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Galán-Olleros M, Lerma-Lara S, Torres-Izquierdo B, Ramírez-Barragán A, Egea-Gámez RM, Hosseinzadeh P, Martínez-Caballero I. Does patella lowering as part of multilevel surgery improve knee kinematics in children with cerebral palsy and crouch gait? A meta-analysis of comparative studies. J Child Orthop 2024; 18:13-25. [PMID: 38348440 PMCID: PMC10859119 DOI: 10.1177/18632521231217542] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Accepted: 11/14/2023] [Indexed: 02/15/2024] Open
Abstract
Purpose To evaluate differences in knee kinematic outcomes of patellar-lowering surgery, specifically patellar tendon advancement or patellar tendon shortening, compared with no-patellar-lowering surgery in multilevel surgery for children with cerebral palsy and crouch gait. Methods Four databases were searched to retrieve studies published from inception until 2023. Three reviewers independently screened for studies with observational or randomized control designs, comparing two groups of patients with cerebral palsy and crouch gait who underwent multilevel surgery (with patellar-lowering surgery versus no-patellar-lowering surgery), where various gait analysis outcomes were reported (CRD42023450692). The risk of bias was assessed with the Risk Of Bias In Non-randomised Studies - of Interventions (ROBINS-I) tool. Results Seven studies (249 patients and 368 limbs) met the eligibility criteria. Patients undergoing patellar-lowering surgery demonstrated statistically significant improvements in knee flexion at initial contact (mean difference = -6.39; 95% confidence interval = [-10.4, -2.75]; p = 0.0006; I2 = 84%), minimum knee flexion in stance (mean difference = -14.27; 95% confidence interval = [-18.31, -10.23]; p < 0.00001; I2 = 89%), and clinical knee flexion contracture (mean difference = -5.6; 95% confidence interval = [-9.59, -1.6]; p = 0.006; I2 = 95%), with a significant increase in anterior pelvic tilt (mean difference = 2.97; 95% confidence interval = [0.58, 5.36]; p = 0.01; I2 = 15%). However, improvements in gait deviation index and decrease in peak knee flexion in swing did not reach statistical significance. Subgroup analysis reduced heterogeneity and revealed (1) greater improvement using patellar tendon shortening versus patellar tendon advancement techniques; (2) lack of knee flexion contracture improvement in high-quality or longer-term studies; (3) longer-term improvement only in minimum knee flexion in stance, with a decrease in peak knee flexion in swing; and (4) an inability to assess the potential benefit of rectus femoris procedure and hamstring preservation. Conclusions Overall, the combination of patellar-lowering surgery with multilevel surgery demonstrated superior improvements in stance-phase knee kinematics compared with multilevel surgery alone, despite an increase in anterior pelvic tilt and a longer-term knee flexion reduction during the swing phase. Level of evidence Level III, Systematic review of level III studies.
