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Bandara A, Shimizu H, Watanabe D, Misa T, Suzuki S, Tanigawa K, Nagai-Tanima M, Aoyama T. Diurnal variations in gait parameters among older adults with early-stage knee osteoarthritis: insights from wearable sensor technology. Sci Rep 2025; 15:8026. [PMID: 40055455 PMCID: PMC11889179 DOI: 10.1038/s41598-025-91617-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2024] [Accepted: 02/21/2025] [Indexed: 05/13/2025] Open
Abstract
Knee osteoarthritis (KOA) significantly impairs mobility in older adults. Understanding its impact on gait dynamics throughout the day is crucial for optimizing management strategies. This study aimed to explore diurnal variations in gait parameters among older adults with KOA using an in-shoe motion sensor (IMS) system equipped with accelerometers and gyroscopes. In this cross-sectional observational study, 19 older adults clinically diagnosed with early-stage KOA (Kellgren-Lawrence grades 1 or 2) participated. Key gait parameters were measured using an IMS system during morning (6:00 AM-11:59 AM) and afternoon (12:00 PM-5:00 PM) sessions. The IMS, placed bilaterally in the participants' shoes, continuously collected gait data during normal daily activities over a 24-hour period. Participants were instructed to walk for at least 10 min in each session. Data were analyzed using descriptive statistics, and paired t-tests or Wilcoxon signed-rank tests were applied to identify significant differences between sessions. Statistical significance was set at p < 0.05. The study included 19 participants (11 females, 8 males) with an average age of 71.4 ± 4.2 years. Walking speed decreased significantly from 1.06 ± 0.14 m/s in the morning to 0.99 ± 0.16 m/s in the afternoon (p = 0.028). Similarly, the maximum dorsiflexion angle decreased from 20.34° ± 2.98° to 18.80° ± 3.01° (p = 0.024), and the maximum plantar flexion angle decreased from 63.40° ± 5.84° to 60.79° ± 5.77° (p = 0.017) in the afternoon. Other parameters such as foot height, peak swing angular velocity, and maximum speed during the swing phase also showed significant reductions in the afternoon. Conversely, the roll angle of heel contact increased from 4.60° ± 2.62° to 5.53° ± 3.12° (p = 0.026), and stance time and pushing time increased significantly in the afternoon. Significant diurnal variations in gait parameters among older adults with KOA highlight the importance of considering time of day when evaluating gait and planning interventions. Wearable sensor technology enables continuous, objective gait monitoring in real-world settings, facilitating personalized and time-sensitive approaches for managing KOA.
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Affiliation(s)
- Anuradhi Bandara
- Department of Physical Therapy, Human Health Sciences, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Hiroki Shimizu
- Department of Physical Therapy, Human Health Sciences, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Daiki Watanabe
- Department of Physical Therapy, Human Health Sciences, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Toyota Misa
- Department of Physical Therapy, Human Health Sciences, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Shota Suzuki
- Department of Physical Therapy, Human Health Sciences, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Kyoma Tanigawa
- Department of Physical Therapy, Human Health Sciences, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Momoko Nagai-Tanima
- Department of Physical Therapy, Human Health Sciences, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Tomoki Aoyama
- Department of Physical Therapy, Human Health Sciences, Graduate School of Medicine, Kyoto University, Kyoto, Japan.
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Wang J, Xu W, Wu Z, Zhang H, Wang B, Zhou Z, Wang C, Li K, Nie Y. Evaluation of a smartphone-based markerless system to measure lower-limb kinematics in patients with knee osteoarthritis. J Biomech 2025; 181:112529. [PMID: 39862716 DOI: 10.1016/j.jbiomech.2025.112529] [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: 09/27/2024] [Revised: 01/02/2025] [Accepted: 01/16/2025] [Indexed: 01/27/2025]
Abstract
OpenCap, a smartphone-based markerless system, offers a cost-effective alternative to traditional marker-based systems for gait analysis. However, its kinematic measurement accuracy must be evaluated before widespread use in clinical practice. This study aimed to evaluate OpenCap for lower-limb joint angle measurements during walking in patients with knee osteoarthritis (OA) and to compare error metrics between patients and healthy controls. Lower-limb kinematic data were simultaneously collected from 53 patients with knee OA and 30 healthy individuals using OpenCap and a marker-based motion capture system while walking at a self-selected speed. Evaluation was assessed through root mean square error (RMSE) and intraclass correlation coefficient (ICC). Two-way repeated measures analyses of variance were employed to evaluate the main effects of and interactions between group (knee OA patients vs. healthy controls) and walking direction (toward vs. away from the camera). The results demonstrated a grand mean RMSE of 6.1° and an ICC of 0.67 for knee OA patients when walking toward the camera. Patients with knee OA exhibited significantly higher RMSE and lower ICC values compared to healthy controls. Additionally, walking toward the camera was associated with significantly lower RMSE and higher ICC values than walking away from the camera. OpenCap's minimal hardware costs, free software, and user-friendly interface suggest its potential for widespread clinical implementation. The sagittal hip and knee angles demonstrate strong agreement with the marker-based system; however, caution is warranted in clinical decision-making for this population, as errors in most joint angles slightly surpass acceptable thresholds.
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Affiliation(s)
- Junqing Wang
- Department of Orthopedic Surgery and Orthopedic Research Institute, West China Hospital, Sichuan University Chengdu Sichuan Province China; Department of Orthopedic Surgery and West China Biomedical Big Data Center, West China Hospital, Sichuan University Chengdu Sichuan Province China.
| | - Wei Xu
- Department of Orthopedic Surgery and West China Biomedical Big Data Center, West China Hospital, Sichuan University Chengdu Sichuan Province China; School of Biomedical Engineering, Division of Life Sciences and Medicine, University of Science and Technology of China Hefei Anhui China.
| | - Zhuoying Wu
- Department of Orthopedic Surgery and Orthopedic Research Institute, West China Hospital, Sichuan University Chengdu Sichuan Province China.
| | - Hui Zhang
- Department of Orthopedic Surgery and West China Biomedical Big Data Center, West China Hospital, Sichuan University Chengdu Sichuan Province China
| | - Biao Wang
- Department of Orthopedic Surgery and West China Biomedical Big Data Center, West China Hospital, Sichuan University Chengdu Sichuan Province China.
| | - Zongke Zhou
- Department of Orthopedic Surgery and Orthopedic Research Institute, West China Hospital, Sichuan University Chengdu Sichuan Province China
| | - Chen Wang
- Department of Orthopedics, National University Hospital, Singapore.
| | - Kang Li
- Department of Orthopedic Surgery and West China Biomedical Big Data Center, West China Hospital, Sichuan University Chengdu Sichuan Province China.
| | - Yong Nie
- Department of Orthopedic Surgery and Orthopedic Research Institute, West China Hospital, Sichuan University Chengdu Sichuan Province China.
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Pugliese BL, Angelucci A, Parisi F, Sapienza S, Fabara E, Corniani G, Tenforde AS, Aliverti A, Demarchi D, Bonato P. Development of a Wearable Sleeve-Based System Combining Polymer Optical Fiber Sensors and an LSTM Network for Estimating Knee Kinematics. IEEE Trans Neural Syst Rehabil Eng 2025; 33:728-738. [PMID: 40031675 DOI: 10.1109/tnsre.2025.3540708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/05/2025]
Abstract
This study presents a novel wearable solution integrating Polymer Optical Fiber (POF) sensors into a knee sleeve to monitor knee flexion/extension (F/E) patterns during walking. POF sensors offer advantages such as flexibility, light weight, and robustness to electromagnetic interference, making them ideal for wearable applications. However, when one integrates these sensors into a knee sleeve, they exhibit non-linearities, including hysteresis and mode coupling, which complicate signal interpretation. To address this issue, a Long Short-Term Memory (LSTM) network was implemented to model temporal dependencies in sensor output, hence providing accurate knee angle estimates. Data were collected from 31 participants walking at different speeds on a treadmill, using a camera-based motion capture system for validation. Configurations with multiple (up to five) sensors were considered. The best performance was achieved using three sensors, yielding a median root mean square error (RMSE) of 3.41° (interquartile range: 2.50° - $5.19^{\circ }\text {)}$ . Whereas using multiple sensors generally improved robustness, the inclusion of data from sub-optimally placed sensors negatively affected performance. The technology holds potential for clinical application in knee osteoarthritis (OA) management. Future work should focus on optimizing signal calibration and expanding the dataset to facilitate accounting for the different ways in which the knee sleeve conforms to the anatomy of different individuals.
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Wan Y, McGuigan P, Bilzon J, Wade L. Knee loading and joint pain during daily activities in people with knee osteoarthritis: A systematic review and meta-analysis. Clin Biomech (Bristol, Avon) 2025; 122:106433. [PMID: 39823698 DOI: 10.1016/j.clinbiomech.2025.106433] [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: 10/24/2024] [Revised: 01/06/2025] [Accepted: 01/10/2025] [Indexed: 01/20/2025]
Abstract
BACKGROUND Knee loading is associated with the severity and progression of knee osteoarthritis, while knee pain contributes to reduced functional ability and quality of life. In this systematic review, we quantified knee loading and knee pain during different daily activities in people with knee osteoarthritis and explored methodological reasons for differences between studies. METHODS PubMed, Web of Science, Scopus, and manual searches were performed up to July 2024, to retrieve studies measuring knee loading and knee pain in walking, sit-to-stand and stair climbing of people with knee osteoarthritis. Descriptive data synthesis and meta-analysis were performed using a mixed-effect model. FINDINGS 183 studies were included. Walking led to the greatest knee loading, followed by stair climbing and finally sit-to-stand, although only sit-to-stand was significantly lower than the others (p < 0.001). Stair ascent had the greatest knee pain, followed by walking, stair descent and then sit-to-stand. In addition, our results show a strong negative correlation between knee loading and pain during walking (r = -0.507). INTERPRETATION The trend of knee loading across activities, while non-significant, is consistent with our previous experimental study. The differences compared to other studies are likely be due to the high heterogeneity in the tested population and differences in methodology. Additionally, there were a substantial number of studies only examining a single activity (primarily walking), which could bias the results. Therefore, future studies should detail participant characteristic and experiment design. In addition, inclusion of a control group is recommended to account for knee loading offsets when comparing results across studies.
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Affiliation(s)
- Yi Wan
- Department for Health, University of Bath, Bath, UK; Centre for the Analysis of Motion, Entertainment Research and Applications (CAMERA), University of Bath, Bath, UK; Institute for the Augmented Human (IAH), University of Bath, Bath, UK.
| | - Polly McGuigan
- Department for Health, University of Bath, Bath, UK; Centre for the Analysis of Motion, Entertainment Research and Applications (CAMERA), University of Bath, Bath, UK; Institute for the Augmented Human (IAH), University of Bath, Bath, UK
| | - James Bilzon
- Department for Health, University of Bath, Bath, UK; Centre for the Analysis of Motion, Entertainment Research and Applications (CAMERA), University of Bath, Bath, UK; Centre for Sport Exercise and Osteoarthritis Research Versus Arthritis, University of Bath, Bath, UK
| | - Logan Wade
- Department for Health, University of Bath, Bath, UK; Centre for the Analysis of Motion, Entertainment Research and Applications (CAMERA), University of Bath, Bath, UK
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Roberts O, Wu TL, Teng P, Lau JL, Pua YH, Clark RA, Hu Y, Tan BY. Biomechanical analysis of step-up and step-down tasks in knee osteoarthritis: Insights from leading and trailing limbs. Clin Biomech (Bristol, Avon) 2025; 122:106436. [PMID: 39848097 DOI: 10.1016/j.clinbiomech.2025.106436] [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: 07/18/2024] [Revised: 12/21/2024] [Accepted: 01/13/2025] [Indexed: 01/25/2025]
Abstract
BACKGROUND Stair climbing tests are pivotal when assessing physical performance in knee osteoarthritis patients, yet the biomechanical strategies that underpin poor stair climbing ability are heterogeneously reported. Single step tasks emulate a step-by-step gait pattern, an approach associated with knee pain when stair climbing. The objective of this study is to analyse the biomechanics and electromyography activity of both the leading and trailing limbs during single Step-up and Down tasks in knee osteoarthritis patients. METHODS Three-dimensional motion analysis captured biomechanical data of twenty participants with knee osteoarthritis (n = 20) and twenty four (n = 24) age matched controls completing isolated Step-Up and Step-Down tasks. Data was collected from both the leading and trailing limbs and analysed continuously using One-dimensional Statistical Parametric Mapping (α = 0.05). FINDINGS During Step-Up, knee osteoarthritis participants demonstrated kinematic (p < 0.001), kinetic (p = 0.045), and electromyography (p < 0.001) variance compared to control participants, whilst Step-Down induced elevated external knee adduction moments (p = 0.042). Across both tasks, knee osteoarthritis participants stood with increased lower limb flexion in quiet standing and spent a proportionally elevated time in transitional double stance during Step-Up (p = 0.02). INTERPRETATION Our study reveals that knee osteoarthritis patients display distinctive biomechanical strategies during single Step-Up and Down tasks, that deviate depending on whether the osteoarthritic knee is leading or trailing. Single-step tasks are a safer and practical alternative to other stair climbing tests. We hope that clinicians can use these findings to guide treatments that promote less effortful step and stair ambulation in knee osteoarthritis patients with advanced disease.
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Affiliation(s)
- Oliver Roberts
- Rehabilitation Research Institute of Singapore, Nanyang Technological University, 11 Mandalay Rd, #14-03 Clinical Sciences Building, 308232, Singapore.
| | - Tsung-Lin Wu
- Rehabilitation Research Institute of Singapore, Nanyang Technological University, 11 Mandalay Rd, #14-03 Clinical Sciences Building, 308232, Singapore
| | - Phillis Teng
- Physical Education and Sports Science Academic Group, National Institute of Education, Nanyang Technological University, 1 Nanyang Walk, 637616, Singapore
| | - Jun Liang Lau
- Orthopaedic Department, Singapore General Hospital, 20 College Road, 169856, Singapore
| | - Yong Hao Pua
- Department of Physiotherapy, Singapore General Hospital, Outram Road, 169608, Singapore
| | - Ross A Clark
- School of Health and Sports Science, University of the Sunshine Coast, 90 Sippy Downs Dr, Sippy Downs, QLD 4556, Australia
| | - Yi Hu
- Lee Kong Chian School of Medicine, Nanyang Technological University, 11 Mandalay Rd, #17-01, 308232, Singapore
| | - Bryan Yijia Tan
- Rehabilitation Research Institute of Singapore, Nanyang Technological University, 11 Mandalay Rd, #14-03 Clinical Sciences Building, 308232, Singapore; Department of Orthopaedic Surgery, Woodlands Health, National Healthcare Group, 737628, Singapore
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Yamagata M, Kimura T, Chang AH, Iijima H. Sex Differences in Ambulatory Biomechanics: A Meta-Analysis Providing a Mechanistic Insight into Knee Osteoarthritis. Med Sci Sports Exerc 2025; 57:144-153. [PMID: 39283197 DOI: 10.1249/mss.0000000000003549] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2024]
Abstract
PURPOSE Females typically present with a higher prevalence of knee osteoarthritis (KOA), and such a higher prevalence may be due to unique knee biomechanics during walking. However, the sex-dependent ambulatory mechanics has been yet to be clarified. To address this critical knowledge gap, this study implemented a series of computational approaches 1) to identify sex-related knee joint biomechanics during ambulation in persons with KOA and 2) to compare these biomechanical measures between individuals with versus without KOA, stratified by sex. METHODS We searched five electronic databases for studies reporting sex-specific knee biomechanics in persons with and/or without KOA. Summary estimates were computed using random-effects meta-analysis and stratified by sex. RESULTS The systematic review identified 18 studies (308 males and 383 females with KOA; 740 males and 995 females without KOA). A series of meta-analyses identified female-specific knee biomechanics in a disease-dependent manner. Females with KOA had lower first peak knee adduction moment and peak knee adduction compared with male counterparts. On the other hand, healthy females had lower peak knee flexion moment than male counterparts. Effect estimate in each meta-analysis displayed poor quality of evidence according to the GRADE approach. CONCLUSIONS The current study is the first to consider sex as a biological variable into ambulatory mechanics in the development of KOA. We discovered that sex-dependent alterations in knee biomechanics is a function of the presence of KOA, indicating that KOA disease may be a driver of the sex-dependent biomechanical alterations or vice versa. Although no strong conclusion can be drawn because of the low quality of evidence, these findings provide new insight into the sex differences in ambulatory knee biomechanics and progression of KOA.
