and need to be considered, necessitating specific knowledge not only of macroscopic and microscopic anatomical and pathological aspects, but also characteristics of their individual gait and joint movements. METHODS Literature search in Pubmed. RESULTS AND DISCUSSION This narrative review summarizes the most relevant anatomical structural and functional characteristics of the knee (stifle) joints of the major translational large animal species, comprising dogs, (mini)pigs, sheep, goats, and horses in comparison with humans. Specific characteristics of each species, including kinematical gait parameters are provided. Considering these multifactorial dimensions will allow to select the appropriate model for answering the research questions in a clinically relevant fashion.
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Affiliation(s)
- Tamás Oláh
- Center of Experimental Orthopaedics, Saarland University, Homburg, Germany
| | - Xiaoyu Cai
- Center of Experimental Orthopaedics, Saarland University, Homburg, Germany
| | | | - Henning Madry
- Center of Experimental Orthopaedics, Saarland University, Homburg, Germany; Department of Orthopaedic Surgery, Saarland University Medical Center, Homburg, Germany.
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Ismailidis P, Hegglin L, Egloff C, Pagenstert G, Kernen R, Eckardt A, Ilchmann T, Nüesch C, Mündermann A. Side to side kinematic gait differences within patients and spatiotemporal and kinematic gait differences between patients with severe knee osteoarthritis and controls measured with inertial sensors. Gait Posture 2021; 84:24-30. [PMID: 33260078 DOI: 10.1016/j.gaitpost.2020.11.015] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/30/2020] [Revised: 11/11/2020] [Accepted: 11/13/2020] [Indexed: 02/02/2023]
Abstract
BACKGROUND Kinematic changes associated with knee osteoarthritis (OA) have been traditionally measured with camera-based gait analysis. Lately, inertial sensors have become popular for gait analysis with the advantage of being less time consuming and not requiring a dedicated laboratory. RESEARCH QUESTION Do spatiotemporal and discrete kinematic gait parameters measured with the inertial sensor system RehaGait® differ between the affected and unaffected side in patients with unilateral knee OA and between patients with severe knee OA and asymptomatic control subjects? Do these differences have a similar magnitude as those reported in the literature? METHODS Twenty-two patients with unilateral knee OA scheduled for total knee replacement and 46 age matched control subjects were included in this study. Spatiotemporal parameters and sagittal kinematics at the hip, knee, and ankle joint were measured using the RehaGait® system while walking at a self-selected speed for a distance of 20 m and compared between groups. RESULTS Patients with knee OA had slower walking speed, longer stride duration, shorter stride length and lower cadence (P < 0.001). Peak knee flexion during stance and swing was lower in the affected than the unaffected leg (-4.8° and -6.1°; P < 0.01). Peak knee flexion during stance and swing (-5.2° and -8.8°; P < 0.01) and knee range of motion during loading response and swing (-3.6° and -4.4°; P < 0.01) were lower than in the control group. SIGNIFICANCE These side to side differences within patients and differences between patients with knee OA and control subjects agree with known gait alterations measured with camera-based systems. The RehaGait® inertial sensor system can detect gait alterations in patients with knee OA and is suitable for gait analysis in a clinical environment.
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Affiliation(s)
- Petros Ismailidis
- Department of Orthopaedics and Traumatology, University Hospital Basel, Basel, Switzerland; Department of Clinical Research, University of Basel, Basel, Switzerland; Department of Biomedical Engineering, University of Basel, Basel, Switzerland.
| | - Lea Hegglin
- Department of Orthopaedics and Traumatology, University Hospital Basel, Basel, Switzerland; Institute of Physiotherapy, Zurich University of Applied Sciences, Winterthur, Switzerland
| | - Christian Egloff
- Department of Orthopaedics and Traumatology, University Hospital Basel, Basel, Switzerland
| | - Geert Pagenstert
- Department of Clinical Research, University of Basel, Basel, Switzerland; CLARAHOF Clinic of Orthopaedic Surgery, Clarahofweg 19a, 4058 Basel, Switzerland
| | - Rolf Kernen
- Clinic for Orthopaedics Claraortho, Claragraben 82, 4058 Basel, Switzerland
| | - Anke Eckardt
- ENDO-Team Hirslanden Klinik Birshof, Reinacherstrasse 28, 4142 Münchenstein, Switzerland
| | - Thomas Ilchmann
- ENDO-Team Hirslanden Klinik Birshof, Reinacherstrasse 28, 4142 Münchenstein, Switzerland
| | - Corina Nüesch
- Department of Orthopaedics and Traumatology, University Hospital Basel, Basel, Switzerland; Department of Clinical Research, University of Basel, Basel, Switzerland; Department of Biomedical Engineering, University of Basel, Basel, Switzerland; Department of Spine Surgery, University Hospital Basel, Basel, Switzerland
| | - Annegret Mündermann
- Department of Orthopaedics and Traumatology, University Hospital Basel, Basel, Switzerland; Department of Clinical Research, University of Basel, Basel, Switzerland; Department of Biomedical Engineering, University of Basel, Basel, Switzerland; Department of Spine Surgery, University Hospital Basel, Basel, Switzerland
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Yang JH, Park JH, Jang SH, Cho J. Novel Method of Classification in Knee Osteoarthritis: Machine Learning Application Versus Logistic Regression Model. Ann Rehabil Med 2021; 44:415-427. [PMID: 33440090 PMCID: PMC7808787 DOI: 10.5535/arm.20071] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2020] [Accepted: 07/01/2020] [Indexed: 12/19/2022] Open
Abstract
Objective To present new classification methods of knee osteoarthritis (KOA) using machine learning and compare its performance with conventional statistical methods as classification techniques using machine learning have recently been developed. Methods A total of 84 KOA patients and 97 normal participants were recruited. KOA patients were clustered into three groups according to the Kellgren-Lawrence (K-L) grading system. All subjects completed gait trials under the same experimental conditions. Machine learning-based classification using the support vector machine (SVM) classifier was performed to classify KOA patients and the severity of KOA. Logistic regression analysis was also performed to compare the results in classifying KOA patients with machine learning method. Results In the classification between KOA patients and normal subjects, the accuracy of classification was higher in machine learning method than in logistic regression analysis. In the classification of KOA severity, accuracy was enhanced through the feature selection process in the machine learning method. The most significant gait feature for classification was flexion and extension of the knee in the swing phase in the machine learning method. Conclusion The machine learning method is thought to be a new approach to complement conventional logistic regression analysis in the classification of KOA patients. It can be clinically used for diagnosis and gait correction of KOA patients.