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Affiliation(s)
- María Galán-Olleros
- Neuro-Orthopaedic Unit, Orthopaedic Surgery and Traumatology Department, Hospital Infantil Universitario Niño Jesús, Madrid, Spain
| | - Sergio Lerma-Lara
- Departament of Physiotherapy, Centro Superior de Estudios Universitarios La Salle, Universidad Autónoma de Madrid, Madrid, Spain
| | - Beltran Torres-Izquierdo
- Department of Orthopaedic Surgery, Washington University School of Medicine, Saint Louis, MO, USA
| | - Ana Ramírez-Barragán
- Neuro-Orthopaedic Unit, Orthopaedic Surgery and Traumatology Department, Hospital Infantil Universitario Niño Jesús, Madrid, Spain
| | - Rosa M Egea-Gámez
- Neuro-Orthopaedic Unit, Orthopaedic Surgery and Traumatology Department, Hospital Infantil Universitario Niño Jesús, Madrid, Spain
| | - Pooya Hosseinzadeh
- Department of Orthopaedic Surgery, Washington University School of Medicine, Saint Louis, MO, USA
| | - Ignacio Martínez-Caballero
- Neuro-Orthopaedic Unit, Orthopaedic Surgery and Traumatology Department, Hospital Infantil Universitario Niño Jesús, Madrid, Spain
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Van Criekinge T, Heremans C, Burridge J, Deutsch JE, Hammerbeck U, Hollands K, Karthikbabu S, Mehrholz J, Moore JL, Salbach NM, Schröder J, Veerbeek JM, Weerdesteyn V, Borschmann K, Churilov L, Verheyden G, Kwakkel G. Standardized measurement of balance and mobility post-stroke: Consensus-based core recommendations from the third Stroke Recovery and Rehabilitation Roundtable. Int J Stroke 2024; 19:158-168. [PMID: 37824730 DOI: 10.1177/17474930231205207] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2023]
Abstract
BACKGROUND Mobility is a key priority for stroke survivors. Worldwide consensus of standardized outcome instruments for measuring mobility recovery after stroke is an essential milestone to optimize the quality of stroke rehabilitation and recovery studies and to enable data synthesis across trials. METHODS Using a standardized methodology, which involved convening of 13 worldwide experts in the field of mobility rehabilitation, consensus was established through an a priori defined survey-based approach followed by group discussions. The group agreed on balance- and mobility-related definitions and recommended a core set of outcome measure instruments for lower extremity motor function, balance and mobility, biomechanical metrics, and technologies for measuring quality of movement. RESULTS Selected measures included the Fugl-Meyer Motor Assessment lower extremity subscale for motor function, the Trunk Impairment Scale for sitting balance, and the Mini Balance Evaluation System Test (Mini-BESTest) and Berg Balance Scale (BBS) for standing balance. The group recommended the Functional Ambulation Category (FAC, 0-5) for walking independence, the 10-meter Walk Test (10 mWT) for walking speed, the 6-Minute Walk Test (6 MWT) for walking endurance, and the Dynamic Gait Index (DGI) for complex walking. An FAC score of less than three should be used to determine the need for an additional standing test (FAC < 3, add BBS to Mini-BESTest) or the feasibility to assess walking (FAC < 3, 10 mWT, 6 MWT, and DGI are "not testable"). In addition, recommendations are given for prioritized kinetic and kinematic metrics to be investigated that measure recovery of movement quality of standing balance and walking, as well as for assessment protocols and preferred equipment to be used. CONCLUSIONS The present recommendations of measures, metrics, technology, and protocols build on previous consensus meetings of the International Stroke Recovery and Rehabilitation Alliance to guide the research community to improve the validity and comparability between stroke recovery and rehabilitation studies as a prerequisite for building high-quality, standardized "big data" sets. Ultimately, these recommendations could lead to high-quality, participant-specific data sets to aid the progress toward precision medicine in stroke rehabilitation.
