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Bennett HJ, Estler K, Valenzuela K, Weinhandl JT. Predicting Knee Joint Contact Forces During Normal Walking Using Kinematic Inputs With a Long-Short Term Neural Network. J Biomech Eng 2024; 146:081004. [PMID: 38270972 DOI: 10.1115/1.4064550] [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: 07/30/2023] [Accepted: 01/19/2024] [Indexed: 01/26/2024]
Abstract
Knee joint contact forces are commonly estimated via surrogate measures (i.e., external knee adduction moments or musculoskeletal modeling). Despite its capabilities, modeling is not optimal for clinicians or persons with limited experience. The purpose of this study was to design a novel prediction method for knee joint contact forces that is simplistic in terms of required inputs. This study included marker trajectories and instrumented knee forces during normal walking from the "Grand Challenge" (n = 6) and "CAMS" (n = 2) datasets. Inverse kinematics were used to derive stance phase hip (sagittal, frontal, transverse), knee (sagittal, frontal), ankle (sagittal), and trunk (frontal) kinematics. A long-short term memory network (LSTM) was created using matlab to predict medial and lateral knee force waveforms using combinations of the kinematics. The Grand Challenge and CAMS datasets trained and tested the network, respectively. Musculoskeletal modeling forces were derived using static optimization and joint reaction tools in OpenSim. Waveform accuracy was determined as the proportion of variance and root-mean-square error between network predictions and in vivo data. The LSTM network was highly accurate for medial forces (R2 = 0.77, RMSE = 0.27 BW) and required only frontal hip and knee and sagittal hip and ankle kinematics. Modeled medial force predictions were excellent (R2 = 0.77, RMSE = 0.33 BW). Lateral force predictions were poor for both methods (LSTM R2 = 0.18, RMSE = 0.08 BW; modeling R2 = 0.21, RMSE = 0.54 BW). The designed LSTM network outperformed most reports of musculoskeletal modeling, including those reached in this study, revealing knee joint forces can accurately be predicted by using only kinematic input variables.
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Affiliation(s)
- Hunter J Bennett
- Neuromechanics Laboratory, Old Dominion University, 1007 Student Recreation Center, Norfolk, VA 23529
| | - Kaileigh Estler
- Department of Kinesiology, Recreation, and Sport Studies, The University of Tennessee, Knoxville, TN 37996
- University of Tennessee at Knoxville
| | - Kevin Valenzuela
- Department of Kinesiology, California State University, Long Beach, CA 90840
| | - Joshua T Weinhandl
- Department of Kinesiology, Recreation, and Sport Studies, The University of Tennessee, Knoxville, TN 37996
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2
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Copp EH, Gale TH, Byrapogu VKC, Urish KL, Anderst WJ. Unicompartmental knee arthroplasty approximates healthy knee kinematics more closely than total knee arthroplasty. J Orthop Res 2024. [PMID: 38956422 DOI: 10.1002/jor.25926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Revised: 05/03/2024] [Accepted: 06/12/2024] [Indexed: 07/04/2024]
Abstract
Total knee arthroplasty (TKA) and unicompartmental knee arthroplasty (UKA) are effective surgeries to treat end-stage knee osteoarthritis. Clinicians assume that TKA alters knee kinematics while UKA preserves native knee kinematics; however, few studies of in vivo kinematics have evaluated this assumption. This study used biplane radiography to compare side-to-side tibiofemoral kinematics during chair rise, stair ascent, and walking in 16 patients who received either TKA or UKA. We hypothesized that TKA knees would have significant kinematic changes and increased asymmetry with the contralateral knee, while UKA knee kinematics would not change after surgery and preoperative knee symmetry would be maintained. Native bone and implant motion were tracked using a volumetric model-based tracking technique. Six degrees of freedom kinematics were calculated throughout each motion. Kinematics were compared between the operated and contralateral knees pre- and post-surgery using a linear mixed-effects model. TKA knees became less varus with the tibia more medial, posterior, and distal relative to the femur. UKA knees became less varus with the tibia less lateral on average. Postoperative TKA knees were in less varus than UKA knees on average and at low flexion angles, with an internally rotated tibia during chair rise and stair ascent. At high flexion angles, the tibia was more medial and posterior after TKA than UKA. Side-to-side kinematic symmetry worsened after TKA but was maintained or improved after UKA. Greater understanding of kinematic differences between operated and contralateral knees after surgery may help surgeons understand why some patients remain unsatisfied with their new knees.
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Affiliation(s)
- Elizabeth H Copp
- Department of Orthopedic Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Tom H Gale
- Department of Orthopedic Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | | | - Kenneth L Urish
- Department of Orthopedic Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - William J Anderst
- Department of Orthopedic Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
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Marino G, De Capitani F, Adamo P, Bolzoni L, Gatti R, Temporiti F. Long-term gait analysis in patients after total knee arthroplasty: A systematic review and meta-analysis. Gait Posture 2024; 113:75-98. [PMID: 38850853 DOI: 10.1016/j.gaitpost.2024.06.002] [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: 02/03/2023] [Revised: 05/13/2024] [Accepted: 06/03/2024] [Indexed: 06/10/2024]
Abstract
BACKGROUND Gait abnormalities have been described in patients after total knee arthroplasty (TKA), leading to the development of inter-joint coordination abnormalities and increased risk of falling. Such impairments have been reported to persist in the long-term, although the majority of studies assessed gait pattern especially in the first months after TKA. RESEARCH QUESTION What are the long-term gait impairments in patients after TKA compared to healthy age-matched subjects? METHODS A systematic search was conducted on MEDLINE/PubMed, EMBASE, CENTRAL and Scopus databases. Observational studies or randomized controlled trials investigating gait spatial-temporal, kinematic and kinetics parameters in a time-window longer than 6 months in patients with TKA compared to healthy age-matched subjects were included. Methodological quality was assessed using the modified Downs and Black (D&B) checklist and participants' characteristics, surgical procedures details and outcome measures were extracted. Pooled or un-pooled findings were categorized into "6 months - 1 year" and "more than 1 year" timepoint categories. RESULTS Twenty-eight studies (976 patients) were included. Overall quality was fair with a mean modified D&B score of 63.5 %. Reduced speed, stride length, cadence and longer stance phase were found in patients when compared to healthy individuals at "6 months - 1 year" follow-up. Spatial-temporal parameters deficits were also found at more than 1 year after TKA, where lower single-limb support and longer double-limb support durations were detected. These impairments occurred in concomitance with decreased knee range of motion along the sagittal and frontal planes and altered kinetic parameters. Hip kinematic and kinetic long-term impairments were also detected after TKA. SIGNIFICANCE These findings highlighted long-term gait pattern alterations in patients with TKA compared to age-matched healthy subjects. Future studies should identify interventions able to reduce long-term gait pattern alterations and improve function in patients after TKA.