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Affiliation(s)
- Jung Ho Yang
- Department of Rehabilitation Medicine, Hanyang University College of Medicine, Seoul, Korea
| | - Jae Hyeon Park
- Department of Rehabilitation Medicine, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri, Korea
| | - Seong-Ho Jang
- Department of Rehabilitation Medicine, Hanyang University College of Medicine, Seoul, Korea.,Department of Rehabilitation Medicine, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri, Korea
| | - Jaesung Cho
- Korea Orthopedics & Rehabilitation Engineering Center, Incheon, Korea
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Kobsar D, Masood Z, Khan H, Khalil N, Kiwan MY, Ridd S, Tobis M. Wearable Inertial Sensors for Gait Analysis in Adults with Osteoarthritis-A Scoping Review. SENSORS 2020; 20:s20247143. [PMID: 33322187 PMCID: PMC7763184 DOI: 10.3390/s20247143] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Revised: 12/01/2020] [Accepted: 12/09/2020] [Indexed: 12/13/2022]
Abstract
Our objective was to conduct a scoping review which summarizes the growing body of literature using wearable inertial sensors for gait analysis in lower limb osteoarthritis. We searched six databases using predetermined search terms which highlighted the broad areas of inertial sensors, gait, and osteoarthritis. Two authors independently conducted title and abstract reviews, followed by two authors independently completing full-text screenings. Study quality was also assessed by two independent raters and data were extracted by one reviewer in areas such as study design, osteoarthritis sample, protocols, and inertial sensor outcomes. A total of 72 articles were included, which studied the gait of 2159 adults with osteoarthritis (OA) using inertial sensors. The most common location of OA studied was the knee (n = 46), followed by the hip (n = 22), and the ankle (n = 7). The back (n = 41) and the shank (n = 40) were the most common placements for inertial sensors. The three most prevalent biomechanical outcomes studied were: mean spatiotemporal parameters (n = 45), segment or joint angles (n = 33), and linear acceleration magnitudes (n = 22). Our findings demonstrate exceptional growth in this field in the last 5 years. Nevertheless, there remains a need for more longitudinal study designs, patient-specific models, free-living assessments, and a push for "Code Reuse" to maximize the unique capabilities of these devices and ultimately improve how we diagnose and treat this debilitating disease.
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Affiliation(s)
- Dylan Kobsar
- Department of Kinesiology, Faculty of Science, McMaster University, Hamilton, ON L8S 4L8, Canada; (Z.M.); (H.K.); (N.K.); (M.Y.K.); (M.T.)
- Correspondence:
| | - Zaryan Masood
- Department of Kinesiology, Faculty of Science, McMaster University, Hamilton, ON L8S 4L8, Canada; (Z.M.); (H.K.); (N.K.); (M.Y.K.); (M.T.)
| | - Heba Khan
- Department of Kinesiology, Faculty of Science, McMaster University, Hamilton, ON L8S 4L8, Canada; (Z.M.); (H.K.); (N.K.); (M.Y.K.); (M.T.)
| | - Noha Khalil
- Department of Kinesiology, Faculty of Science, McMaster University, Hamilton, ON L8S 4L8, Canada; (Z.M.); (H.K.); (N.K.); (M.Y.K.); (M.T.)
| | - Marium Yossri Kiwan
- Department of Kinesiology, Faculty of Science, McMaster University, Hamilton, ON L8S 4L8, Canada; (Z.M.); (H.K.); (N.K.); (M.Y.K.); (M.T.)
| | - Sarah Ridd
- Department of Psychology, Neuroscience, and Behaviour, Faculty of Science, McMaster University, Hamilton, ON L8S 4L8, Canada;
| | - Matthew Tobis
- Department of Kinesiology, Faculty of Science, McMaster University, Hamilton, ON L8S 4L8, Canada; (Z.M.); (H.K.); (N.K.); (M.Y.K.); (M.T.)
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Oláh T, Michaelis JC, Cai X, Cucchiarini M, Madry H. Comparative anatomy and morphology of the knee in translational models for articular cartilage disorders. Part II: Small animals. Ann Anat 2020; 234:151630. [PMID: 33129976 DOI: 10.1016/j.aanat.2020.151630] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2020] [Accepted: 10/14/2020] [Indexed: 12/26/2022]
Abstract
BACKGROUND Small animal models are critical to model the complex disease mechanisms affecting a functional joint leading to articular cartilage disorders. They are advantageous for several reasons and significantly contributed to the understanding of the mechanisms of cartilage diseases among which osteoarthritis. METHODS Literature search in Pubmed. RESULTS AND DISCUSSION This narrative review summarizes the most relevant anatomical structural and functional characteristics of the knee (stifle) joints of the major small animal species, including mice, rats, guinea pigs, and rabbits compared with humans. Specific characteristics of each species, including kinematical gait parameters are provided and compared with the human situation. When placed in a proper context respecting their challenges and limitations, small animal models are important and appropriate models for articular cartilage disorders.
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Affiliation(s)
- Tamás Oláh
- Center of Experimental Orthopaedics, Saarland University, Homburg, Germany
| | | | - Xiaoyu Cai
- Center of Experimental Orthopaedics, Saarland University, Homburg, Germany
| | - Magali Cucchiarini
- Center of Experimental Orthopaedics, Saarland University, Homburg, Germany
| | - Henning Madry
- Center of Experimental Orthopaedics, Saarland University, Homburg, Germany; Department of Orthopaedic Surgery, Saarland University Medical Center, Homburg, Germany.
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Kwon SB, Ku Y, Han HS, Lee MC, Kim HC, Ro DH. A machine learning-based diagnostic model associated with knee osteoarthritis severity. Sci Rep 2020; 10:15743. [PMID: 32978506 PMCID: PMC7519044 DOI: 10.1038/s41598-020-72941-4] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2020] [Accepted: 09/09/2020] [Indexed: 11/17/2022] Open
Abstract
Knee osteoarthritis (KOA) is characterized by pain and decreased gait function. We aimed to find KOA-related gait features based on patient reported outcome measures (PROMs) and develop regression models using machine learning algorithms to estimate KOA severity. The study included 375 volunteers with variable KOA grades. The severity of KOA was determined using the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC). WOMAC scores were used to classify disease severity into three groups. A total of 1087 features were extracted from the gait data. An ANOVA and student's t-test were performed and only features that were significant were selected for inclusion in the machine learning algorithm. Three WOMAC subscales (physical function, pain and stiffness) were further divided into three classes. An ANOVA was performed to determine which selected features were significantly related to the subscales. Both linear regression models and a random forest regression was used to estimate patient the WOMAC scores. Forty-three features were selected based on ANOVA and student's t-test results. The following number of features were selected from each joint: 12 from hip, 1 feature from pelvic, 17 features from knee, 9 features from ankle, 1 feature from foot, and 3 features from spatiotemporal parameters. A significance level of < 0.0001 and < 0.00003 was set for the ANOVA and t-test, respectively. The physical function, pain, and stiffness subscales were related to 41, 10, and 16 features, respectively. Linear regression models showed a correlation of 0.723 and the machine learning algorithm showed a correlation of 0.741. The severity of KOA was predicted by gait analysis features, which were incorporated to develop an objective estimation model for KOA severity. The identified features may serve as a tool to guide rehabilitation and progress assessments. In addition, the estimation model presented here suggests an approach for clinical application of gait analysis data for KOA evaluation.