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Affiliation(s)
| | | | - Jane Burridge
- School of Health Sciences, Faculty of Environmental and Life Sciences, University of Southampton, Southampton, UK
| | - Judith E Deutsch
- RiVERS Lab, Department of Rehabilitation and Movement Sciences, School of Health Professions, Rutgers University, Newark, NJ, USA
| | - Ulrike Hammerbeck
- School of Sport and Health Sciences, University of Brighton, Brighton, UK
| | | | - Suruliraj Karthikbabu
- KMCH College of Physiotherapy, Kovai Medical Center Research and Educational Trust and The Tamil Nadu Dr. M.G.R. Medical University, Coimbatore, India
| | - Jan Mehrholz
- Department of Public Health, Dresden Medical School, Technical University Dresden, Dresden, Germany
| | - Jennifer L Moore
- Institute for Knowledge Translation, Carmel, IN, USA
- Southeastern Norway Regional Center for Knowledge Translation in Rehabilitation, Oslo, Norway
| | - Nancy M Salbach
- Department of Physical Therapy, Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada
- The KITE Research Institute, University Health Network, Toronto, ON, Canada
| | - Jonas Schröder
- Research Group MOVANT, Department of Rehabilitation Sciences and Physiotherapy, University of Antwerp, Antwerp, Belgium
| | | | - Vivian Weerdesteyn
- Department of Rehabilitation, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
- Sint Maartenskliniek Research, Nijmegen, The Netherlands
| | - Karen Borschmann
- The Florey Institute of Neuroscience and Mental Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Leonid Churilov
- The Florey Institute of Neuroscience and Mental Health, The University of Melbourne, Melbourne, VIC, Australia
- Department of Medicine, Melbourne Medical School, Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Melbourne, VIC, Australia
| | - Geert Verheyden
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Gert Kwakkel
- Department of Rehabilitation Medicine, Amsterdam Movement Sciences, Amsterdam Neuroscience, Amsterdam University Medical Centers, Amsterdam, The Netherlands
- Department of Physical Therapy & Human Movement Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Department of Neurorehabilitation, Amsterdam Rehabilitation Research Centre, Reade, Amsterdam, The Netherlands
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53
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Faisal AI, Mondal T, Deen MJ. Systematic Development of a Simple Human Gait Index. IEEE Rev Biomed Eng 2024; 17:229-242. [PMID: 37224377 DOI: 10.1109/rbme.2023.3279655] [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: 05/26/2023]
Abstract
Human gait analysis aims to assess gait mechanics and to identify the deviations from "normal" gait patterns by using meaningful parameters extracted from gait data. As each parameter indicates different gait characteristics, a proper combination of key parameters is required to perform an overall gait assessment. Therefore, in this study, we introduced a simple gait index derived from the most important gait parameters (walking speed, maximum knee flexion angle, stride length, and stance-swing phase ratio) to quantify overall gait quality. We performed a systematic review to select the parameters and analyzed a gait dataset (120 healthy subjects) to develop the index and to determine the healthy range (0.50 - 0.67). To validate the parameter selection and to justify the defined index range, we applied a support vector machine algorithm to classify the dataset based on the selected parameters and achieved a high classification accuracy (∼95%). Also, we explored other published datasets that are in good agreement with the proposed index prediction, reinforcing the reliability and effectiveness of the developed gait index. The gait index can be used as a reference for preliminary assessment of human gait conditions and to quickly identify abnormal gait patterns and possible relation to health issues.
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54
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Van Criekinge T, Heremans C, Burridge J, Deutsch JE, Hammerbeck U, Hollands K, Karthikbabu S, Mehrholz J, Moore JL, Salbach NM, Schröder J, Veerbeek JM, Weerdesteyn V, Borschmann K, Churilov L, Verheyden G, Kwakkel G. Standardized measurement of balance and mobility post-stroke: Consensus-based core recommendations from the third Stroke Recovery and Rehabilitation Roundtable. Neurorehabil Neural Repair 2024; 38:41-51. [PMID: 37837351 DOI: 10.1177/15459683231209154] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/16/2023]
Abstract
BACKGROUND Mobility is a key priority for stroke survivors. Worldwide consensus of standardized outcome instruments for measuring mobility recovery after stroke is an essential milestone to optimize the quality of stroke rehabilitation and recovery studies and to enable data synthesis across trials. METHODS Using a standardized methodology, which involved convening of 13 worldwide experts in the field of mobility rehabilitation, consensus was established through an a priori defined survey-based approach followed by group discussions. The group agreed on balance- and mobility-related definitions and recommended a core set of outcome measure instruments for lower extremity motor function, balance and mobility, biomechanical metrics, and technologies for measuring quality of movement. RESULTS Selected measures included the Fugl-Meyer Motor Assessment lower extremity subscale for motor function, the Trunk Impairment Scale for sitting balance, and the Mini Balance Evaluation System Test (Mini-BESTest) and Berg Balance Scale (BBS) for standing balance. The group recommended the Functional Ambulation Category (FAC, 0-5) for walking independence, the 10-meter Walk Test (10 mWT) for walking speed, the 6-Minute Walk Test (6 MWT) for walking endurance, and the Dynamic Gait Index (DGI) for complex walking. An FAC score of less than three should be used to determine the need for an additional standing test (FAC < 3, add BBS to Mini-BESTest) or the feasibility to assess walking (FAC < 3, 10 mWT, 6 MWT, and DGI are "not testable"). In addition, recommendations are given for prioritized kinetic and kinematic metrics to be investigated that measure recovery of movement quality of standing balance and walking, as well as for assessment protocols and preferred equipment to be used. CONCLUSIONS The present recommendations of measures, metrics, technology, and protocols build on previous consensus meetings of the International Stroke Recovery and Rehabilitation Alliance to guide the research community to improve the validity and comparability between stroke recovery and rehabilitation studies as a prerequisite for building high-quality, standardized "big data" sets. Ultimately, these recommendations could lead to high-quality, participant-specific data sets to aid the progress toward precision medicine in stroke rehabilitation.