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Affiliation(s)
- Giorgia Marino
- Physiotherapy Unit, Humanitas Clinical and Research Center - IRCCS, via Manzoni 56, Rozzano, Milan, Italy
| | - Francesca De Capitani
- Physiotherapy Unit, Humanitas Clinical and Research Center - IRCCS, via Manzoni 56, Rozzano, Milan, Italy
| | - Paola Adamo
- Physiotherapy Unit, Humanitas Clinical and Research Center - IRCCS, via Manzoni 56, Rozzano, Milan, Italy
| | - Luca Bolzoni
- Physiotherapy Unit, Humanitas Clinical and Research Center - IRCCS, via Manzoni 56, Rozzano, Milan, Italy
| | - Roberto Gatti
- Physiotherapy Unit, Humanitas Clinical and Research Center - IRCCS, via Manzoni 56, Rozzano, Milan, Italy; Department of Biomedical Sciences, Humanitas University, via Rita Levi Montalcini 4, Pieve Emanuele, Milan, Italy.
| | - Federico Temporiti
- Physiotherapy Unit, Humanitas Clinical and Research Center - IRCCS, via Manzoni 56, Rozzano, Milan, Italy; Department of Biomedical Sciences, Humanitas University, via Rita Levi Montalcini 4, Pieve Emanuele, Milan, Italy
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4
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Bleuel J, Komnik I, Mittendorfer I, Michel B, Willwacher S. Abnormal gait pattern in downhill hiking is related to muscular deficits of the knee flexors and extensors in active patients with total knee arthroplasty. Clin Biomech (Bristol, Avon) 2024; 111:106150. [PMID: 37979246 DOI: 10.1016/j.clinbiomech.2023.106150] [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: 08/04/2023] [Revised: 10/27/2023] [Accepted: 11/10/2023] [Indexed: 11/20/2023]
Abstract
BACKGROUND To assess the in-field walking mechanics during downhill hiking of patients with total knee arthroplasty five to 14 months after surgery and an age-matched healthy control group and relate them to the knee flexor and extensor muscle strength. METHODS Participants walked on a predetermined hiking trail at a self-selected, comfortable pace wearing an inertial sensor system for recording the whole-body 3D kinematics. Sagittal plane hip, knee, and ankle joint angles were evaluated over the gait cycle at level walking and two different negative slopes. The concentric and eccentric lower extremity muscle strength of the knee flexors and extensors isokinetically at 50 and 120°/s were measured. FINDINGS Less knee flexion angles during stance have been measured in patients in the operated limb compared to healthy controls in all conditions (level walking, moderate downhill, steep downhill). The differences increased with steepness. Muscle strength was lower in patients for both muscle groups and all measured conditions. The functional hamstrings to quadriceps ratio at 120°/sec correlated with knee angle during level and downhill walking at the moderate slope in patients, showing higher ratios with lower peak knee flexion angles. INTERPRETATION The study shows that even if rehabilitation has been completed successfully and complication-free, five to 14 months after surgery, the muscular condition was still insufficient to display a normal gait pattern during downhill hiking. The muscle balance between quadriceps and hamstring muscles seems related to the persistence of a stiff knee gait pattern after knee arthroplasty. LoE: III.
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Affiliation(s)
- Judith Bleuel
- Institute of Motion Analysis and Sports Medicine, endogap Clinic for Joint Replacement, Klinikum Garmisch-Partenkirchen, Garmisch-Partenkirchen, Germany.
| | - Igor Komnik
- Institute of Biomechanics and Orthopaedics, German Sport University Cologne, Cologne, Germany
| | - Iris Mittendorfer
- Institute of Motion Analysis and Sports Medicine, endogap Clinic for Joint Replacement, Klinikum Garmisch-Partenkirchen, Garmisch-Partenkirchen, Germany
| | - Björn Michel
- Institute of Motion Analysis and Sports Medicine, endogap Clinic for Joint Replacement, Klinikum Garmisch-Partenkirchen, Garmisch-Partenkirchen, Germany
| | - Steffen Willwacher
- Institute of Biomechanics and Orthopaedics, German Sport University Cologne, Cologne, Germany; Institute of Advanced Biomechanics and Motion Studies, Offenburg University of Applied Sciences, Offenburg, Germany
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Dong M, Fan H, Yang D, Sun X, Yan C, Feng Y. Comparison of spatiotemporal, kinematic, and kinetic gait characteristics in total and unicompartmental knee arthroplasty during level walking: A systematic review and meta-analysis. Gait Posture 2023; 104:58-69. [PMID: 37321113 DOI: 10.1016/j.gaitpost.2023.06.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 03/26/2023] [Accepted: 06/05/2023] [Indexed: 06/17/2023]
Abstract
PURPOSE This meta-analysis was performed to compare the spatiotemporal, kinematic, and kinetic gait characteristics during level walking between total knee arthroplasty (TKA) and unicompartmental knee arthroplasty (UKA). METHODS An electronic database literature search was performed to screen clinical trials which were included the studies evaluating not only spatiotemporal, kinematic, and kinetic gait parameters, but also knee range of motion and knee score (Knee Society Score and Oxford Knee Score, i.e., KSS and OKS). The data analysis was performed using statistical software Stata 14.0 and Review Manager 5.4. RESULTS Thirteen studies (369 knees) that met the criteria were eventually included in this meta-analysis. The results revealed significant differences between UKA and TKA with regard to walking speed (P = 0.04), stride length (P = 0.02), maximum knee flexion at loading (P = 0.001), the 1st peak of vert-GRF (P = 0.006), the 1st valley of vert-GRF (P = 0.007), knee internal rotational moment (P = 0.04), knee extension (P < 0.00001), and KSS Function score (P = 0.05). In contrast, there were no statistical differences in the remaining spatiotemporal, kinematic, and kinetic gait parameters. CONCLUSION Medial UKA design is superior to TKA design with regard to walking speed, stride length, maximum knee flexion at loading, the 1st peak and the 1st valley of vert-GRF, knee internal rotational moment, knee extension, and KSS Function score. And it could provide a stronger basis for physicians to make clinical decisions.