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Affiliation(s)
- Soon Bin Kwon
- Interdisciplinary Program in Bioengineering, Seoul National University, Seoul, Korea
| | - Yunseo Ku
- Department of Biomedical Engineering, College of Medicine, Chungnam National University, Daejeon, Korea
| | - Hyuk-Soo Han
- Department of Orthopedic Surgery, Seoul National University Hospital, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 110-744, Korea
| | - Myung Chul Lee
- Department of Orthopedic Surgery, Seoul National University Hospital, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 110-744, Korea
| | - Hee Chan Kim
- Interdisciplinary Program in Bioengineering, Seoul National University, Seoul, Korea
- Institute of Medical & Biological Engineering, Medical Research Center, Seoul National University College of Medicine, Seoul, Korea
- Department of Biomedical Engineering, Seoul National University College of Medicine, Seoul, Korea
| | - Du Hyun Ro
- Department of Orthopedic Surgery, Seoul National University Hospital, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 110-744, Korea.
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Injection route affects intra-articular hyaluronic acid distribution and clinical outcome in viscosupplementation treatment for knee osteoarthritis: a combined cadaver study and randomized clinical trial. Drug Deliv Transl Res 2020; 11:279-291. [PMID: 32514702 DOI: 10.1007/s13346-020-00793-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
The coverage of hyaluronic acid (HA) on the impaired cartilage should be the precondition to exert its beneficial effect on knee osteoarthritis (KOA) according to the pharmacological mechanism. However, the intra-articular distribution of HA might be correlated with the route of drug delivery. Forty-two cadaver knees with radiographic evidence of osteoarthritis were given anteromedial (AM) or medial midpatellar (MMP) injection of HA (molecular weight 600-1500 kD) followed by gait stimulation. Although 2.5 ml HA delivered through both routes failed to cover the entire cartilage, HA covered 96.12% cartilage of patellofemoral joint (PFJ) and 71.44% of medial femorotibial joint (FTJ) through MMP route, whereas mainly distributed into FTJ and posterior condyles through AM route. HA in the MMP group distributed more in PFJ than that in the AM group (P < 0.001), but no significant difference presented in medial FTJ (P = 0.084). The clinical efficacy was also associated with the route of drug delivery. One hundred patients with unilateral mild-to-moderate KOA were recruited and randomly assigned to receive five weekly HA injections with AM route (n = 50) or MMP route (n = 50). Patients in the MMP group obtained better improvement in WOMAC index total score, pain score, stiffness score, and Lequesne index total score over the entire follow-up period, as compared to patients in the AM group (all P < 0.01). More patients in the MMP group claimed pain relief (71.7%, P = 0.024) and felt satisfying (63.1%, P = 0.007) than in the AM group at the end of follow-up. Therefore, intra-articular HA injection through MMP route is recommended in treating mild-to-moderate KOA. Graphical Abstract .
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Kinematic changes in patients with severe knee osteoarthritis are a result of reduced walking speed rather than disease severity. Gait Posture 2020; 79:256-261. [PMID: 32460135 DOI: 10.1016/j.gaitpost.2020.05.008] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/28/2020] [Revised: 05/06/2020] [Accepted: 05/11/2020] [Indexed: 02/02/2023]
Abstract
BACKGROUND Kinematic changes in patients with knee osteoarthritis (OA) have been extensively studied. Concerns have been raised whether the measured spatiotemporal and kinematic alterations are associated with disease progression or merely a result of reduced walking speed. RESEARCH QUESTION The purpose of this study was to investigate the effect of walking speed on kinematic parameters in patients with knee OA using statistical parametric mapping (SPM). METHODS Twenty-three patients with unilateral knee OA scheduled for a total knee replacement and 28 age matched control subjects were included in this study. Spatiotemporal parameters and sagittal plane kinematics were measured in the hip, knee, and ankle using the inertial sensors system RehaGait® while walking at a self-selected normal (patients and controls) and slow walking speed (controls) for a distance of 20 m. Gait parameters were compared between groups for self-selected walking speed and for matched walking speed using SPM with independent sample t tests. RESULTS At self-selected walking speed, patients had significantly lower knee flexion during stance (maximum difference, -6.8°) and during swing (-11.0°), as well as higher ankle dorsiflexion during stance phase (+12.5°) and lower peak hip extension at the end of stance compared to controls (+4.2°). At matched speed, there were no significant differences in joint kinematics between groups. SIGNIFICANCE Differences in sagittal plane gait kinematics between patients with knee OA and asymptomatic controls appear to be mainly a result of reduced walking speed. These results emphasize the importance of considering walking speed in research on gait kinematics in patients with knee OA and in clinical trials using gait parameters as outcome measures.