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Affiliation(s)
| | | | - Jane Burridge
- School of Health Sciences, Faculty of Environmental and Life Sciences, University of Southampton, Southampton, UK
| | - Judith E Deutsch
- RiVERS Lab, Department of Rehabilitation and Movement Sciences, School of Health Professions, Rutgers University, Newark, NJ, USA
| | - Ulrike Hammerbeck
- School of Sport and Health Sciences, University of Brighton, Brighton, UK
| | | | - Suruliraj Karthikbabu
- KMCH College of Physiotherapy, Kovai Medical Center Research and Educational Trust and The Tamil Nadu Dr. M.G.R. Medical University, Coimbatore, India
| | - Jan Mehrholz
- Department of Public Health, Dresden Medical School, Technical University Dresden, Dresden, Germany
| | - Jennifer L Moore
- Institute for Knowledge Translation, Carmel, IN, USA
- Southeastern Norway Regional Center for Knowledge Translation in Rehabilitation, Oslo, Norway
| | - Nancy M Salbach
- Department of Physical Therapy, Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada
- The KITE Research Institute, University Health Network, Toronto, ON, Canada
| | - Jonas Schröder
- Research Group MOVANT, Department of Rehabilitation Sciences and Physiotherapy, University of Antwerp, Antwerp, Belgium
| | | | - Vivian Weerdesteyn
- Department of Rehabilitation, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
- Sint Maartenskliniek Research, Nijmegen, The Netherlands
| | - Karen Borschmann
- The Florey Institute of Neuroscience and Mental Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Leonid Churilov
- The Florey Institute of Neuroscience and Mental Health, The University of Melbourne, Melbourne, VIC, Australia
- Department of Medicine, Melbourne Medical School, Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Melbourne, VIC, Australia
| | - Geert Verheyden
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Gert Kwakkel
- Department of Rehabilitation Medicine, Amsterdam Movement Sciences, Amsterdam Neuroscience, Amsterdam University Medical Centers, Amsterdam, The Netherlands
- Department of Physical Therapy & Human Movement Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Department of Neurorehabilitation, Amsterdam Rehabilitation Research Centre, Reade, Amsterdam, The Netherlands
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Ustinova KI, Langenderfer JE. Feasibility of using the NewGait assistive device for correcting gait deviations in individuals with various neurological disorders: Case study. PHYSIOTHERAPY RESEARCH INTERNATIONAL 2024; 29:e2055. [PMID: 37818770 DOI: 10.1002/pri.2055] [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: 02/28/2023] [Revised: 09/08/2023] [Accepted: 09/29/2023] [Indexed: 10/13/2023]
Abstract
PURPOSE Impaired gait is one of the earliest, most devastating, and long-lasting symptoms associated with neurological disorders. This study tested the feasibility of wearing the NewGait rehabilitative device in individuals with gait impairments due to the most common neurological disorders. METHODS Seven participants with gait impairments due to strokes, Multiple Sclerosis, peripheral neuropathies, Cerebral Palsy (CP) and Parkinson's Disease (PD) were included in the study. Their walking with and without wearing the NewGait was analyzed and compared using the Vicon T160 system for motion analysis. Gait velocity, step length, foot clearance, lateral displacement of the Center of Mass, gait deviation and symmetry indexes were compared using two standard deviation band method for each participant. RESULTS Participants subjectively assessed the NewGait as a comfortable device to wear and showed immediate gait