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Affiliation(s)
- Mingjie Dong
- Department of Orthopaedics, the Second Clinical Medical College of Shanxi Medical University, 030000 Taiyuan, China
| | - Hao Fan
- Department of Orthopaedics, the Second Clinical Medical College of Shanxi Medical University, 030000 Taiyuan, China
| | - Dinglong Yang
- Department of Orthopaedics, the Second Clinical Medical College of Shanxi Medical University, 030000 Taiyuan, China
| | - Xiaoyu Sun
- Department of Orthopaedics, the Second Clinical Medical College of Shanxi Medical University, 030000 Taiyuan, China
| | - Chaochao Yan
- Department of Orthopaedics, the Second Clinical Medical College of Shanxi Medical University, 030000 Taiyuan, China
| | - Yi Feng
- Department of Orthopaedics, the Second Hospital of Shanxi Medical University, 030000 Taiyuan, China.
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Thorsen T, Wen C, Porter J, Reinbolt J, Weinhandl JT, Zhang S. Tibiofemoral compressive force during downhill walking in patients with primary total knee arthroplasty: A statistical parametric mapping approach. Clin Biomech (Bristol, Avon) 2023; 102:105900. [PMID: 36739666 DOI: 10.1016/j.clinbiomech.2023.105900] [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: 06/25/2022] [Revised: 01/09/2023] [Accepted: 01/26/2023] [Indexed: 02/07/2023]
Abstract
BACKGROUND Downhill walking is a necessary part of daily life and an effective activity in post-operative rehabilitation following total knee arthroplasty. The purpose of this study was to determine differences in the behavior of total, medial, and lateral tibiofemoral compressive forces as well as knee extensor and flexor muscle forces between different limbs of patients with total knee arthroplasty (replaced, non-replaced) during downhill and level walking. METHODS Musculoskeletal modeling and simulation were implemented to determine muscle forces and tibiofemoral compressive forces in 25 patients with total knee arthroplasty. A 2 × 2 [Limb (replaced, non-replaced) × Slope (0°, 10°)] Statistical parametric mapping repeated measures analysis of variance was conducted on selected variables. FINDINGS Statistical parametric mapping did not identify any between-limb differences for compressive or muscle forces. Differences in joint compressive and muscle forces persisted throughout different intervals of stance-phase between level and downhill walking. Knee extensor muscle forces were distinctly greater during level walking for nearly all of stance phase. Knee flexor muscle force was greater during downhill walking for >60% of stance. Statistical parametric mapping did identify regions of significance between level and downhill walking that coincided temporally (near loading response and push off) with peak joint moment and joint compressive forces traditionally reported using discrete variable analyses. INTERPRETATION Downhill walking may be a safe and useful rehabilitation tool for post-knee arthroplasty rehabilitation that will not disproportionally load either the replaced or the non-replaced joint and where the quadriceps muscles can be strengthened during a gait-specific task.
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Affiliation(s)
- Tanner Thorsen
- School of Kinesiology and Nutrition, The University of Southern Mississippi, Hattiesburg, MS, USA
| | - Chen Wen
- Department of Kinesiology, Recreation and Sport Studies, The University of Tennessee, Knoxville, TN, USA
| | - Jared Porter
- Department of Kinesiology, Recreation and Sport Studies, The University of Tennessee, Knoxville, TN, USA
| | - Jeffery Reinbolt
- Department of Mechanical, Aerospace, and Biomedical Engineering, The University of Tennessee, Knoxville, TN, USA
| | - Joshua T Weinhandl
- Department of Kinesiology, Recreation and Sport Studies, The University of Tennessee, Knoxville, TN, USA
| | - Songning Zhang
- Department of Kinesiology, Recreation and Sport Studies, The University of Tennessee, Knoxville, TN, USA.
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Gianzina E, Kalinterakis G, Delis S, Vlastos I, Platon Sachinis N, Yiannakopoulos CK. Evaluation of gait recovery after total knee arthroplasty using wearable inertial sensors: A systematic review. Knee 2023; 41:190-203. [PMID: 36724578 DOI: 10.1016/j.knee.2023.01.006] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 12/06/2022] [Accepted: 01/04/2023] [Indexed: 02/03/2023]
Abstract
PURPOSE This study aimed to conduct a systematic review of the recent research output to present more evidence of the current clinical applications of wearable sensors to determine the change and the recovery in gait function pre- and post-total knee arthroplasty (TKA). METHODS A systematic search of the PubMed, ScienceDirect, and Scopus databases was conducted in October 2022. Inclusion criteria consisted of applying acceleration wearable sensors for pre- and post-arthroplasty assessment of the gait cycle. Studies reporting gait analysis using wearable sensors in patients with knee osteoarthritis at any time after total or partial knee arthroplasty (KA) were also included. Each included study was assessed using the Joanna Briggs Institute Critical Appraisal Tool for Quasi-Experimental studies. RESULTS Twelve articles were finally considered. The extracted data included essential characteristics of participants, KA studies and their characteristics, sensor technology characteristics and the clinical protocols, gait parameter changes, and various clinical outcome scores at different follow up times after KA. Postoperative examinations were performed from 5 days to 1 year after KA. Clinical outcome scores and gait variables for all patient groups, with or without postoperative rehabilitation, showed various recovery profiles. A variety of wireless sensor devices for gait analysis were recorded. Also, different types of KA were found in the studies. CONCLUSIONS The study's findings showed that acceleration-based gait analysis has notable clinical use in monitoring patients after KA. This application provides objective information on the functional outcome beyond the use of clinical outcome scores. More extensive prospective studies are required to investigate gait function further with the help of wearable sensors in patients with knee osteoarthritis.