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Influence of Pain on Knee Joint Movement and Moment during the Stance Phase in Patients with Severe Bilateral Knee Osteoarthritis: A Pilot Study. ACTA ACUST UNITED AC 2019; 55:medicina55120756. [PMID: 31766773 PMCID: PMC6956147 DOI: 10.3390/medicina55120756] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2019] [Revised: 11/12/2019] [Accepted: 11/20/2019] [Indexed: 11/25/2022]
Abstract
Background and Objectives: The purpose of this study was to compare the side-to-side differences in knee joint movement and moment for the degree of pain in the walking stance phase in patients with bilateral knee osteoarthritis (KOA) of comparable severity. We hypothesized that knee joint movement and moment on the side with strong pain were lower compared with the side with weak pain. Materials and Methods: We included 11 patients diagnosed with bilateral severe KOA. In all patients’ left and right knees, the Kellgren–Lawrence radiographic scoring system grade was level 4, and the femorotibial angle and knee range of motion were equivalent. Following patients’ interviews with an orthopedic surgeon, we performed a comparative study with KOA with strong pain (KOAs) as the strong painful side and KOA with weak pain (KOAw) as the weak painful side. Data for changes in bilateral knee joint angles in three dimensions during the stance phase and bilateral knee sagittal and frontal moments exerted in the early and late stance phases were extracted from kinematics and kinetics analyses. Results: Three-dimensional joint movements in the knee joint were not significantly different in all phases between KOAs and KOAw. Knee extensor moment in the early stance phase in KOAs was significantly smaller than that in KOAw. Knee abductor moment in the early and late stance phase was not significantly different between KOAs and KOAw. Conclusions: Although we found no difference in joint motion in bilateral knee joints, knee extensor moment on the side with strong pain was decreased. In patients with bilateral severe KOA, it was suggested that the magnitude of knee pain contributed to the decrease in knee joint function.
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Detecting the presence of anterior cruciate ligament deficiency based on a double pendulum model, intrinsic time-scale decomposition (ITD) and neural networks. Artif Intell Rev 2019. [DOI: 10.1007/s10462-019-09761-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Classification of gait patterns in patients with unilateral anterior cruciate ligament deficiency based on phase space reconstruction, Euclidean distance and neural networks. Soft comput 2019. [DOI: 10.1007/s00500-019-04017-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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Zügner R, Tranberg R, Timperley J, Hodgins D, Mohaddes M, Kärrholm J. Validation of inertial measurement units with optical tracking system in patients operated with Total hip arthroplasty. BMC Musculoskelet Disord 2019; 20:52. [PMID: 30727979 PMCID: PMC6364439 DOI: 10.1186/s12891-019-2416-4] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/16/2018] [Accepted: 01/09/2019] [Indexed: 12/01/2022] Open
Abstract
Background Patient reported outcome measurement (PROMs) will not capture in detail the functional joint motion before and after total hip arthroplasty (THA). Therefore, methods more specifically aimed to analyse joint movements may be of interest. An analysis method that addresses these issues should be readily accessible and easy to use especially if applied to large groups of patients, who you want to study both before and after a surgical intervention such as THA. Our aim was to evaluate the accuracy of inertial measurement units (IMU) by comparison with an optical tracking system (OTS) to record pelvic tilt, hip and knee flexion in patients who had undergone THA. Methods 49 subjects, 25 males 24 females, mean age of 73 years (range 51–80) with THA participated. All patients were measured with a portable IMU system, with sensors attached lateral to the pelvis, the thigh and the lower leg. For validation, a 12-camera motion capture system was used to determine the positions of 15 skin markers (Oqus 4, Qualisys AB, Sweden). Comparison of sagittal pelvic rotations, and hip and knee flexion-extension motions measured with the two systems was performed. The mean values of the IMU’s on the left and right sides were compared with OTS data. Results The comparison between the two gait analysis methods showed no significant difference for mean pelvic tilt range (4.9–5.4 degrees) or mean knee flexion range (54.4–55.1 degrees) on either side (p > 0.7). The IMU system did however record slightly less hip flexion on both sides (36.7–37.7 degrees for the OTS compared to 34.0–34.4 degrees for the IMU, p < 0.001). Conclusions We found that inertial measurement units can produce valid kinematic data of pelvis- and knee flexion-extension range. Slightly less hip flexion was however recorded with the inertial measurement units which may be due to the difference in the modelling of the pelvis, soft tissue artefacts, and malalignment between the two methods or misplacement of the inertial measurement units. Trial registration The study has ethical approval from the ethical committee “Regionala etikprövningsnämnden i Göteborg” (Dnr: 611–15, 2015-08-27) and all study participants have submitted written approval for participation in the study.
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Affiliation(s)
- Roland Zügner
- Department of Orthopedics, Institute of Clinical Sciences, Sahlgrenska Academy,University of Gothenburg, Sahlgrenska University, 413 45, Göteborg, SE, Sweden. .,Lundberg Laboratory for Orthopaedic Research, Sahlgrenska University Hospital, Gröna stråket 12, SE-41345, Göteborg, Sweden.
| | - Roy Tranberg
- Department of Orthopedics, Institute of Clinical Sciences, Sahlgrenska Academy,University of Gothenburg, Sahlgrenska University, 413 45, Göteborg, SE, Sweden
| | - John Timperley
- Exeter Hip Unit, Princess Elizabeth Orthopaedic Centre, Royal Devon & Exeter NHS Foundation Trust, Exeter, EX2 5DW, UK
| | | | - Maziar Mohaddes
- Department of Orthopedics, Institute of Clinical Sciences, Sahlgrenska Academy,University of Gothenburg, Sahlgrenska University, 413 45, Göteborg, SE, Sweden
| | - Johan Kärrholm
- Department of Orthopedics, Institute of Clinical Sciences, Sahlgrenska Academy,University of Gothenburg, Sahlgrenska University, 413 45, Göteborg, SE, Sweden
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Classification of gait patterns between patients with Parkinson's disease and healthy controls using phase space reconstruction (PSR), empirical mode decomposition (EMD) and neural networks. Neural Netw 2019; 111:64-76. [PMID: 30690285 DOI: 10.1016/j.neunet.2018.12.012] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2018] [Revised: 12/25/2018] [Accepted: 12/28/2018] [Indexed: 12/15/2022]
Abstract
Parkinson's disease (PD) is a common neurodegenerative disorder that affects human's quality of life, especially leading to locomotor deficits such as postural instability and gait disturbances. Gait signal is one of the best features to characterize and detect movement disorders caused by a malfunction in parts of the brain and nervous system of the patients with PD. Various classification approaches using spatiotemporal gait variables have been presented earlier to classify Parkinson's gait. In this study we propose a novel method for gait pattern classification between patients with PD and healthy controls, based upon phase space reconstruction (PSR), empirical mode decomposition (EMD) and neural networks. First, vertical ground reaction forces (GRFs) at specific positions of human feet are captured and then phase space is reconstructed. The properties associated with the gait system dynamics are preserved in the reconstructed phase space. Three-dimensional (3D) PSR together with Euclidean distance (ED) has been used. These measured parameters demonstrate significant difference in gait dynamics between the two groups and have been utilized to form a reference variable set. Second, reference variables are decomposed into Intrinsic Mode Functions (IMFs) using EMD, and the third IMFs are extracted and served as gait features. Third, neural networks are then used as the classifier to distinguish between patients with PD and healthy controls based on the difference of gait dynamics preserved in the gait features between the two groups. Finally, experiments are carried out on 93 PD patients and 73 healthy subjects to assess the effectiveness of the proposed method. By using 2-fold, 10-fold and leave-one-out cross-validation styles, the correct classification rates are reported to be 91.46%, 96.99% and 98.80%, respectively. Compared with other state-of-the-art methods, the results demonstrate superior performance and the proposed method can serve as a potential candidate for the automatic and non-invasive classification between patients with PD and healthy subjects.