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Affiliation(s)
| | - Tetsuya Kimura
- Department of Human Development, Graduate School of Human Development and Environment, Kobe university, Nada-ku, Kobe, JAPAN
| | - Alison H Chang
- Department of Physical Therapy and Human Movement Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
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Rabak OJ, Devenish JA, Perriman DM, Scarvell JM, Galvin CR, Smith PN, Pickering MR, Lynch JT. In vivo kinematics during step ascent: Changes to the knee associated with osteoarthritis. Knee 2025; 52:69-77. [PMID: 39549655 DOI: 10.1016/j.knee.2024.10.018] [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: 06/14/2024] [Revised: 09/11/2024] [Accepted: 10/23/2024] [Indexed: 11/18/2024]
Abstract
BACKGROUND Stair climbing is a kinematically demanding activity, essential for maintaining independence and quality of life, yet is often impaired in patients with knee osteoarthritis (OA). The purpose of this study was to examine differences in kinematics of a step-up movement between participants with osteoarthritis and asymptomatic controls. METHODS Thirty participants with end-stage OA awaiting total knee arthroplasty (TKA) and twenty-eight sex and age-similar asymptomatic participants were recruited. Participants performed a step-up task which was imaged via single-plane fluoroscopy. 3-dimensional prosthesis computer-aided design models were registered to the fluoroscopy, yielding in-vivo kinematic data. Kinematic variables of position, displacement, and rate-of-change in six degrees of freedom were compared between the two groups. RESULTS OA knees exhibited significantly different kinematics to asymptomatic knees during step-up. Knees with OA demonstrated a reduced terminal extension angle, inferior translation and increased internal rotation throughout the movement compared to asymptomatic. OA participants exhibited more variability in kinematic parameters compared to asymptomatic controls, reflecting the heterogeneity within OA pathology. CONCLUSION The findings of this study indicate that knee kinematics, particularly rotation, differ significantly between OA and asymptomatic knees during step-up. Optimising rotational profiles in OA knee management could help optimise patient function and inform rehabilitation and surgical protocols.
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Affiliation(s)
- Owen J Rabak
- Trauma and Orthopaedic Research Unit (TORU), Australia; Medical School, Australian National University (ANU), Australia.
| | - Jacob A Devenish
- Trauma and Orthopaedic Research Unit (TORU), Australia; Medical School, Australian National University (ANU), Australia
| | - Diana M Perriman
- Trauma and Orthopaedic Research Unit (TORU), Australia; Medical School, Australian National University (ANU), Australia
| | - Jennie M Scarvell
- Trauma and Orthopaedic Research Unit (TORU), Australia; Faculty of Health, University of Canberra (UC), Australia
| | - Catherine R Galvin
- Trauma and Orthopaedic Research Unit (TORU), Australia; Faculty of Health, University of Canberra (UC), Australia
| | - Paul N Smith
- Trauma and Orthopaedic Research Unit (TORU), Australia; Medical School, Australian National University (ANU), Australia
| | | | - Joseph T Lynch
- Trauma and Orthopaedic Research Unit (TORU), Australia; Medical School, Australian National University (ANU), Australia
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Zhang ZQ, Ding YW, Tao Y, Xu HC, Zhong YX, Yang K, Jiang LM. Efficacy of tissue-bone homeostasis manipulation on the gait and knee function for the patients with knee osteoarthritis: a randomized controlled trial. BMC Musculoskelet Disord 2024; 25:794. [PMID: 39379908 PMCID: PMC11460060 DOI: 10.1186/s12891-024-07896-y] [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: 02/01/2024] [Accepted: 09/23/2024] [Indexed: 10/10/2024] Open
Abstract
BACKGROUND Knee osteoarthritis (KOA) was characterized by pain and limited joint function, which seriously affected the quality of life of patients. The vast majority of KOA was closely related to degeneration of the patellofemoral joint and abnormal patellar movement trajectory. Tissue-bone homeostasis manipulation (TBHM) could correct abnormal patellar movement trajectory on the basis of loosening soft tissue. However, there was little strong evidence to verify its efficacy on the patients with KOA. The study objective was to explore the efficacy of the TBHM on gait and knee function in the patients with KOA. METHODS Sixty KOA patients were randomly assigned to either the joint mobilization (n = 30) or TBHM (n = 30) group. The joint mobilization group received joint mobilization, while the TBHM group received TBHM. For two groups, the patients participated in 30 min rehabilitation sessions thrice per week for 12 weeks. The primary outcome was biomechanical gait outcomes during walking, including step length, step velocity, double support, knee range of motion (ROM), and knee adduction moment (KAM). The secondary outcomes were the Western Ontario and McMaster Index (WOMAC) and 36-Item short- form health survey (SF-36), which reflected improvements in knee function and quality of life, respectively. At baseline and 12 weeks, evaluations were conducted and compared between groups. RESULTS After a 12-week intervention, significant group differences were observed in KAM (p = 0.018), WOMAC-Pain (p = 0.043) and WOMAC-Stiffness (p = 0.026). A noteworthy finding was the presence of a significant interaction effect between group and time specifically observed in step velocity during gait (p = 0.046), WOMAC-Function (p = 0.013) and SF-36 (p = 0.027). Further analysis revealed a significant difference in step velocity (p = 0.034), WOMAC-Function (p = 0.025) and SF-36 (p = 0.042) during post-assessment between the two groups. Moreover, a significant time effect was observed across all outcomes of the two groups (p < 0.05). CONCLUSION The TBHM intervention has better improved the gait, knee function, and quality of life in the patients with KOA. TRIAL REGISTRATION ITMCTR, ITMCTR2200005507. Registered 06/01/2022, http://itmctr.ccebtcm.org.cn/zh-CN/Home/ProjectView?pid=09cdadad-0aef-41ee-81bd-a8dceb63f7f5 .
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Affiliation(s)
- Zeng-Qiao Zhang
- Department of Rehabilitation, Seventh People's Hospital of Shanghai University of Traditional Chinese Medicine, No.358, Datong Road, Shanghai, 200137, China
| | - Yu-Wu Ding
- Department of Rehabilitation, Seventh People's Hospital of Shanghai University of Traditional Chinese Medicine, No.358, Datong Road, Shanghai, 200137, China
| | - Ying Tao
- Shanghai Puxing Community Health-Care Center, Shanghai, 200136, China
| | - Hai-Chen Xu
- Department of Rehabilitation, Seventh People's Hospital of Shanghai University of Traditional Chinese Medicine, No.358, Datong Road, Shanghai, 200137, China
| | - Ying-Xi Zhong
- Department of Rehabilitation, Seventh People's Hospital of Shanghai University of Traditional Chinese Medicine, No.358, Datong Road, Shanghai, 200137, China
| | - Kun Yang
- Department of Rehabilitation, Seventh People's Hospital of Shanghai University of Traditional Chinese Medicine, No.358, Datong Road, Shanghai, 200137, China.
| | - Li-Ming Jiang
- Department of Rehabilitation, Seventh People's Hospital of Shanghai University of Traditional Chinese Medicine, No.358, Datong Road, Shanghai, 200137, China.
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Adouni M, Alkhatib F, Hajji R, Faisal TR. Effects of overweight and obesity on lower limb walking characteristics from joint kinematics to muscle activations. Gait Posture 2024; 113:337-344. [PMID: 39032386 DOI: 10.1016/j.gaitpost.2024.06.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Revised: 05/16/2024] [Accepted: 06/26/2024] [Indexed: 07/23/2024]
Abstract
BACKGROUND Obesity is a crucial factor that increases the risk of initiating and advancing knee osteoarthritis. However, it remains unclear how obesity directly impacts the biomechanical experience of the lower limb joints, potentially triggering or exacerbating joint degeneration. This study investigated the interactive effects of BMI augmentation on lower limb kinematics, kinetics, and muscle activations during walking. METHODOLOGY A group of 60 participants underwent a three-dimensional gait analysis. These individuals were categorized into three groups based on their body mass index (BMI): those with a BMI below 25 were classified as having a healthy weight, those with a BMI between 25 and 30 were categorized as overweight, and those with a BMI exceeding 30 were considered obese. This study analyzed the gait of 60 participants categorized by BMI. During walking trials, they recorded ground reaction forces electromyography of leg muscles like the gastrocnemii, hamstrings, and quadriceps. Lower limb joint angles and net moments were also calculated. Statistical mapping identified variations in kinematic, kinetic, and muscle activation patterns across the stance phase between BMI groups. RESULTS The results displayed distinct biomechanical patterns in obese individuals. Notably, there was a significant increase in flexion observed in the hip and knee joints (P < 0.001) during the initial stance phase and an increase in hip and knee adduction angles and moments throughout the entire stance phase (P < 0.001). Additionally, muscle activations underwent significant changes (P < 0.01), with a positive correlation noted with the BMI factor. This correlation was most pronounced during the early stance phase for the quadriceps and hamstring muscles and the late stance phase for the gastrocnemius. CONCLUSION These findings represent a comprehensive picture that contributes to understanding how excess weight and obesity influence joint biomechanics, highlighting the associated risk of joint osteoarthritis.
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Affiliation(s)
- Malek Adouni
- Biomedical and Instrumentation Engineering Program, Abdullah Al Salem University, Khalidiya, Kuwait; Department of Physical Medicine and Rehabilitation, Northwestern University, 345 East Superior Street, Chicago, IL 60611, USA.
| | - Fadi Alkhatib
- Department of Mechanical Engineering, Australian University, P.O. Box 1411, East Mushrif, Kuwait
| | - Raouf Hajji
- Medicine Faculty of Sousse, Department of Internal Medicine, Sidi Bouzid Hospital, University of Sousse, Tunisia
| | - Tanvir R Faisal
- Department of Mechanical Engineering, University of Louisiana at Lafayette, LA 70508, USA
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Fukui J, Matsui Y, Mizuno T, Watanabe T, Takemura M, Ishizuka S, Imagama S, Arai H. Comparison of gait analysis before and after unilateral total knee arthroplasty for knee osteoarthritis. J Orthop Surg Res 2024; 19:506. [PMID: 39187829 PMCID: PMC11348746 DOI: 10.1186/s13018-024-04891-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2024] [Accepted: 07/01/2024] [Indexed: 08/28/2024] Open
Abstract
BACKGROUND Gait ability can be objectively assessed using gait analysis. Three-dimensional gait analysis, the most commonly used analytical method, has limitations, such as a prolonged examination, high system costs, and inconsistently reported gait symmetry in patients with knee osteoarthritis (OA). Therefore, we aimed to evaluate the gait symmetry and changes before and after unilateral total knee arthroplasty (TKA) using the Walkway analyzer, a sheet-type gait analyzer. METHODS The healthy group included 38 participants from the Locomotor Frailty and Sarcopenia Registry study with lower limb pain or Kellgren-Lawrence classification grade 3 or 4 OA. The OA group included 34 participants from the registry study who underwent unilateral TKA. The walking speed, step length, step width, cadence, stride time, stance time, swing phase time, double-limb support phase time, stride, step length, and step width were analyzed per side using the Walkway gait analyzer. RESULTS No significant differences between the right and left sides were observed in the healthy group. In the OA group, the time indices and stance phase (p = 0.011) and the double-limb support phase time (p = 0.039) were longer on the contralateral side and the swing phase was longer on the affected side (p = 0.004) pre-operatively. However, these differences disappeared post-operatively. There were no significant differences in the spatial indices. Thus, this study revealed that patients undergoing unilateral TKA had an asymmetric gait pre-operatively, with a time index compensating for the painful side, and an improved symmetric gait post-operatively. CONCLUSIONS The Walkway analyzer employs a simple test that requires only walking; hence, it is expected to be used for objective evaluation in actual clinical practice.
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Affiliation(s)
- Jun Fukui
- Department of Orthopedic Surgery, Nagoya University Graduate School of Medicine, Nagoya, Aichi, 466-8550, Japan
- Center for Frailty and Locomotive Syndrome, National Center for Geriatrics and Gerontology, Obu, Aichi, 474-8511, Japan
| | - Yasumoto Matsui
- Center for Frailty and Locomotive Syndrome, National Center for Geriatrics and Gerontology, Obu, Aichi, 474-8511, Japan
| | - Takafumi Mizuno
- Department of Orthopedic Surgery, Nagoya University Graduate School of Medicine, Nagoya, Aichi, 466-8550, Japan
- Center for Frailty and Locomotive Syndrome, National Center for Geriatrics and Gerontology, Obu, Aichi, 474-8511, Japan
| | - Tsuyoshi Watanabe
- Center for Frailty and Locomotive Syndrome, National Center for Geriatrics and Gerontology, Obu, Aichi, 474-8511, Japan
| | - Marie Takemura
- Center for Frailty and Locomotive Syndrome, National Center for Geriatrics and Gerontology, Obu, Aichi, 474-8511, Japan
| | - Shinya Ishizuka
- Department of Orthopedic Surgery, Nagoya University Graduate School of Medicine, Nagoya, Aichi, 466-8550, Japan.
| | - Shiro Imagama
- Department of Orthopedic Surgery, Nagoya University Graduate School of Medicine, Nagoya, Aichi, 466-8550, Japan
| | - Hidenori Arai
- Center for Frailty and Locomotive Syndrome, National Center for Geriatrics and Gerontology, Obu, Aichi, 474-8511, Japan
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11
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Abou-Abbas L, Hagemeister N, Ouakrim Y, Cagnin A, Laundry P, Richardson G, Dunbar MJ, Mezghani N. Unveiling distinct kinematic profiles among total knee arthroplasty candidates through clustering technique. J Orthop Surg Res 2024; 19:479. [PMID: 39143616 PMCID: PMC11325613 DOI: 10.1186/s13018-024-04990-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/11/2024] [Accepted: 08/08/2024] [Indexed: 08/16/2024] Open
Abstract
BACKGROUND Characterizing the condition of patients suffering from knee osteoarthritis is complex due to multiple associations between clinical, functional, and structural parameters. While significant variability exists within this population, especially in candidates for total knee arthroplasty, there is increasing interest in knee kinematics among orthopedic surgeons aiming for more personalized approaches to achieve better outcomes and satisfaction. The primary objective of this study was to identify distinct kinematic phenotypes in total knee arthroplasty candidates and to compare different methods for the identification of these phenotypes. METHODS Three-dimensional kinematic data obtained from a Knee Kinesiography exam during treadmill walking in the clinic were used. Various aspects of the clustering process were evaluated and compared to achieve optimal clustering, including data preparation, transformation, and representation methods. RESULTS A K-Means clustering algorithm, performed using Euclidean distance, combined with principal component analysis applied on data transformed by standardization, was the optimal approach. Two unique kinematic phenotypes were identified among 80 total knee arthroplasty candidates. The two distinct phenotypes divided patients who significantly differed both in terms of knee kinematic representation and clinical outcomes, including a notable variation in 63.3% of frontal plane features and 81.8% of transverse plane features across 77.33% of the gait cycle, as well as differences in the Pain Catastrophizing Scale, highlighting the impact of these kinematic variations on patient pain and function. CONCLUSION Results from this study provide valuable insights for clinicians to develop personalized treatment approaches based on patients' phenotype affiliation, ultimately helping to improve total knee arthroplasty outcomes.