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Affiliation(s)
- Elina Gianzina
- School of Physical Education and Sport Science, National and Kapodistrian University of Athens, Athens, Greece.
| | - Georgios Kalinterakis
- School of Physical Education and Sport Science, National and Kapodistrian University of Athens, Athens, Greece
| | - Spilios Delis
- School of Physical Education and Sport Science, National and Kapodistrian University of Athens, Athens, Greece
| | - Iakovos Vlastos
- School of Physical Education and Sport Science, National and Kapodistrian University of Athens, Athens, Greece
| | - Nikolaos Platon Sachinis
- School of Physical Education and Sport Science, National and Kapodistrian University of Athens, Athens, Greece
| | - Christos K Yiannakopoulos
- School of Physical Education and Sport Science, National and Kapodistrian University of Athens, Athens, Greece
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Yue L, Lamontagne M, Xiong Z, Zhengfei Z, Run T, Zhe L, Ning K, Chunsheng W, Pei Y, Kunzheng W. Evaluation of Knee Kinematics and Moments during Active Deep Flexion Activity after Oxford Mobile-Bearing Medial UKA-A Two-Year Follow-Up Study. J Knee Surg 2022; 35:896-903. [PMID: 33401312 DOI: 10.1055/s-0040-1721033] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Few studies have assessed knee range of motion (ROM) and moments of patients with mobile-bearing unicompartmental knee arthroplasty (MB UKA) during active deep flexion activities. We analyze knee kinematic and kinetic parameters during postoperative squatting-standing activity, aiming to evaluate the efficacy of MB UKA and postoperative rehabilitation progress. This was a clinical cohort study. We followed up with 37 patients diagnosed with medial knee osteoarthritis (OA) with primary UKA. After screening 31 patients were recruited to take gait tests. Squatting-standing activities were performed under the test of 10-camera motion analysis system and force plates preoperatively at different stages after UKA (12, 18, and 24 months). The average duration of follow-up was 24.4 months (from 22.8 to 26.7 months). Hip-knee-ankle angle improved significantly compared with pre-UKA as well as scores of American Knee Society Score, numeric rating scale, ORS, and Western Ontario and McMasters. University Osteoarthritis Index. About 83.6% (31/37) of follow-up patients completed squatting-standing activity independently. At 1-year follow-up, peak varus angle (20.6 ± 2.8 degrees), internal rotation angle (13.6 ± 1.8 degrees), extensor moment (1.44 ± 0.04N*m/kg), and internal rotator moment (0.02 ± 0.005N*m/kg) of UKA knees were inferior to contralateral knees. Peak adductor moment (0.76 ± 0.05N*m/kg) was superior to contralateral knees. At 2-year follow-up, peak flexion angle (125.0 ± 2.8 degrees) showed a growing trend meanwhile extensor (1.70 ± 0.03N*m/kg) and adductor (0.68 ± 0.06 N*m/kg) moment closely resembled those of the contralateral knee. MB UKA could alleviate the affected knee mainly in flexion-extension ROM and moment meanwhile did not affect the biomechanical indicators of healthy limbs. OA knees in the early postoperative period showed decreased extensor moment and increased adductor moment during active deep flexion activity. Better ROM and relatively more natural extensor and adductor moment of UKA knee with rehabilitation time increasing may predict ideal rehabilitation outcome in the medium or longer term.
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Affiliation(s)
- Li Yue
- Department of Orthopaedics, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi Province, P.R. China.,School of Human Kinetics, University of Ottawa, Ottawa Ontario, Canada
| | - Mario Lamontagne
- School of Human Kinetics, University of Ottawa, Ottawa Ontario, Canada
| | - Zhao Xiong
- School of Human Kinetics, University of Ottawa, Ottawa Ontario, Canada
| | - Zhu Zhengfei
- State Key Laboratory for Manufacturing Systems Engineering, School of Mechanical Engineering, Xi'an Jiaotong University, Xi'an, China
| | - Tian Run
- Department of Orthopaedics, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi Province, P.R. China
| | - Li Zhe
- Department of Orthopaedics, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi Province, P.R. China
| | - Kong Ning
- Department of Orthopaedics, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi Province, P.R. China
| | - Wang Chunsheng
- Department of Orthopaedics, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi Province, P.R. China
| | - Yang Pei
- Department of Orthopaedics, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi Province, P.R. China
| | - Wang Kunzheng
- Department of Orthopaedics, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi Province, P.R. China
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Hossain MSB, Dranetz J, Choi H, Guo Z. DeepBBWAE-Net: A CNN-RNN Based Deep SuperLearner For Estimating Lower Extremity Sagittal Plane Joint Kinematics Using Shoe-Mounted IMU Sensors In Daily Living. IEEE J Biomed Health Inform 2022; 26:3906-3917. [PMID: 35385394 DOI: 10.1109/jbhi.2022.3165383] [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: 11/09/2022]
Abstract
Measurement of human body movement is an essential step in biomechanical analysis. The current standard for human motion capture systems uses infrared cameras to track reflective markers placed on the subject. While these systems can accurately track joint kinematics, the analyses are spatially limited to the lab environment. Though Inertial Measurement Unit (IMU) can eliminate the spatial limitations of the motion capture system, those systems are impractical for use in daily living due to the need for many sensors, typically one per body segment. Due to the need for practical and accurate estimation of joint kinematics, this study implements a reduced number of IMU sensors and employs machine learning algorithm to map sensor data to joint angles. Our developed algorithm estimates hip, knee, and ankle angles in the sagittal plane using two shoe-mounted IMU sensors in different practical walking conditions: treadmill, level overground, stair, and slope conditions. Specifically, we proposed five deep learning networks that use combinations of Convolutional Neural Networks (CNN) and Gated Recurrent Unit (GRU) based Recurrent Neural Networks (RNN) as base learners for our framework. Using those five baseline models, we proposed a novel framework, DeepBBWAE-Net, that implements ensemble techniques such as bagging, boosting, and weighted averaging to improve kinematic predictions. DeepBBWAE-Net predicts joint kinematics for the three joint angles under all the walking conditions with a Root Mean Square Error (RMSE) 6.93-29.0% lower than base models individually. This is the first study that uses a reduced number of IMU sensors to estimate kinematics in multiple walking environments.