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Wu W, Zeng W, Ma L, Yuan C, Zhang Y. Modeling and classification of gait patterns between anterior cruciate ligament deficient and intact knees based on phase space reconstruction, Euclidean distance and neural networks. Biomed Eng Online 2018; 17:165. [PMID: 30382920 PMCID: PMC6211421 DOI: 10.1186/s12938-018-0594-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2018] [Accepted: 10/24/2018] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND The anterior cruciate ligament (ACL) plays an important role in stabilizing translation and rotation of the tibia relative to the femur. ACL injury alters knee kinematics and usually links to the alternation of gait patterns. The aim of this study is to develop a new method to distinguish between gait patterns of patients with anterior cruciate ligament deficient (ACL-D) knees and healthy controls with ACL-intact (ACL-I) knees based on nonlinear features and neural networks. Therefore ACL injury will be automatically and objectively detected. METHODS First knee rotation and translation parameters are extracted and phase space reconstruction (PSR) is employed. The properties associated with the gait system dynamics are preserved in the reconstructed phase space. For the purpose of classification of ACL-D and ACL-I knee gait patterns, three-dimensional (3D) PSR together with Euclidean distance computation has been used. These measured parameters show significant difference in gait dynamics between the two groups and have been utilized to form a feature set. Neural networks are then constructed to identify gait dynamics and are utilized as the classifier to distinguish between ACL-D and ACL-I knee gait patterns based on the difference of gait dynamics between the two groups. RESULTS Experiments are carried out on a database containing 18 patients with ACL injury and 28 healthy controls to assess the effectiveness of the proposed method. By using the twofold and leave-one-subject-out cross-validation styles, the correct classification rates for ACL-D and ACL-I knees are reported to be 91.3[Formula: see text] and 95.65[Formula: see text], respectively. CONCLUSION Compared with other state-of-the-art methods, the results demonstrate that gait alterations in the presence of ACL deficiency can be detected with superior performance. The proposed method is a potential candidate for the automatic and non-invasive classification between patients with ACL deficiency and healthy subjects.
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Affiliation(s)
- Wenbao Wu
- Department of Acupuncture, Longyan First Hospital, Longyan, 364000, China
| | - Wei Zeng
- School of Physics and Mechanical & Electrical Engineering, Longyan University, Longyan, 364012, China.
| | - Limin Ma
- Department of Orthopaedic Surgery, Guangzhou General Hospital of Guangzhou Military Command, Guangzhou, 510010, China
| | - Chengzhi Yuan
- Department of Mechanical, Industrial and Systems Engineering, University of Rhode Island, Kingston, RI, 02881, USA
| | - Yu Zhang
- Department of Orthopedics, Guangdong General Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China
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Robadey J, Staudenmann D, Schween R, Gehring D, Gollhofer A, Taube W. Lower between-limb asymmetry during running on treadmill compared to overground in subjects with laterally pronounced knee osteoarthritis. PLoS One 2018; 13:e0205191. [PMID: 30335784 PMCID: PMC6193626 DOI: 10.1371/journal.pone.0205191] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2018] [Accepted: 08/28/2018] [Indexed: 11/19/2022] Open
Abstract
Subjects with knee osteoarthritis (KOA) show gait asymmetries evidenced by lower knee flexion and shorter contact times for the affected leg. Interestingly, running on a treadmill compared to running overground is also associated with lower knee flexion and shorter contact times. Thus, it is of particular interest how gait patterns are influenced by the type of ground in subjects with KOA. The aim of the current study was therefore to measure the overground asymmetry of kinematic parameters in KOA subjects while running and to investigate whether this asymmetry is altered on a treadmill. Nine patients diagnosed with KOA underwent overground and treadmill running with 3D-motion analysis. The symmetry analysis was performed using Symmetry Angles for five selected gait parameters: contact and step time, heel-toe delay, maximal knee flexion during stance and vertical speed variance. For all parameters, the values were significantly lower for the affected compared to the non-affected leg (p≤0.023). Post-hoc analyses revealed significant differences between legs only overground and not on the treadmill. The asymmetry was lower on the treadmill, as indicated by significant Symmetry Angle reductions for contact time (p = 0.033), knee flexion (p = 0.001) and vertical speed variance (p = 0.002). The symmetry increase on the treadmill was mainly due to changes of the non-affected leg towards the affected leg values leading to smaller steps and less impact load in general. The present results suggest therefore that a) an assessment of symmetry may differ depending on the ground type (treadmill versus overground) and b) treadmill running may be more suitable for patients with KOA related gait asymmetries.