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Affiliation(s)
- Lina Abou-Abbas
- Applied and Artificial Intelligence Institute (I2A), TELUQ University, Montreal, Quebec, Canada.
- Electrical ad Computer Engineering Department, Lebanese American University, Byblos, Lebanon.
| | - Nicola Hagemeister
- Open Innovation Laboratory (OIL-ETS), Ecole de Technologie Superieure, Montreal, Quebec, Canada
- Department of Systems Engineering, Ecole de Technologie Superieure, Montreal, Quebec, Canada
| | - Youssef Ouakrim
- Applied and Artificial Intelligence Institute (I2A), TELUQ University, Montreal, Quebec, Canada
- Open Innovation Laboratory (OIL-ETS), Ecole de Technologie Superieure, Montreal, Quebec, Canada
| | | | | | - Glen Richardson
- Division of Orthopaedic Surgery, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Michael J Dunbar
- Division of Orthopaedic Surgery, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Neila Mezghani
- Applied and Artificial Intelligence Institute (I2A), TELUQ University, Montreal, Quebec, Canada
- Open Innovation Laboratory (OIL-ETS), Ecole de Technologie Superieure, Montreal, Quebec, Canada
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12
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Kim Y. Influence of Internal and External Foot Rotation on Peak Knee Adduction Moments and Ankle Moments during Gait in Individuals with Knee Osteoarthritis: A Cross-Sectional Study. Bioengineering (Basel) 2024; 11:696. [PMID: 39061778 PMCID: PMC11273789 DOI: 10.3390/bioengineering11070696] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2024] [Revised: 06/21/2024] [Accepted: 07/05/2024] [Indexed: 07/28/2024] Open
Abstract
The aim of the study was to verify the effects of foot progression angle (FPA) modification during walking on the internal moments of the ankle and knee joints in individuals with knee osteoarthritis (OA). Biomechanical changes such as increased knee adduction moment (KAM) during walking are known to be involved in the development and severity of knee OA. Although various FPA modifications during gait have been applied to reduce peak KAM, few studies have investigated the effects of applying toe-in or toe-out walking modifications for knee OA on peak KAM and three-dimensional (3D) moments of the ankle joint. Kinetic moment variables were acquired from 35 individuals with medial knee compartment OA. A 3D motion analysis system and two force platforms were used to acquire KAM and 3D moments of both ankle joints during gait. Visual3D was used to obtain final moment data for statistical processing. Repeated-measures analysis of variance with Bonferroni adjustment was used to compare kinetic and kinematic values for each FPA walking condition. There was a significant decrease (p < 0.01) in first peak KAM when walking with an internal rotation foot position compared to normal foot position walking. Also, there was a significant decrease (p < 0.01) in second peak KAM when walking with an external rotation foot position compared to normal foot position walking. Compared to a normal foot position, peak ankle inversion moment of the external rotation foot position walking showed a significant decrease (p < 0.05). There were no interactive effects between FPA condition and limb sides for any KAM values (p > 0.05). The results showed no significant increase in the ankle joint moment value during gait for FPA modification conditions. Thus, the clinical implications of this study suggest that modification of the FPA in patients with OA to reduce KAM does not negatively impact the 3D ankle moments.
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Affiliation(s)
- Yongwook Kim
- Department of Physical Therapy, College of Medical Sciences, Jeonju University, 303 Cheonjam-ro, Wansan-gu, Jeonju 55069, Republic of Korea
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13
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Adouni M, Aydelik H, Faisal TR, Hajji R. The effect of body weight on the knee joint biomechanics based on subject-specific finite element-musculoskeletal approach. Sci Rep 2024; 14:13777. [PMID: 38877075 PMCID: PMC11178890 DOI: 10.1038/s41598-024-63745-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2024] [Accepted: 05/30/2024] [Indexed: 06/16/2024] Open
Abstract
Knee osteoarthritis (OA) and obesity are major public health concerns that are closely intertwined. This intimate relationship was documented by considering obesity as the most significant preventable risk factor associated with knee OA. To date, however, the effects of obesity on the knee joint's passive-active structure and cartilage loading have been inconclusive. Hence, this study investigates the intricate relationship between obesity and knee OA, centering on the biomechanical changes in knee joint active and passive reactions during the stance phase of gait. Using a subject-specific musculoskeletal and finite element approach, muscle forces, ligament stresses, and articular cartilage contact stresses were analyzed among 60 individuals with different body mass indices (BMI) classified under healthy weight, overweight, and obese categories. Our predicted results showed that obesity significantly influenced knee joint mechanical reaction, increasing muscle activations, ligament loading, and articular cartilage contact stresses, particularly during key instances of the gait cycle-first and second peak loading instances. The study underscores the critical role of excessive body weight in exacerbating knee joint stress distribution and cartilage damage. Hence, the insights gained provide a valuable biomechanical perspective on the interaction between body weight and knee joint health, offering a clinical utility in assessing the risks associated with obesity and knee OA.
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Affiliation(s)
- Malek Adouni
- Biomedical and Instrumentation Engineering, Abdullah Al Salem University, Khalidiya, Kuwait.
- Physical Medicine and Rehabilitation Department, Northwestern University, 345 East Superior Street, Chicago, IL, 60611, USA.
| | - Harun Aydelik
- Mathematics, College of Integrative Studies, Abdullah Al Salem University, Khalidiya, Kuwait
| | - Tanvir R Faisal
- Department of Mechanical Engineering, University of Louisiana at Lafayette, Lafayette, LA, 70508, USA
| | - Raouf Hajji
- Internal Medicine Department, Medicine Faculty of Sousse, University of Sousse, Sousse, Tunisia
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14
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Sohrabi M, Torkaman G, Bahrami F. Comparing Knee Kinetics and Kinematics in Healthy Individuals and Those With Knee Osteoarthritis, With and Without Flat Feet. J Appl Biomech 2024; 40:232-240. [PMID: 38608717 DOI: 10.1123/jab.2023-0143] [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: 05/31/2023] [Revised: 02/15/2024] [Accepted: 02/27/2024] [Indexed: 04/14/2024]
Abstract
Individuals with knee osteoarthritis (KOA) and flat feet are more likely to experience increased pain and cartilage damage. This study aimed to investigate the knee kinetics, kinematics, pain, and physical function in individuals with moderate symptomatic KOA, in comparison to asymptomatic control participants. Thirty volunteers with moderate KOA (with flat feet n = 15, with normal feet n = 15) and 30 asymptomatic people (with flat feet n = 15, with normal feet n = 15) were evaluated. The knee adduction angular impulse, knee flexion moment, knee flexion angular impulse, and knee flexion angle were measured during level walking. The pain was assessed in patients with KOA. The study found that individuals with KOA had a significant increase in the knee adduction angular impulse compared with the asymptomatic people (P < .05). The KOA with flat feet group had significantly lower knee flexion moment, knee flexion angular impulse, and knee flexion angle values than the KOA with normal feet group (P < .05). Furthermore, the KOA with flat feet group had a higher pain score than the KOA with normal feet group. Individuals with osteoarthritis and flat feet had lower knee flexion moments which may indicate reduced knee force exerted through compensatory mechanisms. Despite this reduction, they reported significantly higher levels of pain compared with those without flat feet, a finding that warrants further investigation in future studies.
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Affiliation(s)
- Maryam Sohrabi
- Physical Therapy Department, Faculty of Medical Sciences, Tarbiat Modares University, Tehran, Iran
| | - Giti Torkaman
- Physical Therapy Department, Faculty of Medical Sciences, Tarbiat Modares University, Tehran, Iran
| | - Fariba Bahrami
- Human Motor Control and Computational Neuroscience Lab, School of Electrical and Computer Engineering, College of Engineering, University of Tehran, Tehran, Iran
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15
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Dabirrahmani D, Farshidfar S, Cadman J, Shahidian H, Kark L, Sullivan J, Appleyard R. Biomechanical improvements in gait following medial pivot knee implant surgery. Clin Biomech (Bristol, Avon) 2024; 116:106267. [PMID: 38838419 DOI: 10.1016/j.clinbiomech.2024.106267] [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: 08/27/2023] [Revised: 03/11/2024] [Accepted: 05/17/2024] [Indexed: 06/07/2024]
Abstract
BACKGROUND Total knee replacements are used to improve function and reduce pain in patients with advanced osteoarthritis. The medially stabilising implant is designed to mimic a healthy knee. This study aims to provide a comprehensive analysis of the kinematics and kinetics of a medially stabilising knee implant, comparing it to a healthy control group, as well as to its pre-operative state and the contralateral limb. METHODS Sixteen total knee replacement patients and ten healthy participants were recruited. Patients underwent testing 4-6 weeks before surgery and repeated the same tests 12 months after surgery. Healthy participants completed the same tests at a single time point. All participants completed three walking trials: kinematics was captured with eight cameras; kinetics with in-ground force plates. Subject-specific musculoskeletal models were developed in OpenSim. Inverse kinematics and inverse dynamics were used to determine gait parameters. Joint angles and joint moments were evaluated using Statistical Parametric Mapping. Patient-reported outcome measures were also collected at both time points. FINDINGS Spatiotemporal results indicate significant differences in velocity and step length between pre-operative patients and control participants. Differences are observed in the adduction angles between the contralateral and ipsilateral limbs pre-operatively. Postoperatively, there was an increase in the 1st peak flexion moment, reduced adduction moment and reduced internal rotation moment. In PROMs, patients all report improvements in pain levels and high satisfaction levels following surgery. INTERPRETATIONS Following medial stabilising total knee arthroplasty, patients displayed improved clinical parameters and joint moments reflecting a shift towards more normal, healthy gait.
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Affiliation(s)
- D Dabirrahmani
- Macquarie Medical School, Faculty of Medicine, Health and Human Sciences, Macquarie University, Australia.
| | - S Farshidfar
- Macquarie Medical School, Faculty of Medicine, Health and Human Sciences, Macquarie University, Australia
| | - J Cadman
- Macquarie Medical School, Faculty of Medicine, Health and Human Sciences, Macquarie University, Australia
| | - H Shahidian
- Macquarie Medical School, Faculty of Medicine, Health and Human Sciences, Macquarie University, Australia
| | - L Kark
- Graduate School of Biomedical Engineering, University of New South Wales, Australia
| | - J Sullivan
- Department of Orthopaedics, Macquarie University Hospital, Australia
| | - R Appleyard
- Macquarie Medical School, Faculty of Medicine, Health and Human Sciences, Macquarie University, Australia
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16
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Koster LA, Kaptein BL, van der Linden-van der Zwaag EHMJ, Nelissen RGHH. Knee kinematics are not different between asymmetrical and symmetrical tibial baseplates in total knee arthroplasty: A fluoroscopic analysis of step-up and lunge motions. Knee Surg Sports Traumatol Arthrosc 2024; 32:1253-1263. [PMID: 38488225 DOI: 10.1002/ksa.12125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Revised: 02/14/2024] [Accepted: 02/16/2024] [Indexed: 04/23/2024]
Abstract
PURPOSE This clinical fluoroscopy study investigated knee kinematics of two different cemented fixed-bearing, posterior-stabilised (PS) total knee arthroplasty (TKA) designs: an asymmetric tibial component including an asymmetric insert designed to optimise personalised balance and fit and its precursor symmetrical design with symmetric insert. METHODS A consecutive series of patients (16 TKAs from each treatment group) participating in a randomised controlled trial comparing TKA migration was included. The exclusion criterion was the use of walking aids. Flat-panel fluoroscopic recordings of step-up and lunge motions were acquired 1-year postoperatively. Medial and lateral contact points (CPs) were determined to calculate CP displacement, femoral axial rotation and pivot position. Using linear mixed-effects modelling techniques, kinematics between TKA designs were compared. RESULTS During knee extension between 20° flexion and full extension, the CPs moved anteriorly combined with a small internal femoral rotation (a screw-home mechanism). Whereas CP movement was reversed: femoral rollback, external femoral rotation while flexing the knee between full extension and 20° knee flexion, At larger flexion angles, femoral axial rotation (FAR) occurred around a lateral pivot point both during step-up and lunge. The symmetric design had a 2.3° larger range of FAR compared to the asymmetric design during lunge (p = 0.02). All other kinematics were comparable. CONCLUSION Despite the differences in design, this study showed that the asymmetric and symmetric PS TKA designs had mostly comparable knee kinematics during step-up and lunge motions. It is therefore expected that the functionality of the successor TKA design is similar to that of its precursor design. LEVEL OF EVIDENCE Level II, prospective comparative study.