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10
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Mundt M, Johnson WR, Potthast W, Markert B, Mian A, Alderson J. A Comparison of Three Neural Network Approaches for Estimating Joint Angles and Moments from Inertial Measurement Units. SENSORS 2021; 21:s21134535. [PMID: 34283080 PMCID: PMC8271391 DOI: 10.3390/s21134535] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Revised: 06/24/2021] [Accepted: 06/28/2021] [Indexed: 11/23/2022]
Abstract
The application of artificial intelligence techniques to wearable sensor data may facilitate accurate analysis outside of controlled laboratory settings—the holy grail for gait clinicians and sports scientists looking to bridge the lab to field divide. Using these techniques, parameters that are difficult to directly measure in-the-wild, may be predicted using surrogate lower resolution inputs. One example is the prediction of joint kinematics and kinetics based on inputs from inertial measurement unit (IMU) sensors. Despite increased research, there is a paucity of information examining the most suitable artificial neural network (ANN) for predicting gait kinematics and kinetics from IMUs. This paper compares the performance of three commonly employed ANNs used to predict gait kinematics and kinetics: multilayer perceptron (MLP); long short-term memory (LSTM); and convolutional neural networks (CNN). Overall high correlations between ground truth and predicted kinematic and kinetic data were found across all investigated ANNs. However, the optimal ANN should be based on the prediction task and the intended use-case application. For the prediction of joint angles, CNNs appear favourable, however these ANNs do not show an advantage over an MLP network for the prediction of joint moments. If real-time joint angle and joint moment prediction is desirable an LSTM network should be utilised.
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Affiliation(s)
- Marion Mundt
- Minderoo Tech and Policy Lab, UWA Law School, The University of Western Australia, Crawley 6009, Australia;
- Correspondence:
| | | | - Wolfgang Potthast
- Institute of Biomechanics and Orthopeadics, German Sport University Cologne, 50933 Cologne, Germany;
| | - Bernd Markert
- Institute of General Mechanics, RWTH Aachen University, 52062 Aachen, Germany;
| | - Ajmal Mian
- School of Computer Science and Software Engineering, The University of Western Australia, Crawley 6009, Australia;
| | - Jacqueline Alderson
- Minderoo Tech and Policy Lab, UWA Law School, The University of Western Australia, Crawley 6009, Australia;
- Sports Performance Research Institute New Zealand (SPRINZ), Auckland University of Technology, Auckland 1010, New Zealand
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11
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Unicompartmental knee arthroplasty results in a better gait pattern than total knee arthroplasty: Gait analysis with a smartphone application. Jt Dis Relat Surg 2021; 32:22-27. [PMID: 33463414 PMCID: PMC8073428 DOI: 10.5606/ehc.2021.79635] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2020] [Accepted: 12/02/2020] [Indexed: 11/21/2022] Open
Abstract
OBJECTIVES The aim of this study was to compare the smartphone- based gait analysis data of patients who underwent total knee arthroplasty (TKA) and unicompartmental knee arthroplasty (UKA). PATIENTS AND METHODS Between January 2016 and April 2019, a total of 51 patients (3 males, 48 females; mean age: 60.92 years; range, 51 to 70 years) who were operated with UKA or TKA in our clinic were retrospectively analyzed. The patients were divided into two groups according to the type of procedure as the UKA group (n=17) and unilateral TKA group (n=34). Gait analysis was made via a smartphone application (Gait Analyzer software version 0.9.95.0) with data acquired from the accelerometer of the smartphone. This analysis was performed using data collected from the Acceleration Sensor LSM6DSO into the Samsung Galaxy Note 10 Plus phone. Gait velocity, step time, step length, cadence, step time symmetry, step length symmetry, and vertical COM (vert-COM) parameters were measured. RESULTS There were no statistically significant differences between the groups in respect of age, sex, body mass index, operated side, and follow-up duration. Compared to the TKA group, the UKA patients showed a better gait pattern in gait velocity (p=0.03), step time symmetry (p=0.005), and step length symmetry (p=0.024). No significant difference was detected in step time (p=0.807), step length (p=0.302), cadence (p=0.727) and vert-COM parameters (p=0.608). CONCLUSION The gait of UKA patients is closer to the physiological pattern with a better gait velocity, step time symmetry, and step length symmetry than TKA patients. The surgical treatment option of UKA for knee medial compartment osteoarthritis leads to a better gait pattern than TKA.
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Strutzenberger G, Claußen L, Schwameder H. Analysis of sloped gait: How many steps are needed to reach steady-state walking speed after gait initiation? Gait Posture 2021; 83:167-173. [PMID: 33152612 DOI: 10.1016/j.gaitpost.2020.09.030] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2020] [Revised: 09/06/2020] [Accepted: 09/29/2020] [Indexed: 02/02/2023]
Abstract
BACKGROUND Gait initiation in level walking is suggested to take three steps before reaching steady-state walking speed. In sloped gait, it is not clear if the general recommendation of level gait can be used. RESEARCH QUESTION The aim of this study was to investigate (1) if steady-state walking speed is reached within four steps in sloped gait, and (2) to what extent the number of initial steps cause differences in step length, cadence and ground reaction force (GRF). METHODS Fourteen healthy participants walked on an instrumented ramp at inclinations of 0°, ±6°, ±12°, and ±18°, covering slight (clinical application) to steep (hiking and mountaineering) slopes. The starting position on the ramp was adjusted to collect each of the first to fourth step using a 12 infrared-camera motion capture system and two force plates. For each slope condition steady-state walking speed was determined using the ratio of the braking and propulsion impulse (ratio pap;pbrakingppropulsion) and the resultant Centre of Mass (CoM) speed (velCoM). Statistical differences between steps were calculated by using a Friedman ANOVA and pairwise post-hoc Wilcoxon tests. RESULTS In all inclinations, ≥90 % (uphill) and ≥95 % (downhill) of steady-state speed regarding ratio pap and maximum velCoM was reached with the 3rd step. In the level and uphill condition the 4th step showed a slight decrease in velCoM. In uphill and downhill condition, the acceleration was mainly generated due to the increase in cadence with significant increases between the 1st and 2nd step as well as between the 2nd and 3rd step. A significant increase in step length was only observed in the uphill conditions. SIGNIFICANCE Steady-state walking speed was reached with the 3rd step and thus, walkways which allow for two initial steps seem to be appropriate for uphill and downhill gait analysis for inclinations up to ±18°.