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Affiliation(s)
- Jacques Robadey
- Movement and Sport Science, Department of Medicine, University of Fribourg, Fribourg, Switzerland
- ICT Department, University of Applied Sciences and Arts, Western Switzerland, Fribourg, Switzerland
- * E-mail:
| | - Didier Staudenmann
- Movement and Sport Science, Department of Medicine, University of Fribourg, Fribourg, Switzerland
| | - Raphael Schween
- Department of Sport Sciences, University of Freiburg, Freiburg, Germany
- Institute of Sport Sciences, University of Giessen, Giessen, Germany
| | - Dominic Gehring
- Department of Sport Sciences, University of Freiburg, Freiburg, Germany
| | - Albert Gollhofer
- Department of Sport Sciences, University of Freiburg, Freiburg, Germany
| | - Wolfgang Taube
- Movement and Sport Science, Department of Medicine, University of Fribourg, Fribourg, Switzerland
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Zeng W, Ma L, Yuan C, Liu F, Wang Q, Wang Y, Zhang Y. Classification of asymptomatic and osteoarthritic knee gait patterns using gait analysis via deterministic learning. Artif Intell Rev 2018. [DOI: 10.1007/s10462-018-9645-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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Bindawas SM, Vennu V, Alfhadel S, Al-Otaibi AD, Binnasser AS. Knee pain and health-related quality of life among older patients with different knee osteoarthritis severity in Saudi Arabia. PLoS One 2018; 13:e0196150. [PMID: 29763420 PMCID: PMC5953496 DOI: 10.1371/journal.pone.0196150] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2018] [Accepted: 04/07/2018] [Indexed: 12/14/2022] Open
Abstract
Objective There is a lack of knowledge about health-related quality of life (HRQoL) in Saudi patients with musculoskeletal impairment, particularly among older adult populations. Thus, the current research aimed to determine the association of knee osteoarthritis (OA) severity with knee pain (KP) and HRQoL among older patients in Riyadh, Saudi Arabia. Methods In a multicenter cross-sectional study, we recruited 209 consecutive males and females aged ≥55 years with radiographically diagnosed knee OA from five hospitals across Riyadh, Saudi Arabia. According to the Kellgren & Lawrence classification, patients were classified into two groups: mild/moderate knee OA (n = 126) and severe knee OA (n = 83). KP and HRQoL were assessed using the pain visual analogue scale (VAS) and the 36-Item Short Form Health Survey (SF-36), respectively. A higher score on the pain VAS and the SF-36 represented worse KP and better HRQoL, respectively. Results Severe knee OA was significantly associated with an increased score of 3.47 (p <.0001) points on the pain VAS compared with the score reported by patients with mild/moderate knee OA. Additionally, it was significantly associated with reduced scores of 6.83 and 5.82 (both: p <.0001) points on the physical and mental composite summary subscales of the SF-36, respectively, compared with the scores of patients with mild/moderate knee OA, even after adjusting for all covariates. Conclusion Older patients with severe knee OA had significantly worse KP and reduced HRQoL compared to patients with mild/moderate knee conditions, even after controlling for confounders.
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Affiliation(s)
- Saad M. Bindawas
- Department of Rehabilitation Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia
- * E-mail:
| | - Vishal Vennu
- Department of Rehabilitation Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia
| | - Saud Alfhadel
- Department of Rehabilitation Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia
- Physical Therapy Department, General Directorate of Medical Services, Riyadh, Saudi Arabia
| | - Ali D. Al-Otaibi
- Department of Rehabilitation Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia
- Physical Therapy Department, Dawadmi General Hospital, Riyadh, Saudi Arabia
| | - Ahmad S. Binnasser
- Department of Orthopedic, College of Medicine, King Saud University, Riyadh, Saudi Arabia
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van der Straaten R, De Baets L, Jonkers I, Timmermans A. Mobile assessment of the lower limb kinematics in healthy persons and in persons with degenerative knee disorders: A systematic review. Gait Posture 2018; 59:229-241. [PMID: 29096266 DOI: 10.1016/j.gaitpost.2017.10.005] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2016] [Revised: 09/29/2017] [Accepted: 10/03/2017] [Indexed: 02/02/2023]
Abstract
Inertial sensor systems are increasingly used in the assessment of persons with knee osteoarthritis (KOA) and total knee replacement (TKR). This systematic review aims to (1) investigate the application of inertial sensor systems and kinematics derived from these systems, and (2) assess if current assessment protocols consist of tasks which are, according to the International Classification of Functioning, Disability and Health (ICF) for KOA, relevant for persons with KOA and TKR. A search was conducted in six electronic databases (ACM, CINAHL, EMBASE, IEEE, PubMed, Web of Science) to include papers assessing the knee and one or more adjacent joints by means of inertial sensors in healthy persons or persons with KOA or TKR. Two reviewers checked the methodological quality. Twenty-three papers were included: 18 in healthy persons and five in persons with KOA or TKR. In healthy persons, 11 tasks were related to metrics of the ICF-function and ICF-activity level. In persons with KOA, only walking was assessed. Apart from walking, four additional tasks were related to the ICF-function and ICF-activity level in persons with TKR. In healthy persons, joints located proximally and distally to the knee were assessed, while in persons with KOA and TKR, only the knee and ankle were assessed. This is a shortcoming since hip and trunk motion potentially contain clinically relevant information, in terms of identifying (mal)adaptive compensatory movement strategies. Additionally, physically more demanding tasks should be evaluated as these might be superior in detecting compensatory movement strategies. Former considerations warrant attention in future research.
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Affiliation(s)
- R van der Straaten
- REVAL Rehabilitation Research Center, Hasselt University,Agoralaan building A, 3560 Diepenbeek, Belgium.
| | - L De Baets
- REVAL Rehabilitation Research Center, Hasselt University,Agoralaan building A, 3560 Diepenbeek, Belgium.
| | - I Jonkers
- Department of Kinesiology, Human Movement Biomechanics, KU Leuven, Tervuursevest 101, 3001 Leuven, Belgium.
| | - A Timmermans
- REVAL Rehabilitation Research Center, Hasselt University,Agoralaan building A, 3560 Diepenbeek, Belgium.
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Tanimoto K, Takahashi M, Tokuda K, Sawada T, Anan M, Shinkoda K. Lower limb kinematics during the swing phase in patients with knee osteoarthritis measured using an inertial sensor. Gait Posture 2017; 57:236-240. [PMID: 28668737 DOI: 10.1016/j.gaitpost.2017.06.017] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/10/2016] [Revised: 06/11/2017] [Accepted: 06/20/2017] [Indexed: 02/02/2023]
Abstract
BACKGROUND During gait, the swing limb requires flexible control to adapt to ever changing environmental circumstances. However, few studies have focused on the mechanics of swing limb control in patients with knee osteoarthritis (OA). Investigating the variability of swing limb kinematics, which can be represented by variables such as the peak shank angular velocity during the swing phase obtained from an inertial sensor, provides insights into the adaptability of swing limb control. The purpose of this study was to investigate how patients with knee OA control the swing limb and whether the degree of impairment and disability due to knee OA affects swing limb control. METHODS Twelve subjects diagnosed with knee OA and 11 healthy control subjects participated in this study. Subjects walked on a treadmill for 10min. The mean, coefficient of variation, and fractal scaling exponent α of the peak shank angular velocity during the swing phase were calculated. FINDINGS There were no significant differences between the groups for any of the kinematic parameters. The Knee Injury and Osteoarthritis Outcome Score (KOOS) activities of daily living (ADL) subsection correlated with the coefficient of variation (r=-0.677, p=0.016) and the scaling exponent α (r=0.604, p=0.037) of the peak shank angular velocity. INTERPRETATION Control of the swing limb was associated with the degree of impairment and disability. Larger and more random variability of peak shank angular velocity may indicate decreased ADL ability in patients with knee OA.