improvements to varying degrees. Most improvements were observed in participants with muscle weakness due to peripheral neuropathies, stroke, MS, and CP. These participants improved their foot clearance, gait velocity, and step length. Participants with cerebellar stroke and PD increased their gait stability. All participants demonstrated a reduction in composite gait deviation indexes. Not all gait parameters, though, showed immediate changes. CONCLUSION The results suggest that the NewGait rehabilitative device is feasible and useful for correcting gait impairments caused by neurological deficits. Participants may need to wear this device for longer periods of time in order to achieve long lasting changes in the gait pattern, rather than an immediate correction.
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Affiliation(s)
- Ksenia I Ustinova
- Department of Physical Therapy, Central Michigan University, Mount Pleasant, Michigan, USA
| | - Joseph E Langenderfer
- School of Engineering and Technology, Central Michigan University, Mount Pleasant, Michigan, USA
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56
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Zaidi KF, Harris-Love M. Upper extremity kinematics: development of a quantitative measure of impairment severity and dissimilarity after stroke. PeerJ 2023; 11:e16374. [PMID: 38089910 PMCID: PMC10712307 DOI: 10.7717/peerj.16374] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2023] [Accepted: 10/08/2023] [Indexed: 12/18/2023] Open
Abstract
Background Strokes are a leading cause of disability worldwide, with many survivors experiencing difficulty in recovering upper extremity movement, particularly hand function and grasping ability. There is currently no objective measure of movement quality, and without it, rehabilitative interventions remain at best informed estimations of the underlying neural structures' response to produce movement. In this article, we utilize a novel modification to Procrustean distance to quantify curve dissimilarity and propose the Reach Severity and Dissimilarity Index (RSDI) as an objective measure of motor deficits. Methods All experiments took place at the Medstar National Rehabilitation Hospital; persons with stroke were recruited from the hospital patient population. Using Fugl-Meyer (FM) scores and reach capacities, stroke survivors were placed in either mild or severe impairment groups. Individuals completed sets of reach-to-target tasks to extrapolate kinematic metrics describing motor performance. The Procrustes method of statistical shape analysis was modified to identify reaching sub-movements that were congruous to able-bodied sub-movements. Findings Movement initiation proceeds comparably to the reference curve in both two- and three-dimensional representations of mild impairment movement. There were significant effects of the location of congruent segments between subject and reference curves, mean velocities, peak roll angle, and target error. These metrics were used to calculate a preliminary RSDI score with severity and dissimilarity sub-scores, and subjects were reclassified in terms of rehabilitation goals as Speed Emphasis, Strength Emphasis, and Combined Emphasis. Interpretation The modified Procrustes method shows promise in identifying disruptions in movement and monitoring recovery without adding to patient or clinician burden. The proposed RSDI score can be adapted and expanded to other functional movements and used as an objective clinical tool. By reducing the impact of stroke on disability, there is a significant potential to improve quality of life through individualized rehabilitation.