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Affiliation(s)
- Gerda Strutzenberger
- Department of Sport and Exercise Science, Paris Lodron University of Salzburg, Schlossalee 49, 5400 Hallein-Rif, Salzburg, Austria; Bewegungsanalyse Zürich Cooperation of the Children's Hospital and University Hospital, Balgrist Forchstraße 340, Zürich, 8008, Switzerland.
| | - Lisa Claußen
- Department of Sport and Exercise Science, Paris Lodron University of Salzburg, Schlossalee 49, 5400 Hallein-Rif, Salzburg, Austria; Institute of Sports and Sport Science, University of Kassel, Damaschkestraße 25, 34121 Kassel, Hesse, Germany.
| | - Hermann Schwameder
- Department of Sport and Exercise Science, Paris Lodron University of Salzburg, Schlossalee 49, 5400 Hallein-Rif, Salzburg, Austria.
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Wiik AV, Nathwani D, Akhtar A, Al-Obaidi B, Strachan R, Cobb JP. The unicompartmental knee is the preferred side in individuals with both a unicompartmental and total knee arthroplasty. Knee Surg Sports Traumatol Arthrosc 2020; 28:3193-3199. [PMID: 31781799 PMCID: PMC7511463 DOI: 10.1007/s00167-019-05814-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/03/2019] [Accepted: 11/19/2019] [Indexed: 11/14/2022]
Abstract
PURPOSE To determine the preferred knee in patients with both one total and one unicompartmental knee arthroplasty. METHOD Patients simply with a unicompartmental (UKA) and total knee arthroplasty (TKA) on contralateral sides were retrospectively screened from three senior knee surgeon's logs over a 15 year period. Patients safe and free from other diseases to affect gait were approached. A total of 16 patients (mean age 70 ± 8) agreed to ground reaction force testing on an instrumented treadmill at a fair pace and incline. A gender-ratio identical group of 16 healthy control subjects (mean age 67 ± 10) and 16 patients with ipsilateral medial knee OA (mean age 66 ± 7) were analysed to compare. RESULTS Radiographically the mode preoperative Kellgren-Lawrence knee grade for each side was 3. Postoperatively, the TKA side had a mean coronal femoral component alignment of 7° and a mean tibial coronal alignment of 89° with a mean posterior slope of 5° in the sagittal plane. The UKA side had a mean coronal femoral component alignment of 7° and a mean tibial coronal alignment of 86° with a mean posterior slope of 4° in the sagittal plane. In 7 patients, the TKA was the first procedure, while 6 for the UKA and 3 done simultaneously. Gait analysis demonstrated in both walking conditions the UKA limb was the preferred side through all phases of loading (p < 0.05) and nearer to normal than the TKA limb when compared to healthy controls and patients with knee OA. The greatest difference was observed between the transition of weight acceptance and midstance (p = 0.008), when 22% more load was taken by the UKA side. CONCLUSION By using a dynamic metric of an everyday activity, a distinct gait difference between differing arthroplasty types were established. A more natural loading pattern can be achieved with unicompartmentals as compared to total knees. LEVEL OF EVIDENCE Retrospective comparative study, Level III.
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Affiliation(s)
| | - Dinesh Nathwani
- Imperial College London, Charing Cross Hospital, Fulham Palace Road, London, UK
| | - Ahsan Akhtar
- Imperial College London, Charing Cross Hospital, Fulham Palace Road, London, UK
| | - Bilal Al-Obaidi
- Imperial College London, Charing Cross Hospital, Fulham Palace Road, London, UK
| | - Robin Strachan
- Imperial College London, Charing Cross Hospital, Fulham Palace Road, London, UK
| | - Justin Peter Cobb
- Imperial College London, Charing Cross Hospital, Fulham Palace Road, London, UK
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Nishizawa K, Harato K, Morishige Y, Kobayashi S, Niki Y, Nagura T. A comparison of gait characteristics between posterior stabilized total knee and fixed bearing unicompartmental knee arthroplasties. ASIA-PACIFIC JOURNAL OF SPORT MEDICINE ARTHROSCOPY REHABILITATION AND TECHNOLOGY 2020; 22:62-66. [PMID: 32983900 PMCID: PMC7479273 DOI: 10.1016/j.asmart.2020.07.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Revised: 07/04/2020] [Accepted: 07/27/2020] [Indexed: 11/02/2022]
Abstract
Background/Objective According to previous studies, physiological gait pattern was found in unicompartmental knee arthroplasty (UKA) as compared to total knee arthroplasty (TKA) concerning the gait parameters including gait speed, cadence, and step length. However, little attention had been paid to the detailed kinematic and kinetic differences during gait between TKAs and UKAs. The aim of the present study was to investigate and to clarify the biomechanical differences between posterior stabilized TKAs and fixed bearing UKAs during walking. Methods A total of 28 patients participated in the present study. Fifteen patients who underwent TKA and thirteen patients who underwent UKA were enrolled. Gait analysis was done at an average of 12.9 months after surgery. The subjects performed level walking at a preferred speed. For each subject, three-dimensional kinematic, kinetic and ground reaction force data were recorded as well as clinical data including range of motion at the knee joint and plain radiographs. Differences of knee kinematics or kinetics were compared between TKAs and UKAs using two-tailed Mann Whitney U-test. Results On physical examination, passive range motion was significantly smaller in TKAs than in UKAs, while femorotibial angle on plain radiographs was not significantly different on plain radiographs. In terms of kinematics, TKAs were more flexed at heel contact and less extended in mid-stance phase compared to UKAs in the sagittal plane, and total excursion of TKAs were also smaller than UKAs. Regarding knee kinetics, TKA patients had significantly less peak tibial internal rotation moment in terminal stance phase. In addition, peak knee adduction moment was significantly larger in UKAs than in TKAs, while peak knee flexion moment was not significantly different. Conclusion Posterior stabilized TKAs exhibited less peak tibial internal rotation moment, which is known as pivot shift avoidance gait, in the present study, compared to fixed bearing UKAs. TKAs had similar gait pattern to anterior cruciate ligament deficient knees, compared to UKAs even if patients with TKAs had no subjective pain during walking.