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Affiliation(s)
- Kenji Tanimoto
- Graduate School of Biomedical and Health Sciences, Hiroshima University, 2-3, Kasumi 1-chome, Minami-ku, Hiroshima, 734-8553 Japan
| | - Makoto Takahashi
- Department of Biomechanics, Graduate School of Biomedical and Health Sciences, Hiroshima University, 2-3, Kasumi 1-chome, Minami-ku, Hiroshima, 734-8553 Japan; Center for Advanced Practice and Research of Rehabilitation, Graduate School of Biomedical and Health Sciences, Hiroshima University, 2-3, Kasumi 1-chome, Minami-ku, Hiroshima, 734-8553 Japan
| | - Kazuki Tokuda
- Graduate School of Biomedical and Health Sciences, Hiroshima University, 2-3, Kasumi 1-chome, Minami-ku, Hiroshima, 734-8553 Japan
| | - Tomonori Sawada
- Graduate School of Biomedical and Health Sciences, Hiroshima University, 2-3, Kasumi 1-chome, Minami-ku, Hiroshima, 734-8553 Japan
| | - Masaya Anan
- Physical Therapy Course, Faculty of Welfare and Health Science, Oita University, 700, Dannoharu, Oita, 870-1192 Japan
| | - Koichi Shinkoda
- Department of Biomechanics, Graduate School of Biomedical and Health Sciences, Hiroshima University, 2-3, Kasumi 1-chome, Minami-ku, Hiroshima, 734-8553 Japan; Center for Advanced Practice and Research of Rehabilitation, Graduate School of Biomedical and Health Sciences, Hiroshima University, 2-3, Kasumi 1-chome, Minami-ku, Hiroshima, 734-8553 Japan.
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Biomechanical Factors Associated With Pain and Symptoms Following Anterior Cruciate Ligament Injury and Reconstruction. PM R 2017; 10:56-63. [PMID: 28602934 DOI: 10.1016/j.pmrj.2017.05.004] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2017] [Revised: 05/08/2017] [Accepted: 05/20/2017] [Indexed: 11/22/2022]
Abstract
BACKGROUND Few studies have investigated the associations between patient-reported outcome and gait in patients with anterior cruciate ligament (ACL) injury and reconstruction over time. Because there is an association between ACL rupture and the presence of osteoarthritis later in life, a better understanding of these relationships will help to elucidate how patients' gait pattern may affect pain and symptoms, potentially leading to better treatment for or preventing the development of knee OA. OBJECTIVE To evaluate the associations between gait characteristics and self-reported pain and symptoms before, 6 months after, and 1 year after anterior cruciate ligament reconstruction. DESIGN Prospective cohort study. SETTING The Human Performance Center at the Orthopedic Institute at the University of California, San Francisco. PATIENTS Patients with full unilateral ACL tears were enrolled. A total of 43 patients were included at 12 months postsurgery. METHODS The independent variable in this study comprised specific gait variables in patients who had undergone ACL reconstruction. At each time point, 3-dimensional motion analysis was performed. Participants also completed the Knee Osteoarthritis Outcome Score (KOOS) questionnaire. MAIN OUTCOMES MEASUREMENTS The primary study outcome measurement was the KOOS and was planned before data collection began. Partial correlations were used to examine cross-sectional associations between gait characteristics and KOOS pain and symptom scores at all time points. In addition, partial correlations were performed to examine the associations between change in postoperative KOOS from 6 months to 1 year and gait characteristics at baseline and 6 months. RESULTS Significant associations between KOOS and gait characteristics were found at all time points, including an association between peak medial ground reaction force and pain (r = -0.344, P = .02) and symptoms (r = -0.407, P = .007) at baseline. CONCLUSIONS Specific gait variables may be predictive of greater pain and symptoms and less improvement over time postreconstruction. This could help to inform rehabilitation exercises post injury and pre reconstruction. LEVEL OF EVIDENCE IV.
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Debi R, Elbaz A, Mor A, Kahn G, Peskin B, Beer Y, Agar G, Morag G, Segal G. Knee osteoarthritis, degenerative meniscal lesion and osteonecrosis of the knee: Can a simple gait test direct us to a better clinical diagnosis. Orthop Traumatol Surg Res 2017; 103:603-608. [PMID: 28330798 DOI: 10.1016/j.otsr.2017.02.006] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2016] [Revised: 02/07/2017] [Accepted: 02/09/2017] [Indexed: 02/02/2023]
Abstract
INTRODUCTION The purpose of the current study was to compare the gait patterns in patients with three differing knee pathologies - knee osteoarthritis (OA), degenerative meniscal lesion (DML) and spontaneous osteonecrosis of the knee (SONK) and a group of healthy controls. HYPOTHESIS A simple gait test will detect differences between different knee pathologies. MATERIAL AND METHODS Forty-seven patients with bilateral knee OA, 47 patients with DML, 28 patients with SONK and 27 healthy controls were included in this analysis. Patients underwent a spatiotemporal gait assessment and were asked to complete the Western Ontario and McMaster University (WOMAC) Index and the Short-Form (SF)-36 Health Survey. ANOVA tests, followed by Bonferroni multiple comparison tests and the Chi2 tests were performed for continuous and categorical variables, respectively. RESULTS Significant differences were found for all gait measures and clinical questionnaires between healthy controls and all knee conditions. Patients with SONK differed from patients with bilateral knee OA and DML in all gait measures and clinical questionnaires, except for WOMAC subscales. There were no significant differences between patients with bilateral knee OA and patients with DML. Symmetry was also examined and revealed asymmetry in some gait parameters in patients with SONK and DML. DISCUSSION Based on the differences in gait parameters that were found in the current study, adding an objective functional spatiotemporal gait test may assist in the diagnostic process of knee pathologies. TYPE OF STUDY Case Control study Level III.