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Affiliation(s)
- Khadija F. Zaidi
- Department of Bioengineering, George Mason University, Fairfax, United States
| | - Michelle Harris-Love
- University of Colorado, Anschutz Medical Campus, Aurora, Colorado, United States
- Medstar National Rehabilitation Hospital, Washington, District of Columbia, United States of America
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57
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Mar D, Robinson K, Wilson B, Rashbaum R. Effect of sacroiliac fusion on gait, standing balance, and pelvic mobility for unilateral sacroiliac joint dysfunction. NORTH AMERICAN SPINE SOCIETY JOURNAL 2023; 16:100288. [PMID: 38025937 PMCID: PMC10666026 DOI: 10.1016/j.xnsj.2023.100288] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Accepted: 10/16/2023] [Indexed: 12/01/2023]
Abstract
Background Sacroiliac joint fusion (SIF) has been shown to effectively alleviate pain and improve functional deficits associated with sacroiliac joint dysfunction (SIJD). Previous studies have demonstrated significant improvements in gait function, however, none have reported both over-ground walking and quiescent standing, and additionally, none have included analysis of pelvic kinematics which may contain important information regarding pain avoidant compensatory behaviors. The purpose of this study was to identify objective functional differences between symptomatic and asymptomatic sides of unilateral sacroiliac joint dysfunction (SIJD) patients and to demonstrate the effectiveness of unilateral sacroiliac fusion (SIF) to improve gait and balance function compared to matched controls. Methods Thirteen unilateral SIJD patients were evaluated before and 6 months after SIF and were compared to matched asymptomatic controls. Pain and disability were assessed using visual analog scales and the Oswestry disability index respectively. Over ground walking and standing balance were assessed using 3D joint kinematics and kinetic ground reaction force analyses. Results Preoperatively, SIJD patients reported high levels of pain and disability and exhibited significant deficits in gait including elevated step width, reduced hip flexion/extension, and elevated pelvic motion as well as elevated center of pressure sway characteristics during standing. After unilateral SIF, patients reported significant reductions in pain and demonstrated significant improvements in gait including normalization of step width between sides and improved hip motion however elevated pelvic obliquity and rotation motion remained. Improvements in standing balance included reduced coronal sway characteristics and normalization of loading symmetry between sides. Conclusion Unilateral SIF resulted in significant improvements in both gait and balance function among SIJD patients to levels comparable to matched controls, however elevated pelvic motion remained. These findings help inform surgeons on the effectiveness of SIF for unilateral SIJD and provide important information regarding interpretation of functional outcomes.
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Affiliation(s)
- Damon Mar
- University of Kansas Medical Center, 3901 Rainbow Blvd., Delp 5040, Mail Stop 3017, Kansas City, KS 66160, USA
| | - Kyle Robinson
- Texas Back Institute, 6020 W. Parker Rd., Plano, TX 75093, USA
| | - Bethany Wilson
- Texas Back Institute, 6020 W. Parker Rd., Plano, TX 75093, USA
| | - Ralph Rashbaum
- Texas Back Institute, 6020 W. Parker Rd., Plano, TX 75093, USA
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Alexander N, Cip J, Müller E, Lengnick-Lampadius K, Broser PJ. Gait is not Affected by Hemispherotomy-Case Report from Two Children. Neuropediatrics 2023; 54:397-401. [PMID: 36706787 DOI: 10.1055/a-2021-0202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
In children with therapy refractory epilepsy, the functional disconnection of one hemisphere (hemispherotomy) may be considered as a treatment option. The visual field defects and hand function effects associated with the procedure have been extensively studied. However, the effect of the hemispherotomy on gait pattern has thus far only been analyzed qualitatively, and there is limited quantitative data. At the Children's Hospital, we regularly perform standardized quantitative gait analysis studies and care for children with complex epilepsies. During the standard routine of care for two children with structural therapy refractory epilepsy, gait analysis was performed prior to and after hemispherotomy. Both patients had prenatal ischemic brain lesions, had developed severe epilepsy during the first 3 years of life, and were treated with the hemispherotomy at about 7 years of age. Interestingly, one patient did not show any changes in gait pattern, while for the other patient, differences could be observed by means of three-dimensional gait analysis. However, greater deviations to controls postoperatively may also be related to day-to-day variability.