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Affiliation(s)
- Kohei Nishizawa
- Department of Orthopedic Surgery, Keio University School of Medicine, Tokyo, Japan
| | - Kengo Harato
- Department of Orthopedic Surgery, Keio University School of Medicine, Tokyo, Japan.,Institute for Integrated Sports Medicine, Keio University School of Medicine, Tokyo, Japan
| | - Yutaro Morishige
- Department of Orthopedic Surgery, Keio University School of Medicine, Tokyo, Japan
| | - Shu Kobayashi
- Department of Orthopedic Surgery, Keio University School of Medicine, Tokyo, Japan
| | - Yasuo Niki
- Department of Orthopedic Surgery, Keio University School of Medicine, Tokyo, Japan
| | - Takeo Nagura
- Department of Orthopedic Surgery, Keio University School of Medicine, Tokyo, Japan
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Artificial Neural Networks in Motion Analysis-Applications of Unsupervised and Heuristic Feature Selection Techniques. SENSORS 2020; 20:s20164581. [PMID: 32824159 PMCID: PMC7472626 DOI: 10.3390/s20164581] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Revised: 08/01/2020] [Accepted: 08/10/2020] [Indexed: 12/14/2022]
Abstract
The use of machine learning to estimate joint angles from inertial sensors is a promising approach to in-field motion analysis. In this context, the simplification of the measurements by using a small number of sensors is of great interest. Neural networks have the opportunity to estimate joint angles from a sparse dataset, which enables the reduction of sensors necessary for the determination of all three-dimensional lower limb joint angles. Additionally, the dimensions of the problem can be simplified using principal component analysis. Training a long short-term memory neural network on the prediction of 3D lower limb joint angles based on inertial data showed that three sensors placed on the pelvis and both shanks are sufficient. The application of principal component analysis to the data of five sensors did not reveal improved results. The use of longer motion sequences compared to time-normalised gait cycles seems to be advantageous for the prediction accuracy, which bridges the gap to real-time applications of long short-term memory neural networks in the future.
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Mundt M, Thomsen W, Witter T, Koeppe A, David S, Bamer F, Potthast W, Markert B. Prediction of lower limb joint angles and moments during gait using artificial neural networks. Med Biol Eng Comput 2019; 58:211-225. [DOI: 10.1007/s11517-019-02061-3] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2019] [Accepted: 11/02/2019] [Indexed: 12/28/2022]
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Komnik I, David S, Haberer C, Weiss S, Potthast W. Does hamstrings co-contraction constrain knee internal rotation in patients with knee endoprosthesis during decline slope walking? Clin Biomech (Bristol, Avon) 2019; 67:134-141. [PMID: 31103963 DOI: 10.1016/j.clinbiomech.2019.05.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2018] [Revised: 06/22/2018] [Accepted: 05/08/2019] [Indexed: 02/07/2023]
Abstract
BACKGROUND Medial and lateral hamstrings are known for their capacity to promote internal or external rotation of the knee. Apart from implant geometry, increased co-contraction to a larger share of either the medial or lateral hamstrings has the potential to contribute to the restricted knee internal rotation especially under consideration of cruciate ligament substituting compared to cruciate ligament retaining knee endoprosthesis designs. Hence, the purpose of the study was to evaluate, whether increased co-contraction of the hamstrings contribute to the impaired knee internal rotation in total and unicondylar knee arthroplasty patients during level and decline walking. METHODS Knee joint angles were calculated using an inverse kinematics model in Anybody. Muscle activity was examined of the semitendinosus and biceps femoris. FINDINGS Knee internal rotation was constraint in the operated compared to the non-operated limb only in the total knee arthroplasty group during decline slope walking. Co-contraction values revealed no statistically significant differences between the operated and non-operated limb during the limited knee internal rotation period of time (59-94% of stance). Biceps femoris activity was significantly reduced (69-71% of stance) in the operated limb in the total knee arthroplasty group during decline slope walking. INTERPRETATION Contrary to the proposed mechanism, aspects other than co-contraction between semitendinosus and biceps femoris are involved in the impaired transverse plane knee motion. These include implant congruency and probably friction. Unexpectedly, the biceps femoris did not compensate the absence of the anterior cruciate ligament with increased muscular activity in the operated limb of the total knee arthroplasty group.
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Affiliation(s)
- Igor Komnik
- Institute of Biomechanics and Orthopaedics, German Sport University Cologne, Am Sportpark Müngersdorf 6, 50933 Cologne, Germany.
| | - Sina David
- Institute of Biomechanics and Orthopaedics, German Sport University Cologne, Am Sportpark Müngersdorf 6, 50933 Cologne, Germany.
| | - Christine Haberer
- ARCUS Clinics Pforzheim, Rastatter Str. 17-19, 75179 Pforzheim, Germany.
| | - Stefan Weiss
- ARCUS Clinics Pforzheim, Rastatter Str. 17-19, 75179 Pforzheim, Germany.
| | - Wolfgang Potthast
- Institute of Biomechanics and Orthopaedics, German Sport University Cologne, Am Sportpark Müngersdorf 6, 50933 Cologne, Germany.
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Assessment of the measurement accuracy of inertial sensors during different tasks of daily living. J Biomech 2018; 84:81-86. [PMID: 30585155 DOI: 10.1016/j.jbiomech.2018.12.023] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2018] [Revised: 11/16/2018] [Accepted: 12/12/2018] [Indexed: 11/20/2022]
Abstract
The low cost and ease of use of inertial measurement units (IMUs) make them an attractive option for motion analysis tasks that cannot be easily measured in a laboratory. To date, only a limited amount of research has been conducted comparing commercial IMU systems to optoelectronic systems, the gold standard, for everyday tasks like stair climbing and inclined walking. In this paper, the 3D joint angles of the lower limbs are determined using both an IMU system and an optoelectronic system for twelve participants during stair ascent and descent, and inclined, declined and level walking. Three different datasets based on different hardware and anatomical models were collected for the same movement in an effort to determine the cause and quantify the errors involved with the analysis. Firstly, to calculate software errors, two different anatomical models were compared for one hardware system. Secondly, to calculate hardware errors, results were compared between two different measurement systems using the same anatomical model. Finally, the overall error between both systems with their native anatomical models was calculated. Statistical analysis was performed using statistical parametric mapping. When both systems were evaluated based on the same anatomical model, the number of trials with significant differences decreased markedly. Thus, the differences in joint angle measurement can mainly be attributed to the variability in the anatomical models used for calculations and not to the IMU hardware.