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Affiliation(s)
- Lennard A Koster
- Department of Orthopaedics, Biomechanics and Imaging Group, Leiden University Medical Center, Leiden, The Netherlands
| | - Bart L Kaptein
- Department of Orthopaedics, Biomechanics and Imaging Group, Leiden University Medical Center, Leiden, The Netherlands
| | | | - Rob G H H Nelissen
- Department of Orthopaedics, Biomechanics and Imaging Group, Leiden University Medical Center, Leiden, The Netherlands
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17
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Wipperman MF, Lin AZ, Gayvert KM, Lahner B, Somersan-Karakaya S, Wu X, Im J, Lee M, Koyani B, Setliff I, Thakur M, Duan D, Breazna A, Wang F, Lim WK, Halasz G, Urbanek J, Patel Y, Atwal GS, Hamilton JD, Stuart S, Levy O, Avbersek A, Alaj R, Hamon SC, Harari O. Digital wearable insole-based identification of knee arthropathies and gait signatures using machine learning. eLife 2024; 13:e86132. [PMID: 38686919 DOI: 10.7554/elife.86132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Accepted: 04/26/2024] [Indexed: 05/02/2024] Open
Abstract
Gait is impaired in musculoskeletal conditions, such as knee arthropathy. Gait analysis is used in clinical practice to inform diagnosis and monitor disease progression or intervention response. However, clinical gait analysis relies on subjective visual observation of walking as objective gait analysis has not been possible within clinical settings due to the expensive equipment, large-scale facilities, and highly trained staff required. Relatively low-cost wearable digital insoles may offer a solution to these challenges. In this work, we demonstrate how a digital insole measuring osteoarthritis-specific gait signatures yields similar results to the clinical gait-lab standard. To achieve this, we constructed a machine learning model, trained on force plate data collected in participants with knee arthropathy and controls. This model was highly predictive of force plate data from a validation set (area under the receiver operating characteristics curve [auROC] = 0.86; area under the precision-recall curve [auPR] = 0.90) and of a separate, independent digital insole dataset containing control and knee osteoarthritis subjects (auROC = 0.83; auPR = 0.86). After showing that digital insole-derived gait characteristics are comparable to traditional gait measurements, we next showed that a single stride of raw sensor time-series data could be accurately assigned to each subject, highlighting that individuals using digital insoles can be identified by their gait characteristics. This work provides a framework for a promising alternative to traditional clinical gait analysis methods, adds to the growing body of knowledge regarding wearable technology analytical pipelines, and supports clinical development of at-home gait assessments, with the potential to improve the ease, frequency, and depth of patient monitoring.
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Affiliation(s)
- Matthew F Wipperman
- Precision Medicine, Regeneron Pharmaceuticals Inc, Tarrytown, United States
- Early Clinical Development & Experimental Sciences, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Allen Z Lin
- Molecular Profiling & Data Science, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Kaitlyn M Gayvert
- Molecular Profiling & Data Science, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Benjamin Lahner
- Precision Medicine, Regeneron Pharmaceuticals Inc, Tarrytown, United States
- Early Clinical Development & Experimental Sciences, Regeneron Pharmaceuticals Inc, Tarrytown, United States
- Molecular Profiling & Data Science, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Selin Somersan-Karakaya
- Early Clinical Development & Experimental Sciences, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Xuefang Wu
- Clinical Outcomes Assessment and Patient Innovation, Global Clinical Trial Services, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Joseph Im
- Clinical Outcomes Assessment and Patient Innovation, Global Clinical Trial Services, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Minji Lee
- Molecular Profiling & Data Science, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Bharatkumar Koyani
- Clinical Outcomes Assessment and Patient Innovation, Global Clinical Trial Services, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Ian Setliff
- Molecular Profiling & Data Science, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Malika Thakur
- Clinical Outcomes Assessment and Patient Innovation, Global Clinical Trial Services, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Daoyu Duan
- Precision Medicine, Regeneron Pharmaceuticals Inc, Tarrytown, United States
- Early Clinical Development & Experimental Sciences, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Aurora Breazna
- Biostatistics and Data Management, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Fang Wang
- Precision Medicine, Regeneron Pharmaceuticals Inc, Tarrytown, United States
- Early Clinical Development & Experimental Sciences, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Wei Keat Lim
- Molecular Profiling & Data Science, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Gabor Halasz
- Molecular Profiling & Data Science, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Jacek Urbanek
- Biostatistics and Data Management, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Yamini Patel
- General Medicine, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Gurinder S Atwal
- Molecular Profiling & Data Science, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Jennifer D Hamilton
- Precision Medicine, Regeneron Pharmaceuticals Inc, Tarrytown, United States
- Early Clinical Development & Experimental Sciences, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Samuel Stuart
- Clinical Outcomes Assessment and Patient Innovation, Global Clinical Trial Services, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Oren Levy
- Early Clinical Development & Experimental Sciences, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Andreja Avbersek
- Early Clinical Development & Experimental Sciences, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Rinol Alaj
- Clinical Outcomes Assessment and Patient Innovation, Global Clinical Trial Services, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Sara C Hamon
- Precision Medicine, Regeneron Pharmaceuticals Inc, Tarrytown, United States
- Early Clinical Development & Experimental Sciences, Regeneron Pharmaceuticals Inc, Tarrytown, United States
| | - Olivier Harari
- Early Clinical Development & Experimental Sciences, Regeneron Pharmaceuticals Inc, Tarrytown, United States
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18
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Li G, Li S, Xie J, Zhang Z, Zou J, Yang C, He L, Zeng Q, Shu L, Huang G. Identifying changes in dynamic plantar pressure associated with radiological knee osteoarthritis based on machine learning and wearable devices. J Neuroeng Rehabil 2024; 21:45. [PMID: 38570841 PMCID: PMC10988837 DOI: 10.1186/s12984-024-01337-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2023] [Accepted: 03/07/2024] [Indexed: 04/05/2024] Open
Abstract
BACKGROUND Knee osteoarthritis (KOA) is an irreversible degenerative disease that characterized by pain and abnormal gait. Radiography is typically used to detect KOA but has limitations. This study aimed to identify changes in plantar pressure that are associated with radiological knee osteoarthritis (ROA) and to validate them using machine learning algorithms. METHODS This study included 92 participants with variable degrees of KOA. A modified Kellgren-Lawrence scale was used to classify participants into non-ROA and ROA groups. The total feature set included 210 dynamic plantar pressure features captured by a wearable in-shoe system as well as age, gender, height, weight, and body mass index. Filter and wrapper methods identified the optimal features, which were used to train five types of machine learning classification models for further validation: k-nearest neighbors (KNN), support vector machine (SVM), random forest (RF), AdaBoost, and eXtreme gradient boosting (XGBoost). RESULTS Age, the standard deviation (SD) of the peak plantar pressure under the left lateral heel (f_L8PPP_std), the SD of the right second peak pressure (f_Rpeak2_std), and the SD of the variation in the anteroposterior displacement of center of pressure (COP) in the right foot (f_RYcopstd_std) were most associated with ROA. The RF model with an accuracy of 82.61% and F1 score of 0.8000 had the best generalization ability. CONCLUSION Changes in dynamic plantar pressure are promising mechanical biomarkers that distinguish between non-ROA and ROA. Combining a wearable in-shoe system with machine learning enables dynamic monitoring of KOA, which could help guide treatment plans.
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Affiliation(s)
- Gege Li
- Department of Rehabilitation Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, China
- School of Rehabilitation Medicine, Southern Medical University, Guangzhou, China
| | - Shilin Li
- Department of Rehabilitation Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, China
- Department of Rehabilitation Medicine, the First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Junan Xie
- School of Microelectronics, South China University of Technology, Guangzhou, China
| | - Zhuodong Zhang
- Department of Rehabilitation Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, China
- School of Rehabilitation Medicine, Southern Medical University, Guangzhou, China
| | - Jihua Zou
- Department of Rehabilitation Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, China
- School of Rehabilitation Medicine, Southern Medical University, Guangzhou, China
| | - Chengduan Yang
- Department of Rehabilitation Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, China
- School of Rehabilitation Medicine, Southern Medical University, Guangzhou, China
| | - Longlong He
- Department of Rehabilitation Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, China
- Department of Clinical Medicine, Xiamen Medical College, Xiamen, China
| | - Qing Zeng
- Department of Rehabilitation Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, China.
- School of Rehabilitation Medicine, Southern Medical University, Guangzhou, China.
| | - Lin Shu
- School of Future Technology, South China University of Technology, Guangzhou, China.
- Pazhou Lab, Guangzhou, China.
| | - Guozhi Huang
- Department of Rehabilitation Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, China.
- School of Rehabilitation Medicine, Southern Medical University, Guangzhou, China.
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19
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Rice PE, Pate GA, Hill RD, DeVita P, Messier SP. The association between obesity, knee pain, and gait during stair descent in older adults with knee osteoarthritis. Clin Biomech (Bristol, Avon) 2024; 114:106228. [PMID: 38518651 DOI: 10.1016/j.clinbiomech.2024.106228] [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: 09/12/2023] [Revised: 02/23/2024] [Accepted: 03/11/2024] [Indexed: 03/24/2024]
Abstract
BACKGROUND Obesity and knee osteoarthritis adversely affect activities of daily living in older adults. Together, the complexities of their interaction on mobility, including stair negotiation, are unresolved. The purpose of this study was to determine the relationship between obesity, pain, and stair negotiation in older adults with knee osteoarthritis. METHODS Older adults with symptomatic knee osteoarthritis and overweight or obesity participated in the study (n = 28; age range = 57.0-78.0 yrs.; body mass index range = 26.6-42.8 kg•m-2). The Western Ontario and McMaster Universities Osteoarthritis Index pain subscale was used to measure knee pain. Measurements included a three-dimensional biomechanical analysis during descent on a set of force plate-instrumented stairs and a timed stair descent test. Pearson's r was used to determine associations between body mass index and pain, stair descent weight-acceptance phase vertical ground reaction force (vGRF) variables and lower extremity joint kinematics and kinetics, and timed stair descent performance. FINDINGS Significant correlations existed between body mass index and pain (r = 0.41; p = 0.03), peak vGRF (r = 0.39; p = 0.04), vertical impulse (r = 0.49; p = 0.008), and peak ankle plantar flexor moments (r = 0.50; p = 0.007) in older adults with knee osteoarthritis. INTERPRETATION Greater obesity in older adults with knee osteoarthritis was associated with greater knee pain and higher ankle joint loads during stair descent. These results support the recommendations of osteoarthritis treatment guidelines for weight-loss as a first-line of treatment for older adults with obesity and knee osteoarthritis.
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Affiliation(s)
- Paige E Rice
- J.B. Snow Biomechanics Laboratory, Department of Health and Exercise Science, Wake Forest University, Winston-Salem, NC, USA.
| | - Gabriel A Pate
- J.B. Snow Biomechanics Laboratory, Department of Health and Exercise Science, Wake Forest University, Winston-Salem, NC, USA
| | - Ryan D Hill
- J.B. Snow Biomechanics Laboratory, Department of Health and Exercise Science, Wake Forest University, Winston-Salem, NC, USA
| | - Paul DeVita
- Department of Kinesiology, East Carolina University, Greenville, NC, USA
| | - Stephen P Messier
- J.B. Snow Biomechanics Laboratory, Department of Health and Exercise Science, Wake Forest University, Winston-Salem, NC, USA
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20
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Eijking HM, Verlaan L, Emans P, Boymans T, Meijer K, Senden R. Patient with knee osteoarthritis demonstrates improved knee adduction moment after knee joint distraction: a case report. Acta Orthop Belg 2024; 90:147-153. [PMID: 38669666 DOI: 10.52628/90.1.11515] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/28/2024]
Abstract
In this article we report a case of a 53-year-old patient diagnosed with end-stage osteoarthritis (OA) of the knee. The patient underwent treatment with knee joint distraction (KJD) with the aim to postpone total knee arthroplasty and prevent potential revision surgery. To assess the effect of KJD, a 3D gait analysis was performed preoperative and one year postoperative. In this patient, preoperative 3D gait analysis revealed an increased knee adduction moment (KAM) compared to healthy levels. Postoperative the KAM decreased, approaching healthy levels, suggesting potential improvements in disease status or in gait. Consequently, further investigation into the effectiveness of Knee Joint Distraction (KJD) as a treatment option for relatively young patients with knee OA is warranted. Gait analysis has emerged as an effective tool for assessing treatment outcomes of innovative treatment such as KJD at the individual level.
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21
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Tanpure S, Phadnis A, Nagda T, Rathod C, Kothurkar R, Chavan A. Gait variability and biomechanical distinctions in knee osteoarthritis: Insights from a 3D analysis in an adult elderly cohort. J Orthop 2024; 49:172-179. [PMID: 38234966 PMCID: PMC10789935 DOI: 10.1016/j.jor.2023.12.011] [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: 12/12/2023] [Accepted: 12/17/2023] [Indexed: 01/19/2024] Open
Abstract
Background This study employs 3D gait analysis to investigate normal gait patterns in individuals afflicted with knee Osteoarthritis (OA). Focusing on the adult osteoarthritic population, the research aims to establish reference values for joint angles, temporospatial parameters, Gait Profile Score (GPS), and Movement Analysis Profile (MAP) collected concurrently along a standardized walking path. Furthermore, the study delves into potential variations linked to gender and OA severity, comparing gait parameters between male and female participants and among individuals with grade 3 and grade 4 OA. Method The study involved 34 adults with a mean age of 68.6 ± 5.75 years, all experiencing OA knees and awaiting Total Knee Arthroplasty (TKA). Utilizing Qualisys Motion capture system, 3D gait analysis was conducted. Data were processed through Visual 3D C-Motion Software. Results Gait analysis revealed noteworthy differences between genders for various parameters, including stance time, GPS, MAP of the hip, and joint angle for the sagittal plane (ankle), coronal plane (knee), and transverse plane (hip and knee). Moreover, significant differences were observed between grade 3 and grade 4 OA knees in MAP and for the transverse plane joint angle (ankle). Conclusion This gait analysis study sheds light on distinctive gait patterns in the adult osteoarthritic population. The identified variations in temporospatial parameters, joint angles, GPS, and MAP provide valuable reference values for individuals suffering from knee OA. The observed differences between genders and across different OA severity grades emphasize the need for personalized approaches in managing knee OA and planning interventions like TKA.
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Affiliation(s)
- Sanket Tanpure
- Department of Orthopaedics, Jupiter Lifeline Hospital, Thane, India
| | - Ashish Phadnis
- Department of Orthopaedics, Jupiter Lifeline Hospital, Thane, India
| | - Taral Nagda
- Department of Orthopaedics, Jupiter Lifeline Hospital, Thane, India
| | - Chasanal Rathod
- Department of Orthopaedics, Jupiter Lifeline Hospital, Thane, India
| | - Rohan Kothurkar
- Department of Mechanical Engineering, K. J. Somaiya College of Engineering, Mumbai, India
| | - Ajay Chavan
- Jupiter Gait Lab, Jupiter Lifeline Hospital, Thane, India
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22
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Metsavaht L, Leporace G, Crespo B, Gonzalez F, Pereira MM, Guadagnin EC, Chahla J, Franciozi CE, Luzo MVM. Gait kinematics of osteoarthritic knees after intra-articular viscosupplementation: A double-blinded randomized controlled trial. Knee 2024; 47:102-111. [PMID: 38359676 DOI: 10.1016/j.knee.2024.01.007] [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: 04/10/2023] [Revised: 12/30/2023] [Accepted: 01/26/2024] [Indexed: 02/17/2024]
Abstract
BACKGROUND The utilization of subjective questionnaires for assessing conservative treatment in knee osteoarthritis may present challenges in identifying differences due to inadequate statistical power. Objective tools, such as three-dimensional (3D) kinematic analysis, are accurate and reproducible methods. However, no high-quality studies assessing the effects of intra-articular viscosupplementation (VS) have been published. Therefore, the objective of the study was to evaluate gait kinematics of patients with advanced knee osteoarthritis after VS. METHODS Forty-two patients were randomized to receive either VS or saline injection (placebo). They underwent 3D kinematic gait analysis before and at 1, 6, and 12 weeks after treatment and knee angles during stance phase were determined. Patients and the healthcare team responsible for data collection, processing, and analysis were blinded to group allocation. Between-group comparisons were conducted using linear mixed models. RESULTS Compared with placebo, the VS increased the maximum knee extension (3.2° (0.7-5.7)) and decreased the maximum knee flexion (-3.6° (-6.1 to -1.2)) on the sagittal plane at 1 week. At 6 weeks, the VS group sustained a reduced maximum knee flexion (-2.6° (-5.2 to 0.0)). On the axial plane, the VS group demonstrated an increase in maximum internal rotation at 12 weeks (3.9° (0.3 to 7.7)). The VS group exhibited reduced single-leg stance time at 1 week and increased total stance time at 12 weeks. CONCLUSIONS VS led to short- and long-term kinematic improvements in the sagittal and axial planes, leading to a gait pattern closer to that observed in individuals with less severe osteoarthritic knees.