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Affiliation(s)
- R Debi
- Department of Orthopedic Surgery, Barzliay Medical Center, Ashkelon, Israel
| | - A Elbaz
- AposTherapy Research Group, Herzliya, Israel
| | - A Mor
- AposTherapy Research Group, Herzliya, Israel.
| | - G Kahn
- Department of Orthopedic Surgery, Barzliay Medical Center, Ashkelon, Israel
| | - B Peskin
- Department of Orthopedic Surgery, Rambam Health Care Campus, Haifa, Israel
| | - Y Beer
- Department of Orthopedic Surgery, Assaf Harofeh Medical Center, Zerifin, Israel
| | - G Agar
- Department of Orthopedic Surgery, Assaf Harofeh Medical Center, Zerifin, Israel
| | - G Morag
- Department of Orthopedic Surgery, Sourasky Medical Center, Tel-Aviv, Israel
| | - G Segal
- AposTherapy Research Group, Herzliya, Israel
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Stoof SCM, Hodgins D, Leebeek FWG, Cnossen MH, Horemans HLD, Praet SFE, Kruip MJHA. Sensor-based gait analysis as a simple tool to measure gait in haemophilia patients. Haemophilia 2017; 23:e355-e358. [PMID: 28497894 DOI: 10.1111/hae.13226] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/09/2017] [Indexed: 10/19/2022]
Affiliation(s)
- S C M Stoof
- Department of Haematology, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - D Hodgins
- European Technology for Business Ltd, Codicote, UK
| | - F W G Leebeek
- Department of Haematology, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - M H Cnossen
- Department of Paediatric Haematology, Sophia Children's Hospital, Rotterdam, The Netherlands
| | - H L D Horemans
- Department of Rehabilitation Medicine, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - S F E Praet
- Department of Rehabilitation Medicine, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - M J H A Kruip
- Department of Haematology, Erasmus University Medical Centre, Rotterdam, The Netherlands
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Mechmeche I, Mitiche A, Ouakrim Y, De Guise JA, Mezghani N. Data correction to determine a representative pattern of a set of 3D knee kinematic measurements. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2017; 2016:884-887. [PMID: 28268465 DOI: 10.1109/embc.2016.7590842] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The purpose of this study is to determine a representative pattern of a set of three dimensional (3D) knee kinematic measurement curves recorded throughout several trials with a patient walking on a treadmill. The measurements are knee angles, (namely joint angles) with respect to the sagittal, frontal, and transverse planes, as a function of time during a gait cycle. Two serious difficulties met while extracting a representative pattern from the trials are that the curves possess phase variability and there are outliers. We propose a scheme which first removes outliers using the modified band depth index method, and follows with phase variability reduction by curve registration. This scheme leads to retaining the mean curve of the corrected set of curves, as the most representative.
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Elbaz A, Mor A, Segal G, Bar D, Monda MK, Kish B, Nyska M, Palmanovich E. Lower Extremity Kinematic Profile of Gait of Patients After Ankle Fracture: A Case-Control Study. J Foot Ankle Surg 2016; 55:918-21. [PMID: 27267411 DOI: 10.1053/j.jfas.2016.04.004] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/21/2015] [Indexed: 02/03/2023]
Abstract
The present study examined the differences in the lower extremity gait kinematic profile of patients recovering from ankle fracture compared with healthy controls. In addition, we inquired whether the profile would differ among fracture severity groups. A total of 48 patients participated in the present prospective, case-control study. The gait of 24 patients recovering from an ankle fracture injury and 24 healthy matched controls was examined using an inertial measurement unit sensor system. The following gait parameters were evaluated: knee range of motion (ROM) during the swing phase, maximum knee flexion angle during stance, thigh and calf ROM, and stride duration. Statistically significant differences were found between the ankle fracture group and the control group for all parameters. The patients with ankle fracture had a lower knee ROM during swing phase compared with the control group (mean ± standard deviation 43.0° ± 15.5° compared with 66.7° ± 5.1°, respectively; p < .001). The maximum knee flexion angle during stance was lower in the patients with ankle fracture than in the control group (mean ± standard deviation 10.5° ± 6.1° compared with 21.2° ± 4.5°, respectively; p < .001). Patients with ankle fracture also had lower gait cycle thigh and calf ROM angles (p < .001) and a longer stride duration (p < .001) compared with the control group. No statistically significant differences were found among the severity groups. These results suggest that the gait kinematic characteristics vary between healthy people and patients recovering from an ankle fracture injury during the short-term period after injury.
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Affiliation(s)
- Avi Elbaz
- AposTherapy Research Group, Herzliya, Israel
| | - Amit Mor
- AposTherapy Research Group, Herzliya, Israel.
| | - Ganit Segal
- AposTherapy Research Group, Herzliya, Israel
| | - Dana Bar
- AposTherapy Research Group, Herzliya, Israel
| | - Maureen K Monda
- University College of London Institute of Orthopaedics and Musculoskeletal Science, London, UK
| | - Benjamin Kish
- Department of Orthopedic Surgery, Meir Medical Center, Kfar-Saba, Israel
| | - Meir Nyska
- Department of Orthopedic Surgery, Meir Medical Center, Kfar-Saba, Israel
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Rahman J, Tang Q, Monda M, Miles J, McCarthy I. Gait assessment as a functional outcome measure in total knee arthroplasty: a cross-sectional study. BMC Musculoskelet Disord 2015; 16:66. [PMID: 25886558 PMCID: PMC4374376 DOI: 10.1186/s12891-015-0525-2] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/04/2014] [Accepted: 03/10/2015] [Indexed: 11/26/2022] Open
Abstract
Background The aim of the study was to assess gait in total knee arthroplasty (TKA) patients, using a technique that can to be used on a routine basis in a busy orthopaedic clinic. Methods A total of 103 subjects were recruited: 29 pre-op TKA patients; 17 TKA patients at 8 weeks post-op; 28 TKA patients at 52 weeks post-op; and 29 age-matched controls. Inertial measurement units (IMUs) were used to assess gait. Limb segment angles, knee angle and temporal parameters of gait were calculated. Specific gait parameters were quantified, and data analysed using MANOVA and discriminant analysis. Results The gait of TKA patients as a group was only slightly improved at 12 months when compared with the pre-operative group, and both groups were significantly different to controls in several variables. Knee flexion range in stance was the most important variable in discriminating between patients and controls; knee flexion range in swing was the only variable that showed a significant difference between pre- and post-operative patients. When considered individually, only 1/29 patient was within the normal range for this variable pre-operatively, but 9/28 patients were within the normal range 12 months post-operatively. Conclusions Even after 12 months after surgery, many TKA patients have not improved their gait relative to pre-operative patients. Routine gait assessment may be used to guide post-operative rehabilitation, and to develop strategies to improve mobility of these patients.
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Affiliation(s)
- Jeeshan Rahman
- UCL Institute of Orthopaedics and Musculoskeletal Science, London, UK. .,Royal National Orthopaedic Hospital, London, UK.
| | - Quen Tang
- Royal National Orthopaedic Hospital, London, UK.
| | - Maureen Monda
- UCL Institute of Orthopaedics and Musculoskeletal Science, London, UK.
| | | | - Ian McCarthy
- Biomedical Instrumentation Group, Pedestrian Accessibility and Movement Environment Laboratory, UCL, London, UK.
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