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Komnik I, David S, Funken J, Haberer C, Potthast W, Weiss S. Compromised knee internal rotation in total knee arthroplasty patients during stair climbing. PLoS One 2018; 13:e0205492. [PMID: 30304032 PMCID: PMC6179266 DOI: 10.1371/journal.pone.0205492] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2018] [Accepted: 09/26/2018] [Indexed: 11/19/2022] Open
Abstract
Due to the significant role of rotational properties for normal knee function, this study aimed to investigate transverse plane kinematics and kinetics in total knee arthroplasty and unicondylar knee arthroplasty patients during activities of daily living compared to a healthy control group, including stair ascent and descent. The study participants consisted of a total knee arthroplasty group including posterior cruciate retaining and posterior stabilized designs as well as a unicondylar knee arthroplasty group and a healthy control group. Three-dimensional kinematics and kinetics were captured using a Vicon system and two Kistler force plates embedded in the floor and another two in a staircase. Inverse dynamics of the lower limbs was computed in Anybody™ Modeling System. Transverse plane joint angles and joint moments were analyzed utilizing the statistical non-parametric mapping approach, considering the entire curve shape for statistical analysis. The patients with total knee arthroplasty exhibited significantly reduced knee internal rotation of the operated knee compared to the control group and the patients’ unimpaired limb, especially during the stair climbing tasks. Both unicondylar and total knee arthroplasty patients were found to have similar reduced internal rotation motion time series in stair descent. In conclusion, potential kinematic and kinetic benefits of unicondylar knee arthroplasty over total knee arthroplasty could not be proven in the current study. Aside from the usually mentioned reasons inducing constrained knee internal rotation in total knee arthroplasty patients, future studies should investigate to what extent co-contraction may contribute to this functional impairment in patients after knee arthroplasty surgery.
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Affiliation(s)
- Igor Komnik
- Institute of Biomechanics and Orthopaedics, German Sport University Cologne, Cologne, Nordrhein-Westfalen, Germany
- * E-mail:
| | - Sina David
- Institute of Biomechanics and Orthopaedics, German Sport University Cologne, Cologne, Nordrhein-Westfalen, Germany
| | - Johannes Funken
- Institute of Biomechanics and Orthopaedics, German Sport University Cologne, Cologne, Nordrhein-Westfalen, Germany
| | | | - Wolfgang Potthast
- Institute of Biomechanics and Orthopaedics, German Sport University Cologne, Cologne, Nordrhein-Westfalen, Germany
| | - Stefan Weiss
- ARCUS Clinics Pforzheim, Pforzheim, Baden-Württemberg, Germany
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Gait comparison of unicompartmental knee arthroplasty and total knee arthroplasty during level walking. PLoS One 2018; 13:e0203310. [PMID: 30161216 PMCID: PMC6117028 DOI: 10.1371/journal.pone.0203310] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2018] [Accepted: 08/18/2018] [Indexed: 11/19/2022] Open
Abstract
This meta-analysis compared the gait patterns of unicompartmental knee arthroplasty (UKA) patients and total knee arthroplasty (TKA) patients during level walking by evaluating the kinetics, kinematics, and spatiotemporal parameters. Studies were included in the meta-analysis if they assessed the vertical ground reaction force (GRF), joint moment at stance, flexion at initial contact, flexion at swing, overall range of motion (ROM), coronal knee angle at stance, walking speed, cadence, and stride length in UKA patients or TKA patients. Seven non-randomized studies met the criteria for inclusion in this meta-analysis. UKA patients and TKA patients were similar in terms of vertical GRF (95% CI: -0.36 to 0.20; P = 0.60), joint moment (95% CI: -0.55 to 0.63; P = 0.90), kinematic outcomes (95% CI: -0.72 to 1.02; P = 0.74), walking speed (95% CI: -0.27 to 0.81; P = 0.32), and cadence (95% CI: -0.14 to 0.68; P = 0.20). In contrast, the stride length (95% CI: 0.01 to 0.80; P = 0.04) differed significantly between groups. Subgroup analyses revealed that the pooled data were similar between the groups: 1st maximum (heel strike), -0.18 BW (P = 0.53); 1st minimum (mid-stance), -0.43 BW (P = 0.08); and 2nd maximum (toe off), -0.03 BW (P = 0.87). On gait analysis, there were no significant differences in vertical GRF, joint moment at stance, overall kinematics, walking speed, or cadence between UKA patients and TKA patients during level walking. However, the TKA group had significantly shorter stride length than UKA patients. Although the comparison was inconclusive in determining which types of knee arthroplasty offered the closest approximation to normal gait, we consider it important to provide better rehabilitation programs to reduce the abnormal stride length in TKA patients compared to UKA patients.
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Knee motion symmetry was not restored in patients with unilateral bi-cruciate retaining total knee arthroplasty-in vivo three-dimensional kinematic analysis. INTERNATIONAL ORTHOPAEDICS 2018; 42:2817-2823. [PMID: 29779140 DOI: 10.1007/s00264-018-3986-8] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/07/2018] [Accepted: 05/10/2018] [Indexed: 01/14/2023]
Abstract
PURPOSE Although unilateral total knee arthroplasty (TKA) is successful in restoring function, there are concerns in relation to asymmetric gait patterns. Bi-cruciate retaining (BCR) TKA design preserves both anterior and posterior cruciate ligaments with the potential to restore normal joint kinematics. The purpose of this study was to investigate the in vivo three-dimensional (3D) kinematics of the knee in unilateral BCR TKA patients during gait. METHODS Twenty-nine unilateral BCR TKA patients were evaluated for both knees during treadmill gait using a combined computer tomography and dual fluoroscopic imaging system approach. RESULTS Significantly higher flexion (4 ± 6.7°) and internal rotation (4.3 ± 4.7°) and significantly lower adduction (2.5 ± 4.4°) during the stance phase of gait cycle were observed in the implanted side of unilateral BCR TKA patients. Significant asymmetric lateral/medial (3.2 ± 4.8 mm) and anterior/posterior (3.4 ± 4.1 mm) tibial translations were also measured during treadmill gait in this cohort of patients. CONCLUSION Despite maintaining anteroposterior stability, asymmetric knee motion persisted in in vivo unilateral BCR TKA patients during gait. The results of the current study suggested that the knee motion symmetry during gait was not restored in patients with unilateral BCR TKA.
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