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Affiliation(s)
- Leonardo Metsavaht
- Universidade Federal de São Paulo, Department of Diagnostic Imaging - DDI, Escola Paulista de Medicina, São Paulo, Brazil; Instituto Brasil de Tecnologias da Saúde - IBTS, Department of Research in Biomechanics, Rio de Janeiro, Brazil.
| | - Gustavo Leporace
- Universidade Federal de São Paulo, Department of Diagnostic Imaging - DDI, Escola Paulista de Medicina, São Paulo, Brazil; Instituto Brasil de Tecnologias da Saúde - IBTS, Department of Research in Biomechanics, Rio de Janeiro, Brazil
| | - Bernardo Crespo
- Instituto Brasil de Tecnologias da Saúde - IBTS, Department of Research in Biomechanics, Rio de Janeiro, Brazil
| | - Felipe Gonzalez
- Universidade Federal de São Paulo, Department of Diagnostic Imaging - DDI, Escola Paulista de Medicina, São Paulo, Brazil; Instituto Brasil de Tecnologias da Saúde - IBTS, Department of Research in Biomechanics, Rio de Janeiro, Brazil; Hospital da Força Aérea do Galeão, Department of Orthopedic Surgery of Galeão Air Force Hospital, Rio de Janeiro, Brazil
| | - Marcelo Motta Pereira
- Hospital da Força Aérea do Galeão, Department of Orthopedic Surgery of Galeão Air Force Hospital, Rio de Janeiro, Brazil
| | - Eliane Celina Guadagnin
- Instituto Brasil de Tecnologias da Saúde - IBTS, Department of Research in Biomechanics, Rio de Janeiro, Brazil
| | - Jorge Chahla
- Midwest Orthopaedics at Rush, Rush University Medical Center, Chicago, IL, USA
| | - Carlos Eduardo Franciozi
- Universidade Federal de São Paulo, Department of Diagnostic Imaging - DDI, Escola Paulista de Medicina, São Paulo, Brazil; Universidade Federal de São Paulo, Department of Orthopedics and Trauma - DOT, Escola Paulista de Medicina, São Paulo, Brazil
| | - Marcus Vinicius Malheiros Luzo
- Universidade Federal de São Paulo, Department of Orthopedics and Trauma - DOT, Escola Paulista de Medicina, São Paulo, Brazil
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Rekant J, Rothenberger S, Chambers A. Obesity-Specific Considerations for Assessing Gait with Inertial Measurement Unit-Based vs. Optokinetic Motion Capture. SENSORS (BASEL, SWITZERLAND) 2024; 24:1232. [PMID: 38400412 PMCID: PMC10891672 DOI: 10.3390/s24041232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/09/2024] [Revised: 01/30/2024] [Accepted: 02/01/2024] [Indexed: 02/25/2024]
Abstract
Adults with obesity experience high rates of disability and rapid functional decline. Identifying movement dysfunction early can direct intervention and disrupt disability development; however, subtle changes in movement are difficult to detect with the naked eye. This study evaluated how a portable, inertial measurement unit (IMU)-based motion capture system compares to a laboratory-based optokinetic motion capture (OMC) system for evaluating gait kinematics in adults with obesity. Ten adults with obesity performed overground walking while equipped with the OMC and IMU systems. Fifteen gait cycles for each participant were extracted for the 150 total cycles analyzed. Kinematics were compared between OMC and IMU across the gait cycles (coefficient of multiple correlations), at clinically significant time points (interclass correlations), and over clinically relevant ranges (Bland-Altman plots). Sagittal plane kinematics were most similar between systems, especially at the knee. Sagittal plane joint angles at clinically meaningful timepoints were poorly associated except for ankle dorsiflexion at heel strike (ρ = 0.38) and minimum angle (ρ = 0.83). All motions except for ankle dorsiflexion and hip abduction had >5° difference between systems across the range of angles measured. While IMU-based motion capture shows promise for detecting subtle gait changes in adults with obesity, more work is needed before this method can replace traditional OMC. Future work should explore standardization procedures to improve consistency of IMU motion capture performance.
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Affiliation(s)
- Julie Rekant
- Department of Bioengineering, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Scott Rothenberger
- Department of Medicine, University of Pittsburgh, Pittsburgh, PA 15213, USA;
| | - April Chambers
- Department of Health and Human Development, University of Pittsburgh, Pittsburgh, PA 15213, USA;
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24
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Wang HY, Ho CY, Pan MC. Evaluation of lumbar and hip movement characterization and muscle activities during gait in patients with knee osteoarthritis. Gait Posture 2024; 108:1-8. [PMID: 37952348 DOI: 10.1016/j.gaitpost.2023.10.021] [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: 03/09/2023] [Revised: 09/05/2023] [Accepted: 10/26/2023] [Indexed: 11/14/2023]
Abstract
Patients with knee osteoarthritis (KOA) might have gait deviations, but few previous studies have discussed gait compensatory movements of the proximal and distal parts of muscle groups related to KOA. The study aimed to measure lumbar and hip movements during gait test and collect muscle activities of the lower extremities. Thirty-four participants with KOA and 28 healthy participants aged over 50 years were recruited for this study. Lumbar and hip motions during walking test were measured using inertial measurement units. Four muscle groups of the lower extremity (erector spinae, gluteus maximus, quadriceps muscle, and gastrocnemius) activities in gait were collected using surface EMGs. KOA patients used an 2.12∘anterior inclined lumbar spine (p = 0.007) and 22.94∘ flexed hip (p = 0.001) in gait compared to healthy participants. The KOA patients had a small hip movement range 30.19∘(p = 0.001) and a higher asymmetric stance time ratio 0.39 (p = 0.006). Patients with KOA showed decreased erector spinae and gluteus maximus muscle activation and increased activation of the quadriceps and gastrocnemius muscles during gait. In conclusion, patients with KOA used a hyperlordotic lumbar and hip flexed strategy, which overactivates distal extensor muscles through the whole gait and might cause overstress on the lower extremity joints.
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Affiliation(s)
- Hsin-Yi Wang
- Department of Biomedical Science and Engineering, National Central University, Jhongli 320317, Taiwan; Department of Physical Medicine and Rehabilitation, Tri-Service General Hospital, National Defense Medical Center, Taipei 114202, Taiwan.
| | - Cheng-Yi Ho
- Department of Mechanical Engineering, National Central University, Jhongli 320317, Taiwan.
| | - Min-Chun Pan
- Department of Biomedical Science and Engineering, National Central University, Jhongli 320317, Taiwan; Department of Mechanical Engineering, National Central University, Jhongli 320317, Taiwan.
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25
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Hart HF, Birmingham TB, Sritharan P, Primeau C, King MG, Fischer LK. Sex-related differences in gait characteristics and their associations with symptoms in individuals with patellofemoral osteoarthritis. Gait Posture 2024; 107:35-41. [PMID: 37734189 DOI: 10.1016/j.gaitpost.2023.09.009] [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: 10/17/2022] [Revised: 09/04/2023] [Accepted: 09/14/2023] [Indexed: 09/23/2023]
Abstract
BACKGROUND Patellofemoral osteoarthritis (OA) is an important subgroup of knee OA. However, the influence of sex on gait characteristics in patients with patellofemoral OA is unknown. RESEARCH QUESTION Compare gait characteristics in females and males with patellofemoral OA and investigate their associations with patellofemoral joint-related symptoms and limitations. METHODS Mixed effects polynomial regression models compared knee flexion-extension and adduction moments, knee flexion angles, and vertical ground reaction forces over 100% of stance between 26 females and 22 males with patellofemoral OA, with and without adjustment for walking speed and body mass. Multivariable linear regression models were then used to investigate the associations of gait characteristics with symptoms and limitations measured with the Knee injury and Osteoarthritis Outcome Score Patellofemoral Pain and Osteoarthritis (KOOS-PF) Subscale. Models included a sex-by-gait interaction term, and if significant, separate models were built for females and males. RESULTS While controlling for walking speed and body mass, females had lower knee flexion moment (6-19% and 97-100% of stance), knee extension moment (45-86% of stance), knee adduction moment (3-37% and 69-99% of stance), vertical ground reaction force (1-97% of stance) and knee flexion angle (90-100% of stance) compared with males, when fitted over 100% of stance. Lower cadence, lower knee flexion angular impulse, and higher peak knee flexion angle were associated with worse KOOS-PF scores. Associations were not modified by sex. SIGNIFICANCE There are distinct sex-based differences in gait characteristics throughout stance with patellofemoral OA when adjusting for body mass and walking speed. Lower cadence and knee flexion angular impulse, and higher peak knee flexion angle were associated with more extreme patellofemoral joint-related symptoms and limitations.
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Affiliation(s)
- Harvi F Hart
- School of Physical Therapy, Faculty of Health Sciences, Western University, Ontario, Canada.
| | - Trevor B Birmingham
- School of Physical Therapy, Faculty of Health Sciences, Western University, Ontario, Canada
| | - Prasanna Sritharan
- La Trobe Sports and Exercise Medicine Research Centre, School of Allied Health, La Trobe University, Victoria, Australia
| | - Codie Primeau
- School of Physical Therapy, Faculty of Health Sciences, Western University, Ontario, Canada
| | - Matthew G King
- La Trobe Sports and Exercise Medicine Research Centre, School of Allied Health, La Trobe University, Victoria, Australia
| | - Lisa K Fischer
- Fowler Kennedy Sport Medicine Clinic, Western University, Ontario, Canada
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26
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Unuvar BS, Tufekci O, Gercek H, Torlak MS, Erbas O. Comparison of muscle tightness between knees in individuals with unilateral osteoarthritis and its relationship with pain and function. J Back Musculoskelet Rehabil 2024; 37:1269-1276. [PMID: 38517773 DOI: 10.3233/bmr-230373] [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] [Indexed: 03/24/2024]
Abstract
BACKGROUND Unilateral osteoarthritis (OA) affects single knees and presents a unique scenario where individuals experience varying degrees of symptoms between their affected and unaffected knees. OBJECTIVE This study aims to investigate differences in muscle tightness between symptomatic and asymptomatic knees in individuals with unilateral knee OA while exploring the interplay among pain, functionality, and muscle tightness. METHODS In this cross-sectional study, thirty knee OA patients underwent assessments for hamstring (Active Knee Extension, Straight Leg Raise), iliotibial band (Ober Test), and quadriceps tightness (Modified Thomas Test). Pain intensity was measured using the Visual Analog Scale (VAS), and functional limitations were evaluated via the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC). RESULTS A negative correlation was observed between participants' pain and AKE (p= 0.004, r=-0.515), ASLR (p= 0.27, r=-0.403), Ober (p= 0.010, r=-0.461) values. However, no significant correlation was found with the Modified Thomas value (p= 0.204, r=-0.239). There was also a negative correlation between participants' WOMAC scores and AKE (p= 0.019, r=-0.427), OBER (p= 0.004, r=-0.510), and Modified Thomas (p= 0.022, r=-0.416) values, while ASLR (p= 0.286, r=-0.202) values showed no significant correlation. Comparisons between AKE, Ober, and Modified Thomas values showed higher values in asymptomatic extremities (AKE: p= 0.025, Ober: p= 0.021, Modified Thomas: p= 0.030). CONCLUSION This study emphasizes the significance of muscle tightness in the symptomatic extremities of individuals with unilateral knee OA. The results indicate that increased muscle tightness makes pain worse and limits movement. It's crucial for healthcare providers treating OA to focus on improving muscle flexibility, reducing pain, and enhancing overall function.
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Affiliation(s)
- Bayram Sonmez Unuvar
- Department of Audiology, Faculty of Health Sciences, KTO Karatay University, Konya, Turkey
| | | | - Hasan Gercek
- Department of Therapy and Rehabilitation, Vocational School of Health Services, KTO Karatay University, Konya, Turkey
| | - Mustafa Savas Torlak
- Department of Therapy and Rehabilitation, Vocational School of Health Services, KTO Karatay University, Konya, Turkey
| | - Onur Erbas
- Health Sciences Institute, Karamanoğlu Mehmetbey University, Karaman, Turkey
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27
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Aydemir B, Huang CH, Foucher KC. Gait speed and kinesiophobia explain physical activity level in adults with osteoarthritis: A cross-sectional study. J Orthop Res 2023; 41:2629-2637. [PMID: 37254645 PMCID: PMC10926713 DOI: 10.1002/jor.25624] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 03/16/2023] [Accepted: 05/11/2023] [Indexed: 06/01/2023]
Abstract
Identifying potential contributing factors for physical inactivity in people with knee osteoarthritis is vital for designing practical activity promoting interventions. Walking is a common activity, but it is unknown how gait characteristics may influence physical activity and if psychological factors, specifically fear of movement (kinesiophobia), contribute to this relationship. The aim of our study was to investigate the contributions of select gait parameters and kinesiophobia to activity levels. Cross-sectional data from 40 participants (F 24|M 16; age 57.6 ± 8.9 years; BMI 34.7 ± 7.0 kg/m2 ) with uni- or bilateral knee osteoarthritis were included. Physical activity and kinesiophobia were assessed by self-report using the University of California, Los Angeles activity rating scale, and Tampa scale for kinesiophobia, respectively. Gait parameters were collected with three-dimensional gait analysis while participants walked on an instrumented split-belt treadmill at a self-selected speed. Higher peak sagittal plane joint moments at the ankle (ρ = 0.418, p = 0.007), and hip (ρ = 0.348, p = 0.028), faster self-selected gait speed (ρ = 0.553, p < 0.001), and less kinesiophobia or fear of movement (ρ = -0.695, p < 0.001) were independently related to higher physical activity level in adults with knee osteoarthritis. In hierarchical regression models, after accounting for covariates, only self-selected gait speed, and kinesiophobia significantly contributed to explaining the variation in physical activity level. Statement of clinical significance: Interventions aimed at improving physical activity participation in those with lower limb osteoarthritis should consider assessing the contribution of pain-related fear of movement.
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Affiliation(s)
- Burcu Aydemir
- Division of Rheumatology, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Chun-Hao Huang
- Department of Physical Therapy, Movement and Rehabilitation Sciences, Northeastern University, Boston, MA, USA
| | - Kharma C. Foucher
- Department of Kinesiology and Nutrition, University of Illinois at Chicago, Chicago, IL, USA
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28
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Liu S, Amiri P, McGregor AH, Bull AMJ. Bilateral Asymmetry in Knee and Hip Musculoskeletal Loading During Stair Ascending/Descending in Individuals with Unilateral Mild-to-Moderate Medial Knee Osteoarthritis. Ann Biomed Eng 2023; 51:2490-2503. [PMID: 37482575 PMCID: PMC10598163 DOI: 10.1007/s10439-023-03289-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Accepted: 06/19/2023] [Indexed: 07/25/2023]
Abstract
Most cases of unilateral knee osteoarthritis (OA) progress to bilateral OA within 10 years. Biomechanical asymmetries have been implicated in contralateral OA development; however, gait analysis alone does not consistently detect asymmetries in OA patient gait. Stair ambulation is a more demanding activity that may be more suited to reveal between-leg asymmetries in OA patients. The objective of this study was to investigate the between-leg biomechanical differences in patients with unilateral mild-to-moderate knee OA. Sixteen unilateral mild-to-moderate medial knee OA patients and 16 healthy individuals underwent kinematic and kinetic analysis of stair ascent and descent. Stair ascent produced higher loading and muscle forces in the unaffected limb compared to the OA limb, and stair descent produced lower loading on the OA limb compared to healthy subjects. These biomechanical differences were apparent in the ankle, knee, and hip joints. The implications of these findings are that OA patients rely more heavily on their unaffected sides than the affected side in stair ascent, a strategy that may be detrimental to the unaffected joint health. The reduction in affected limb loading in stair descent is thought to be related to minimizing pain.
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Affiliation(s)
- Sirui Liu
- Department of Bioengineering, Imperial College London, Sir Michael Uren Hub, Imperial College London White City Campus, 86 Wood Ln, London, W12 0BZ, UK.
| | - Pouya Amiri
- Department of Bioengineering, Imperial College London, Sir Michael Uren Hub, Imperial College London White City Campus, 86 Wood Ln, London, W12 0BZ, UK
| | - Alison H McGregor
- Department of Surgery and Cancer, Imperial College London, Sir Michael Uren Hub, Imperial College London White City Campus, 86 Wood Ln, London, W12 0BZ, UK
| | - Anthony M J Bull
- Department of Bioengineering, Imperial College London, Sir Michael Uren Hub, Imperial College London White City Campus, 86 Wood Ln, London, W12 0BZ, UK
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29
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Ruder MC, Masood Z, Kobsar D. Reliability of waveforms and gait metrics from multiple outdoor wearable inertial sensors collections in adults with knee osteoarthritis. J Biomech 2023; 160:111818. [PMID: 37793202 DOI: 10.1016/j.jbiomech.2023.111818] [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: 01/11/2023] [Revised: 09/21/2023] [Accepted: 09/25/2023] [Indexed: 10/06/2023]
Abstract
Wearable sensors may allow research to move outside of controlled laboratory settings to be able to collect real-world data in clinical populations, such as older adults with osteoarthritis. However, the reliability of these sensors must be established across multiple out-of-lab data collections. Nine older adults with symptomatic knee arthritis wore wearable inertial sensors on their proximal tibias during an outdoor 6-minute walk test outside of a controlled laboratory setting as part of a pilot study. Reliability of the underlying waveforms, discrete peak outcomes, and spatiotemporal outcomes were assessed over four separate data collections, each approximately 1 week apart. Reliability at a different number of included strides was also assessed at 10, 20, 50, and 100 strides. The underlying waveforms and discrete peak outcome measures had good-to-excellent reliability for all axes, with lower reliability in frontal plane angular velocity axis. Spatiotemporal outcomes demonstrated excellent reliability. The inclusion of additional strides had little to no effect on reliability in most axes, but the confidence intervals generally became smaller across all axes. However, there was improvement in axes with lower (i.e., good) reliability. These data were collected in an out-of-lab setting, and the results are generally consistent with previous in-lab data collections, likely due to its semi-controlled nature. Additional out-of-laboratory research is required to investigate if these trends continue during truly free-living collections. This study provides support for increasing research conducted in out-of-lab data collections, as demonstrated by the good-to-excellent reliability of all axes.
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Affiliation(s)
- Matthew C Ruder
- Department of Kinesiology, McMaster University, Hamilton, ON, Canada.
| | - Zaryan Masood
- Department of Kinesiology, McMaster University, Hamilton, ON, Canada
| | - Dylan Kobsar
- Department of Kinesiology, McMaster University, Hamilton, ON, Canada
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30
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Ritter J, Menger M, Herath SC, Histing T, Kolbenschlag J, Daigeler A, Heinzel JC, Prahm C. Translational evaluation of gait behavior in rodent models of arthritic disorders with the CatWalk device - a narrative review. Front Med (Lausanne) 2023; 10:1255215. [PMID: 37869169 PMCID: PMC10587608 DOI: 10.3389/fmed.2023.1255215] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2023] [Accepted: 09/21/2023] [Indexed: 10/24/2023] Open
Abstract
Arthritic disorders have become one of the main contributors to the global burden of disease. Today, they are one of the leading causes of chronic pain and disability worldwide. Current therapies are incapable of treating pain sufficiently and preventing disease progression. The lack of understanding basic mechanisms underlying the initiation, maintenance and progression of arthritic disorders and related symptoms represent the major obstacle in the search for adequate treatments. For a long time, histological evaluation of joint pathology was the predominant outcome parameter in preclinical arthritis models. Nevertheless, quantification of pain and functional limitations analogs to arthritis related symptoms in humans is essential to enable bench to bedside translation and to evaluate the effectiveness of new treatment strategies. As the experience of pain and functional deficits are often associated with altered gait behavior, in the last decades, automated gait analysis has become a well-established tool for the quantitative evaluation of the sequalae of arthritic disorders in animal models. The purpose of this review is to provide a detailed overview on the current literature on the use of the CatWalk gait analysis system in rodent models of arthritic disorders, e.g., Osteoarthritis, Monoarthritis and Rheumatoid Arthritis. Special focus is put on the assessment and monitoring of pain-related behavior during the course of the disease. The capability of evaluating the effect of distinct treatment strategies and the future potential for the application of the CatWalk in rodent models of arthritic disorders is also addressed in this review. Finally, we discuss important consideration and provide recommendations on the use of the CatWalk in preclinical models of arthritic diseases.
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Affiliation(s)
- Jana Ritter
- Department of Hand-, Plastic, Reconstructive and Burn Surgery, BG Klinik Tuebingen, University of Tuebingen, Tuebingen, Germany
| | - Maximilian Menger
- Department of Trauma and Reconstructive Surgery, BG Klinik Tuebingen, University of Tuebingen, Tuebingen, Germany
| | - Steven C Herath
- Department of Trauma and Reconstructive Surgery, BG Klinik Tuebingen, University of Tuebingen, Tuebingen, Germany
| | - Tina Histing
- Department of Trauma and Reconstructive Surgery, BG Klinik Tuebingen, University of Tuebingen, Tuebingen, Germany
| | - Jonas Kolbenschlag
- Department of Hand-, Plastic, Reconstructive and Burn Surgery, BG Klinik Tuebingen, University of Tuebingen, Tuebingen, Germany
| | - Adrien Daigeler
- Department of Hand-, Plastic, Reconstructive and Burn Surgery, BG Klinik Tuebingen, University of Tuebingen, Tuebingen, Germany
| | - Johannes C Heinzel
- Department of Hand-, Plastic, Reconstructive and Burn Surgery, BG Klinik Tuebingen, University of Tuebingen, Tuebingen, Germany
- Ludwig Boltzmann Institute for Traumatology - The Research Center in Cooperation with AUVA, Vienna, Austria
- Austrian Cluster for Tissue Regeneration, Vienna, Austria
| | - Cosima Prahm
- Department of Hand-, Plastic, Reconstructive and Burn Surgery, BG Klinik Tuebingen, University of Tuebingen, Tuebingen, Germany
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31
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Pua YH, Poon CLL, Seah FJT, Tan JWM, Woon EL, Chong HC, Thumboo J, Clark RA, Yeo SJ. Clinical Interpretability of Quadriceps Strength and Gait Speed Performance in Total Knee Arthroplasty: A Longitudinal Study. Am J Phys Med Rehabil 2023; 102:389-395. [PMID: 36728706 DOI: 10.1097/phm.0000000000002176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
OBJECTIVE After a total knee arthroplasty, physical assessments of quadriceps strength and gait speed performance are often undertaken during rehabilitation. Our study aimed to improve their clinical interpretability by examining trajectory curves across levels of self-reported walking and stair climbing function. DESIGN A sample of 2624 patients with primary total knee arthroplasty participated in this retrospective longitudinal study. Monthly, for 4 mos after surgery, quadriceps strength and gait speed were quantified. At the month-6 time point, self-reported walking and stair climbing function was measured. RESULTS All physical measures improved nonlinearly over time. In mixed-effects models, greater quadriceps strength and gait speed over time were associated with higher month-6 self-reported walking and stair climbing function ( P < 0.001). Steeper gains in quadriceps strength and gait speed were associated with higher levels of walking and stair-climbing function (interaction P < 0.001). Among female patients who had great difficulty with stair ascent and ambulation, quadriceps strength trajectory curves plateaued after 8 wks after total knee arthroplasty. CONCLUSIONS By stratifying trajectory curves across clinically interpretable functional levels, our findings potentially provide patients and clinicians a means to better interpret the continuous-scaled quadriceps strength and gait speed values. This information may be valuable when engaging patients in shared decision making and expectation setting. TO CLAIM CME CREDITS Complete the self-assessment activity and evaluation online at http://www.physiatry.org/JournalCME. CME OBJECTIVES Upon completion of this article, the reader should be able to: (1) Understand how self-reported walking and stair climbing abilities improved from baseline before total knee arthroplasty (total knee arthroplasty) to 6 mos postoperatively; (2) Describe the time course of the 2 performance-based measures of quadriceps strength and walking speed after a total knee arthroplasty; and (3) Relate the trajectories of post-total knee arthroplasty quadriceps strength and walking speed measurements across distinct levels of self-reported walking and stair climbing function. LEVEL Advanced. ACCREDITATION The Association of Academic Physiatrists is accredited by the Accreditation Council for Continuing Medical Education to provide continuing medical education for physicians.The Association of Academic Physiatrists designates this Journal-based CME activity for a maximum of 1.0 AMA PRA Category 1 Credit(s) ™. Physicians should only claim credit commensurate with the extent of their participation in the activity.
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Affiliation(s)
- Yong-Hao Pua
- From the Department of Physiotherapy, Singapore General Hospital, Singapore (Y-HP, CL-LP, JW-MT, E-LW); Medicine Academic Programme, Duke-NUS Graduate Medical School, Singapore (Y-HP, JT); Department of Physiotherapy, Sengkang General Hospital, Singapore (FJ-TS); Department of Physiotherapy, Changi General Hospital, Singapore (H-CC); Department of Rheumatology and Immunology, Singapore General Hospital, Singapore (JT); Health Services Research and Evaluation, Singhealth Office of Regional Health, Singapore (JT); Research Health Institute, University of the Sunshine Coast, Sunshine Coast, Australia (RAC); and Department of Orthopaedic Surgery, Singapore General Hospital, Singapore (S-JY)
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Wang J, Hu Q, Wu C, Li S, Deng Q, Tang R, Li K, Nie Y, Shen B. Gait Asymmetry Variation in Kinematics, Kinetics, and Muscle Force along with the Severity Levels of Knee Osteoarthritis. Orthop Surg 2023; 15:1384-1391. [PMID: 37057620 PMCID: PMC10157696 DOI: 10.1111/os.13721] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 02/27/2023] [Accepted: 02/28/2023] [Indexed: 04/15/2023] Open
Abstract
OBJECTIVE Knee osteoarthritis (OA) patients exhibit greater gait asymmetry than healthy controls. However, gait asymmetry in kinematics, kinetics and muscle forces across patients with different severity levels of knee OA is still unknown. The study aimed to investigate the changes of gait asymmetry in lower limb kinematics, kinetics, and muscle force across patients with different severity levels of knee OA. METHODS This is a cross-sectional study. From January 2020 to January 2021, 118 patients with symptomatic and radiographic medial knee OA were categorized into three groups using the Kellgren and Lawrence scale (mild: grade 1 and 2, n = 37; moderate: grade 3, n = 31; severe: grade 4, n = 50). During self-paced walking, marker trajectories and ground reaction forces data were recorded. Musculoskeletal simulations were used to determine gait kinematics, kinetics, and muscle force. One-way analysis of variance with Tukey's post-hoc test was used to evaluate group difference. Paired-sample t-test was used to compared the between-limb difference. RESULTS In the Severe group, significantly greater asymmetry index in knee flexion/extension range of motion (45%) was observed with a greater value on the contralateral side (p < 0.01), compared to the Mild (15%) and Moderate (15%) groups. Significantly higher peak hip contact force (JCF) on the contralateral side was found in the Mild (more affected side: 3.80 ± 0.67 BW, contralateral side: 4.01 ± 0.58 BW), Moderate (more affected side: 3.67 ± 0.56 BW, contralateral side: 4.07 ± 0.81 BW), and Severe groups (more affected side: 3.66 ± 0.79 BW, contralateral side: 3.94 ± 0.64 BW) (p < 0.05). Significantly greater gluteus medius muscle force on the contralateral side was found in Mild (more affected side: 0.48 ± 0.09 BW, contralateral side: 0.52 ± 0.12 BW), Moderate (more affected side: 0.45 ± 0.10 BW, contralateral side: 0.51 ± 0.15 BW), and Severe groups (more affected side: 0.42 ± 0.15 BW, contralateral side: 0.47 ± 0.12 BW) (p < 0.05). The contralateral side showing significantly higher peak knee adduction moment and medial knee JCF was only observed in the Mild group (p < 0.05). CONCLUSIONS Gait asymmetry in kinematics and muscle forces increased from mild to severe knee OA. Asymmetrical gait pattern tends to transfer loads from the more affected side to the contralateral side. Peak hip JCF and gluteus medius muscle force can be used to detect this asymmetrical gait pattern in patients with knee OA, regardless of severity levels.
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Affiliation(s)
- Junqing Wang
- West China Biomedical Big Data CenterSichuan University West China HospitalChengduChina
- Department of Orthopedics, Orthopedic Research Institute and National Clinical Research Center for Geriatrics, West China Hospital, West China Medical SchoolSichuan UniversityChengduChina
- Med‐X Center for InformaticsSichuan UniversityChengduChina
| | - Qinsheng Hu
- Department of Orthopedics, Orthopedic Research Institute and National Clinical Research Center for Geriatrics, West China Hospital, West China Medical SchoolSichuan UniversityChengduChina
| | - Chenyu Wu
- Department of Orthopedics, Orthopedic Research Institute and National Clinical Research Center for Geriatrics, West China Hospital, West China Medical SchoolSichuan UniversityChengduChina
| | - Shiqi Li
- College of Electrical EngineeringSichuan UniversityChengduChina
| | - Qian Deng
- Department of Orthopedics, Orthopedic Research Institute and National Clinical Research Center for Geriatrics, West China Hospital, West China Medical SchoolSichuan UniversityChengduChina
| | - Ruoliang Tang
- Sichuan University‐Pittsburgh Institute (SCUPI)Sichuan UniversityChengduChina
| | - Kang Li
- West China Biomedical Big Data CenterSichuan University West China HospitalChengduChina
| | - Yong Nie
- Department of Orthopedics, Orthopedic Research Institute and National Clinical Research Center for Geriatrics, West China Hospital, West China Medical SchoolSichuan UniversityChengduChina
| | - Bin Shen
- Department of Orthopedics, Orthopedic Research Institute and National Clinical Research Center for Geriatrics, West China Hospital, West China Medical SchoolSichuan UniversityChengduChina
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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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Shultz SP, Buck AN, Fink PW, Kung SM, Ward MJ, Antal Z, Backus SI, Kraszewski AP, Hillstrom HJ. Body mass affects kinetic symmetry and inflammatory markers in adolescent knees during gait. Clin Biomech (Bristol, Avon) 2023; 102:105887. [PMID: 36657189 PMCID: PMC9975061 DOI: 10.1016/j.clinbiomech.2023.105887] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Revised: 12/20/2022] [Accepted: 01/09/2023] [Indexed: 01/12/2023]
Abstract
BACKGROUND Early-onset osteoarthritis has been attributed to pro-inflammatory factors and biomechanical changes in obesity. However, research has yet to explore whether knee joint moments are asymmetrical in children with obesity and could precede the onset of knee osteoarthritis. The present study compares knee moment asymmetry between adolescents with and without obesity and examines the relationship between asymmetries and inflammatory biomarkers. METHODS Twenty-eight adolescents (13-16 years) were classified as with (n = 12) or without (n = 16) obesity. Lower extremity kinetics were measured using three-dimensional motion analysis. Bilateral knee joint moments were analyzed in the sagittal, frontal, and transverse planes across stance phase. Kinetic asymmetry was calculated between the right and left sides and represented by the R2 value. Enzyme-linked immunosorbent assays analyzed serum 25-hydroxy vitamin D, interferon gamma, tumor nercrosis factor alpha, interleukin-6, and C-reactive protein levels. Parametric and non-parametric tests determined significant group differences in asymmetries and biomarkers, respectively. Spearman's correlations identified relationships between biomarkers and asymmetries with statistically significant group differences. FINDINGS Adolescents with obesity had greater sagittal (loading, midstance) and frontal (midstance, pre-swing) plane kinetic knee asymmetry and higher concentrations of interleukin-6 and C-reactive protein. A moderately negative correlation existed between C-reactive protein and sagittal (loading, midstance) plane asymmetry, and also between interleukin-6 and frontal (pre-swing) plane asymmetry. INTERPRETATION Inflammatory response increases with greater knee joint asymmetry, suggesting knee joint damage and altered joint loading co-exist in adolescents with obesity. Increased risk to joint health may exist in sub-phases where knee joints are improperly loaded.
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Affiliation(s)
- Sarah P Shultz
- Kinesiology Department, Seattle University, Seattle, WA, USA.
| | - Ashley N Buck
- Kinesiology Department, Seattle University, Seattle, WA, USA.
| | - Philip W Fink
- STAPS, Université Sorbonne Paris Nord, Bobigny, France; Institut de Biomécanique Humaine Georges Charpak, Arts et Métiers ParisTech, Paris, France.
| | - Stacey M Kung
- Sports Medicine Department, Sports Surgery Clinic, Dublin, Ireland.
| | - Mary J Ward
- Weill Cornell Medicine, Department of Pediatrics, New York, NY, USA.
| | - Zoltan Antal
- Weill Cornell Medicine, Department of Pediatrics, New York, NY, USA.
| | - Sherry I Backus
- Leon Root, MD Motion Analysis Laboratory, Rehabilitation Department, Hospital for Special Surgery (HSS), New York, NY, USA.
| | - Andrew P Kraszewski
- Leon Root, MD Motion Analysis Laboratory, Rehabilitation Department, Hospital for Special Surgery (HSS), New York, NY, USA.
| | - Howard J Hillstrom
- Leon Root, MD Motion Analysis Laboratory, Rehabilitation Department, Hospital for Special Surgery (HSS), New York, NY, USA.
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Stensdotter AK, Vårbakken K, Roeleveld K. Factors associated with self-rated difficulty to descend stairs in persons with knee osteoarthritis. PM R 2023; 15:9-19. [PMID: 34432951 DOI: 10.1002/pmrj.12698] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2021] [Revised: 08/01/2021] [Accepted: 08/08/2021] [Indexed: 02/01/2023]
Abstract
BACKGROUND Difficulty descending stairs is common in persons with knee osteoarthritis (OA). Clinically, it is important to know if and how this is explained by objectively measured difficulty to descend stairs, muscle weakness, pain, fear of movement, or knee joint status. OBJECTIVE To identify the potential of these factors to explain self-reported difficulty descending stairs. DESIGN Cross sectional, case-control. SETTING Hospital outpatient and physiotherapy clinic. PARTICIPANTS Twenty-eight men and women with knee OA (age 62.2 SD 5.9 years) and 31 controls (age 50.0 SD 8.5 years). INTERVENTION Not applicable. MAIN OUTCOME MEASURES Using multivariate statistics, group comparisons were made for lower extremity kinematics (incorporating hip, knee, and ankle angles) and stance time in stair descent and lower extremity muscle strength. Then, a stepwise linear regression analysis was performed within the OA group to explain self-reported difficulties in stair descent where pain, kinesiophobia, radiographic signs, and outcomes that differed from controls for stair-descent kinematics and muscle strength were independent variables. RESULTS Multivariate statistics showed that the OA group displayed different all-over lower extremity kinematics (F8,42 = 2.44 p = .029, η2 = 0.32) and a longer stance time (F3,50 = 6.46; p = .001, η2 = 0.28) in stair descent and lower muscle strength (F7,47 = 2.39; p = .035, η2 = 0.26) compared to controls. Regression analysis within the OA group to explain self-rated difficulties to descend stairs showed that the strongest association with kinesiophobia (ß = 0.607, p = .001) that combined with pain last week and radiographic signs explained almost 100% (ß = 0.972). Stair descent kinematics and strength variables that differed between groups did not explain self-rated difficulties to descend stairs. CONCLUSION Kinesiophobia and pain rather than stair-descent kinematics and reduced muscle-strength explained self-rated difficulties in stair descent in the OA group.
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Affiliation(s)
- Ann-Katrin Stensdotter
- Faculty of Medicine and Health Sciences, Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Kjartan Vårbakken
- Faculty of Medicine and Health Sciences, Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Karin Roeleveld
- Faculty of Medicine and Health Sciences, Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
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Pinto RF, Birmingham TB, Philpott HT, Primeau CA, Leitch KM, Arsenault DA, Appleton CT. Changes and Associations Between Gait Biomechanics and Knee Inflammation After Aspiration and Glucocorticoid Injection for Knee Osteoarthritis. Arthritis Care Res (Hoboken) 2022. [PMID: 36478406 DOI: 10.1002/acr.25064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Revised: 10/20/2022] [Accepted: 11/29/2022] [Indexed: 12/13/2022]
Abstract
OBJECTIVE Although knee inflammation is thought to adversely affect joint function in patients with knee osteoarthritis (OA), the effects of reducing knee inflammation on gait biomechanics and strength are unknown. Our objectives were to compare ultrasound (US) measures of knee inflammation, gait biomechanics, knee extension and flexion strength, and pain before and after knee aspiration and glucocorticoid injection, and to explore associations among changes. METHODS Forty-nine patients (69 knees) with symptomatic knee OA and synovitis were tested before and 3-4 weeks after US-guided knee aspiration and glucocorticoid injection. At each visit, participants completed US assessments for inflammatory features of knee OA, 3D gait analysis, isokinetic knee extension and flexion strength tests, and Knee Osteoarthritis Outcome Score (KOOS) pain subscales. Linear and polynomial mixed-effects regression models were used to investigate changes and their associations. RESULTS Changes were observed for the synovitis score (unstandardized β [post-injection minus pre-injection] -0.55/9 [95% confidence interval (95% CI) -0.97, -0.12]), effusion depth (-1.05 mm [95% CI -1.07, -0.39]), KOOS pain (unstandardized β 5.91/100 [95% CI 1.86, 9.97]), peak external knee flexion and extension moments (KFM; 3.33 Nm [95% CI 0.45, 6.22]), KEM (-2.99 Nm [95% CI -5.93, -0.05]), and knee extension strength (4.70 Nm [95% CI 0.39, 9.00]) and flexion strength (3.91 Nm [95% CI 1.50, 6.81]). The external KFM increased during 13-38% and 76-89% of stance post-injection. When controlled for time, greater synovitis was associated with lower knee extension strength, while lower pain was associated with increased knee extension and flexion strength. CONCLUSION In patients with knee OA and synovitis, reduced inflammation and pain after aspiration and glucocorticoid injection are associated with changes in knee gait biomechanics and strength.
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Affiliation(s)
- Ryan F Pinto
- University of Western Ontario and London Health Sciences Centre-University Hospital, London, Ontario, Canada
| | - Trevor B Birmingham
- University of Western Ontario and London Health Sciences Centre-University Hospital, London, Ontario, Canada
| | - Holly T Philpott
- University of Western Ontario and London Health Sciences Centre-University Hospital, London, Ontario, Canada
| | - Codie A Primeau
- University of Western Ontario and London Health Sciences Centre-University Hospital, London, Ontario, Canada
| | - Kristyn M Leitch
- University of Western Ontario and London Health Sciences Centre-University Hospital, London, Ontario, Canada
| | | | - C Thomas Appleton
- St. Joseph's Health Care London and Schulich School of Medicine and Dentistry, University of Western Ontario, London, Ontario, Canada
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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: 17] [Impact Index Per Article: 5.7] [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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Rekant J, Rothenberger S, Chambers A. Inertial measurement unit-based motion capture to replace camera-based systems for assessing gait in healthy young adults: Proceed with caution. MEASUREMENT. SENSORS 2022; 23:100396. [PMID: 36506853 PMCID: PMC9732805 DOI: 10.1016/j.measen.2022.100396] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Gait analysis can identify injury-risk markers indiscernible to the naked eye. Inertial measurement unit (IMU)-based motion capture circumvents optokinetic motion capture (OMC) clinical implementation barriers with its portability, increased affordability, and decreased computational burden. We compared an IMU system to a robust OMC marker set for gait analysis. 10 healthy adults walked at self-selected speeds equipped with Noraxon MyoMotion IMUs and a 24-marker, 5-cluster marker-set in view of 14 OMC cameras. A single calibration was applied. IMU system and OMC calculated joint angles were compared. A single calibration performed similarly to previously reported repeated calibration. IMU and OMC agreement was best in the sagittal plane with IMU axis-mixing affecting off-sagittal plane agreement. System differences were greater than 5° for most motions. Measurement system bias showed at the ankle and knee, however differences varied across participants. IMU kinematics should be interpreted with caution; consistency and accuracy must improve before IMUs can replace OMC.
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Affiliation(s)
- Julie Rekant
- Bioengineering Department, University of Pittsburgh, Pittsburgh, PA, USA,Corresponding author. 301 Schenley Place, 4420 Bayard Street, Pittsburgh, PA, 15213, USA. (J. Rekant)
| | | | - April Chambers
- Bioengineering Department, University of Pittsburgh, Pittsburgh, PA, USA,Department of Health and Human Development, University of Pittsburgh, Pittsburgh, PA, USA
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Original article: Validity and reliability of gait metrics derived from researcher-placed and self-placed wearable inertial sensors. J Biomech 2022; 142:111263. [PMID: 36030636 DOI: 10.1016/j.jbiomech.2022.111263] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 08/08/2022] [Accepted: 08/12/2022] [Indexed: 11/20/2022]
Abstract
To compare the inter-session placement reliability for researcher-placed and self-placed sensors, and to evaluate the validity and reliability of waveforms and discrete variables from researcher-placed and self-placed sensors following a previously described alignment correction algorithm. Fourteen healthy, pain-free participants underwent gait analysis over two data collection sessions. Participants self-placed an inertial sensor on their left tibia and a researcher placed one on their right tibia, before completing 10 overground walking trials. Following an axis correction from a principal component analysis-based algorithm, validity and reliability were assessed within and between days for each sensor placement type through Euclidean distances, waveforms, and discrete outcomes. The placement location of researcher-placed sensors exhibited good inter-session reliability (ICC = 0.85) in comparison to self-placed sensors (ICC = 0.55). Similarly, waveforms from researcher-placed sensors exhibited excellent validity across all variables (CMC ≥ 0.90), while self-placed sensors saw high validity for most axes with reductions in validity for mediolateral acceleration and frontal plane angular velocity. Discrete outcomes saw good to excellent reliability across both sensor placement types. A simple alignment correction algorithm for inertial sensor gait data demonstrated good to excellent validity and reliability in self-placed sensors with no additional data or measures. This method can be used to align sensors easily and effectively despite sensor placement errors during straight, level walking to improve 3D gait data outcomes in data collected with self-placed sensors.
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Yunus U, Amin J, Sharif M, Yasmin M, Kadry S, Krishnamoorthy S. Recognition of Knee Osteoarthritis (KOA) Using YOLOv2 and Classification Based on Convolutional Neural Network. Life (Basel) 2022; 12:1126. [PMID: 36013305 PMCID: PMC9410095 DOI: 10.3390/life12081126] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Revised: 07/02/2022] [Accepted: 07/05/2022] [Indexed: 12/23/2022] Open
Abstract
Knee osteoarthritis (KOA) is one of the deadliest forms of arthritis. If not treated at an early stage, it may lead to knee replacement. That is why early diagnosis of KOA is necessary for better treatment. Manually KOA detection is a time-consuming and error-prone task. Computerized methods play a vital role in accurate and speedy detection. Therefore, the classification and localization of the KOA method are proposed in this work using radiographic images. The two-dimensional radiograph images are converted into three-dimensional and LBP features are extracted having the dimension of N × 59 out of which the best features of N × 55 are selected using PCA. The deep features are also extracted using Alex-Net and Dark-net-53 with the dimensions of N × 1024 and N × 4096, respectively, where N represents the number of images. Then, N × 1000 features are selected individually from both models using PCA. Finally, the extracted features are fused serially with the dimension of N × 2055 and passed to the classifiers on a 10-fold cross-validation that provides an accuracy of 90.6% for the classification of KOA grades. The localization model is proposed with the combination of an open exchange neural network (ONNX) and YOLOv2 that is trained on the selected hyper-parameters. The proposed model provides 0.98 mAP for the localization of classified images. The experimental analysis proves that the presented framework provides better results as compared to existing works.
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Affiliation(s)
- Usman Yunus
- Department of Computer Science, COMSATS University Islamabad, Wah Campus, Wah Cantt 47010, Pakistan; (U.Y.); (M.S.); (M.Y.)
| | - Javeria Amin
- Department of Computer Science, University of Wah, Wah Cantt 47010, Pakistan;
| | - Muhammad Sharif
- Department of Computer Science, COMSATS University Islamabad, Wah Campus, Wah Cantt 47010, Pakistan; (U.Y.); (M.S.); (M.Y.)
| | - Mussarat Yasmin
- Department of Computer Science, COMSATS University Islamabad, Wah Campus, Wah Cantt 47010, Pakistan; (U.Y.); (M.S.); (M.Y.)
| | - Seifedine Kadry
- Department of Applied Data Science, Noroff University College, 4612 Kristiansand, Norway;
| | - Sujatha Krishnamoorthy
- Zhejiang Bioinformatics International Science and Technology Cooperation Center, Wenzhou-Kean University, Wenzhou 325060, China
- Wenzhou Municipal Key Lab of Applied Biomedical and Biopharmaceutical Informatics, Wenzhou-Kean University, Wenzhou 325060, China
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Fidelis-de-Paula-Gomes CA, Dibai-Filho AV, Ferreira CSB, da Silva ACB, de Oliveira AR, Politti F, Biasotto-Gonzalez DA. Correlation Among Pain Intensity, Catastrophizing, and Falls in Older Individuals With Unilateral Knee Osteoarthritis: A Cross-Sectional Study. J Manipulative Physiol Ther 2022; 45:196-201. [PMID: 35879126 DOI: 10.1016/j.jmpt.2022.06.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2019] [Revised: 04/15/2022] [Accepted: 06/09/2022] [Indexed: 10/16/2022]
Abstract
OBJECTIVE The purpose of this study was to investigate whether pain intensity and catastrophizing are associated with fear of falls and the number of falls in older persons with knee osteoarthritis (OA). METHODS A cross-sectional study was conducted involving 100 volunteers (male and female participants), 60 to 80 years old, with a diagnosis of knee OA. Patients were recruited from a physical therapy clinic in the city of São Paulo, Brazil, from March 2019 to November 2019. The following measures were used for the evaluations: Numerical Rating Pain Scale (NRPS), Pain-Related Self-Statement Scale (PRSS), and Falls Efficacy Scale. In statistical analysis, histograms were created to determine the distribution of data. Spearman's correlation coefficients (rs) were then calculated to determine the strength of the associations among the variables. The receiver operating characteristic curve was used to identify the accuracy of PRSS and NRPS in differentiating participants with a history of falls from those without. RESULTS No significant correlation was found among the pain intensity, pain catastrophizing, fear of falling, and number of falls (rs value ranging from -0.033 to -0.167; P value ranging from .096-.743). The accuracy of PRSS and NRPS in differentiating participants with falls from those without was insufficient, with area under the curve values of 0.46 and 0.42, respectively. CONCLUSION Pain catastrophizing and intensity were not significantly associated with fear of falling and numbers of falls in older individuals with unilateral knee OA.
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Affiliation(s)
| | | | | | | | | | - Fabiano Politti
- Postgraduate Program in Rehabilitation Sciences, Nove de Julho University, São Paulo, Brazil
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42
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Shamsoddini A, Hollisaz MT. Biomechanics of running: A special reference to the comparisons of wearing boots and running shoes. PLoS One 2022; 17:e0270496. [PMID: 35749460 PMCID: PMC9231798 DOI: 10.1371/journal.pone.0270496] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Accepted: 06/10/2022] [Indexed: 12/01/2022] Open
Abstract
Boots are often used in sports, occupations, and rehabilitation. However, there are few studies on the biomechanical alterations after wearing boots. The current study aimed to compare the effects of running shoes and boots on running biomechanics. Kinematics and ground reaction forces were recorded from 17 healthy males during running at 3.3 m/s with shoe and boot conditions. Temporal distance gait variables, ground reaction force components as well as lower limb joints angle, moment, and power were compared using Paired t-test and Statistical Parametric Mapping package for time-series analysis. Running with boots was associated with greater stride, step, flight, and swing times, greater flight length, and smaller cadence (p<0.05). The only effect of boots on lower limb joints kinematics during running was a reduction in ankle range of motion (p<0.05). Significantly greater hip flexor, abductor, and internal rotator moments, greater knee extensor and abductor moments, and ankle plantar flexor moments were observed at push-off phase of running as well as greater ankle dorsiflexor moment at early-stance in boot condition (p<0.05). Also, knee joint positive power was greater with a significant temporal shift in boot condition, suggesting a compensatory mechanism in response to limited ankle range of motion and the inability of the ankle joint to generate the required power. Our findings showed that running with boots is physically more demanding and is associated with a greater net contribution of muscles spanning hip and knee joints in order to generate more power and compensate for the ankle joint limitations, consequently, may increase the risk of both musculoskeletal injuries and degenerative joint diseases.
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Affiliation(s)
- Alireza Shamsoddini
- Exercise Physiology Research Center, LifeStyle Institute, Baqiyatallah University of Medical Sciences, Tehran, Iran
- * E-mail:
| | - Mohammad Taghi Hollisaz
- Department of physical Medicine and Rehabilitation, Baqiyatallah University of Medical Sciences, Tehran, Iran
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43
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Gait Improvement in Patients with Knee Osteoarthritis after Proximal Fibular Osteotomy. BIOMED RESEARCH INTERNATIONAL 2022; 2022:1869922. [PMID: 35782074 PMCID: PMC9246634 DOI: 10.1155/2022/1869922] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 06/06/2022] [Accepted: 06/13/2022] [Indexed: 11/29/2022]
Abstract
Proximal fibula osteotomy (PFO) is a relatively new surgery to treat medial compartment knee osteoarthritis (KOA), which can improve varum deformity and relieve knee joint pain. However, the gait alterations in KOA patients after PFO are still poorly understood. The purpose of this study was to evaluate the gait patterns change in patients of medial compartment KOA after PFO. Gait data were collected for 9 females with unilateral medial compartment KOA before and at 6 months after PFO and also for 9 healthy age-matched females. Paired t-test was used to determine the effect of PFO within the KOA group, and independent t-test were performed to compare between KOA and control groups for spatiotemporal, kinematic, and kinetic variables. The results showed that patients with KOA had significantly increased knee peak flexion angle, knee sagittal range of motion, and peak external hip adduction moment but decreased knee frontal range of motion in the affected limb after PFO. The gait symmetry was improved postoperatively confirmed by single support and swing phases, knee peak flexion angle and sagittal range of motion, peak external hip and knee adduction moments, and peak anterior and peak posterior ground reaction forces. These findings provided evidence of a biomechanical benefit and gait improvement following PFO to treat medial compartment KOA.
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44
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Guzelbulut C, Shimono S, Yonekura K, Suzuki K. Detection of gait variations by using artificial neural networks. Biomed Eng Lett 2022; 12:369-379. [DOI: 10.1007/s13534-022-00230-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Revised: 04/07/2022] [Accepted: 05/09/2022] [Indexed: 10/18/2022] Open
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45
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Black AL, Clark AL. Sexual dimorphism in knee osteoarthritis: Biomechanical variances and biological influences. J Orthop 2022; 32:104-108. [DOI: 10.1016/j.jor.2022.05.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Accepted: 05/25/2022] [Indexed: 11/27/2022] Open
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46
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Di Raimondo G, Vanwanseele B, van der Have A, Emmerzaal J, Willems M, Killen BA, Jonkers I. Inertial Sensor-to-Segment Calibration for Accurate 3D Joint Angle Calculation for Use in OpenSim. SENSORS 2022; 22:s22093259. [PMID: 35590949 PMCID: PMC9104520 DOI: 10.3390/s22093259] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Revised: 04/19/2022] [Accepted: 04/21/2022] [Indexed: 01/08/2023]
Abstract
Inertial capture (InCap) systems combined with musculoskeletal (MSK) models are an attractive option for monitoring 3D joint kinematics in an ecological context. However, the primary limiting factor is the sensor-to-segment calibration, which is crucial to estimate the body segment orientations. Walking, running, and stair ascent and descent trials were measured in eleven healthy subjects with the Xsens InCap system and the Vicon 3D motion capture (MoCap) system at a self-selected speed. A novel integrated method that combines previous sensor-to-segment calibration approaches was developed for use in a MSK model with three degree of freedom (DOF) hip and knee joints. The following were compared: RMSE, range of motion (ROM), peaks, and R2 between InCap kinematics estimated with different calibration methods and gold standard MoCap kinematics. The integrated method reduced the RSME for both the hip and the knee joints below 5°, and no statistically significant differences were found between MoCap and InCap kinematics. This was consistent across all the different analyzed movements. The developed method was integrated on an MSK model workflow, and it increased the sensor-to-segment calibration accuracy for an accurate estimate of 3D joint kinematics compared to MoCap, guaranteeing a clinical easy-to-use approach.
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Adhikary S, Ghosh A. Dynamic time warping approach for optimized locomotor impairment detection using biomedical signal processing. Biomed Signal Process Control 2022. [DOI: 10.1016/j.bspc.2021.103321] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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48
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Gurchiek RD, Donahue N, Fiorentino NM, McGinnis RS. Wearables-Only Analysis of Muscle and Joint Mechanics: An EMG-Driven Approach. IEEE Trans Biomed Eng 2022; 69:580-589. [PMID: 34351852 PMCID: PMC8820126 DOI: 10.1109/tbme.2021.3102009] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Complex sensor arrays prohibit practical deployment of existing wearables-based algorithms for free-living analysis of muscle and joint mechanics. Machine learning techniques have been proposed as a potential solution, however, they are less interpretable and generalizable when compared to physics-based techniques. Herein, we propose a hybrid method utilizing inertial sensor- and electromyography (EMG)-driven simulation of muscle contraction to characterize knee joint and muscle mechanics during walking gait. Machine learning is used only to map a subset of measured muscle excitations to a full set thereby reducing the number of required sensors. We demonstrate the utility of the approach for estimating net knee flexion moment (KFM) as well as individual muscle moment and work during the stance phase of gait across nine unimpaired subjects. Across all subjects, KFM was estimated with 0.91%BW•H RMSE and strong correlations (r = 0.87) compared to ground truth inverse dynamics analysis. Estimates of individual muscle moments were strongly correlated (r = 0.81-0.99) with a reference EMG-driven technique using optical motion capture and a full set of electrodes as were estimates of muscle work (r = 0.88-0.99). Implementation of the proposed technique in the current work included instrumenting only three muscles with surface electrodes (lateral and medial gastrocnemius and vastus medialis) and both the thigh and shank segments with inertial sensors. These sensor locations permit instrumentation of a knee brace/sleeve facilitating a practically deployable mechanism for monitoring muscle and joint mechanics with performance comparable to the current state-of-the-art.
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Rutherford D, Baker M, Urquhart N, Stanish W. The effect of a frontal plane gait perturbation bout on knee biomechanics and muscle activation in older adults and individuals with knee osteoarthritis. Clin Biomech (Bristol, Avon) 2022; 92:105574. [PMID: 35066441 DOI: 10.1016/j.clinbiomech.2022.105574] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 01/05/2022] [Accepted: 01/09/2022] [Indexed: 02/07/2023]
Abstract
BACKGROUND Walking can be a challenging task for individuals with knee osteoarthritis and many older adults. The purpose was to determine the immediate effect of a frontal plane perturbation bout during walking on knee biomechanics and muscle activation patterns in these groups. METHODS 44 asymptomatic older adults and 32 individuals with knee osteoarthritis were recruited. Sagittal and frontal plane knee biomechanics and muscle activation levels were calculated and recorded during treadmill walking. After a baseline collection at 6-min, a random series of unexpected medial/lateral walkway surface perturbations were delivered over approximately 24 min. Data was collected immediately after the perturbations. Discrete measures extracted from biomechanical waveforms, and principal component analysis to analyze muscle activation were utilized to determine time effects and interactions using analysis of variance models (alpha = 0.05). FINDINGS After the perturbation bout, sagittal plane range of motion was significantly increased in the osteoarthritis group (Effect Size = 0.24) and in both groups peak knee adduction moment (Effect Size = 0.10) and difference between peak flexion and extension moments (Effect Size = 0.16) were significantly increased. Muscle amplitudes in both groups were significantly reduced (PP1-scores) after perturbation bout, whereas significant time-based gait cycle activation pattern alterations identified by PP2- and PP3-scores were related to group and muscle assignment. INTERPRETATION Perturbations were tolerated by all participants, resulting in significant alterations to biomechanical outcomes and muscle activation levels and patterns. Demand on the knee joint was not increased after perturbations. Gait perturbation training in these groups may be feasible using a frontal plane perturbation bout.
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Affiliation(s)
- Derek Rutherford
- School of Physiotherapy, Faculty of Health, Dalhousie University, Halifax, NS, Canada; School of Biomedical Engineering, Faculty of Engineering, Dalhousie University, Halifax, NS, Canada.
| | - Matthew Baker
- School of Physiotherapy, Faculty of Health, Dalhousie University, Halifax, NS, Canada.
| | - Nathan Urquhart
- Department of Surgery, Division of Orthopaedics, Dalhousie University, Halifax, NS, Canada.
| | - William Stanish
- Department of Surgery, Division of Orthopaedics, Dalhousie University, Halifax, NS, Canada.
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Comparison of 5 Normalization Methods for Knee Joint Moments in the Single-Leg Squat. J Appl Biomech 2022; 38:29-38. [PMID: 35042188 DOI: 10.1123/jab.2021-0143] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Revised: 10/13/2021] [Accepted: 12/01/2021] [Indexed: 11/18/2022]
Abstract
Ratio scaling is the most common magnitude normalization approach for net joint moment (NJM) data. Generally, researchers compute a ratio between NJM and (some combination of) physical body characteristics (eg, mass, height, limb length, etc). However, 3 assumptions must be verified when normalizing NJM data this way. First, the regression line between NJM and the characteristic(s) used passes through the origin. Second, normalizing NJM eliminates its correlation with the characteristic(s). Third, the statistical interpretations following normalization are consistent with adjusted linear models. The study purpose was to assess these assumptions using data collected from 16 males and 16 females who performed a single-leg squat. Standard inverse dynamics analyses were conducted, and ratios were computed between the mediolateral and anteroposterior components of the knee NJM and participant mass, height, leg length, mass × height, and mass × leg length. Normalizing NJM-mediolateral by mass × height and mass × leg length satisfied all 3 assumptions. Normalizing NJM-anteroposterior by height and leg length satisfied all 3 assumptions. Therefore, if normalization of the knee NJM is deemed necessary to address a given research question, it can neither be assumed that using (any combination of) participant mass, height, or leg length as the denominator is appropriate nor consistent across joint axes.
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