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Affiliation(s)
- Nathalie Alexander
- Laboratory for Motion Analysis, Department of Paediatric Orthopaedics, Children's Hospital of Eastern Switzerland, Street Gallen, Switzerland
- Department of Orthopaedics and Traumatology, Cantonal Hospital, St. Gallen, Switzerland
| | - Johannes Cip
- Department of Paediatric Orthopaedics, Children's Hospital of Eastern Switzerland, St. Gallen, Switzerland
| | - Elisabeth Müller
- Department of Paediatric Neurology, Children's Hospital of Eastern Switzerland, St. Gallen, Switzerland
| | - Katrin Lengnick-Lampadius
- Department of Paediatric Neurology, Children's Hospital of Eastern Switzerland, St. Gallen, Switzerland
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Kidziński Ł, Hastie T. Modeling longitudinal data using matrix completion. J Comput Graph Stat 2023; 33:551-566. [PMID: 38993268 PMCID: PMC11234230 DOI: 10.1080/10618600.2023.2257257] [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: 04/29/2022] [Accepted: 08/25/2023] [Indexed: 07/13/2024]
Abstract
In clinical practice and biomedical research, measurements are often collected sparsely and irregularly in time, while the data acquisition is expensive and inconvenient. Examples include measurements of spine bone mineral density, cancer growth through mammography or biopsy, a progression of defective vision, or assessment of gait in patients with neurological disorders. Practitioners often need to infer the progression of diseases from such sparse observations. A classical tool for analyzing such data is a mixed-effect model where time is treated as both a fixed effect (population progression curve) and a random effect (individual variability). Alternatively, researchers use Gaussian processes or functional data analysis, assuming that observations are drawn from a certain distribution of processes. While these models are flexible, they rely on probabilistic assumptions, require very careful implementation, and tend to be slow in practice. In this study, we propose an alternative elementary framework for analyzing longitudinal data motivated by matrix completion. Our method yields estimates of progression curves by iterative application of the Singular Value Decomposition. Our framework covers multivariate longitudinal data, and regression and can be easily extended to other settings. As it relies on existing tools for matrix algebra, it is efficient and easy to implement. We apply our methods to understand trends of progression of motor impairment in children with Cerebral Palsy. Our model approximates individual progression curves and explains 30% of the variability. Low-rank representation of progression trends enables identification of different progression trends in subtypes of Cerebral Palsy.
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Ma N, Gould D, Camathias C, Graham K, Rutz E. Single-Event Multi-Level Surgery in Cerebral Palsy: A Bibliometric Analysis. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:1922. [PMID: 38003972 PMCID: PMC10672936 DOI: 10.3390/medicina59111922] [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: 10/03/2023] [Revised: 10/21/2023] [Accepted: 10/28/2023] [Indexed: 11/26/2023]
Abstract
Background and Objectives: Single-Event Multi-Level Surgery (SEMLS) is a complex surgical programme in which soft tissue contractures and bony torsional deformities at the ankle, knee and hip, in both lower limbs are surgically corrected during a single operative session, requiring one hospital admission and one period of rehabilitation. The aim of SEMLS is to improve gait and function in ambulant children with cerebral palsy. Utilisation of the SEMLS concept can reduce the number of surgical events, hospital inpatient stays and reduce rehabilitation requirements to a single intensive episode. Three-dimensional gait analysis is a pre-requisite to plan intervention at multiple anatomic levels to correct fixed deformities and to improve gait and function. Materials and Methods: This study was a bibliometric analysis of SEMLS in cerebral palsy using the Clarivate Web of Science Core Collection database from 1900 to 29 May 2023. Results: A total of 84 studies met the inclusion criteria. The most highly cited article was "Correction of severe crouch gait in patients with spastic diplegia with use of multilevel orthopaedic surgery" by Rodda et al. (2006) with 141 citations. The most productive institutions by number of articles were the Royal Children's Hospital Melbourne (Australia), Murdoch Children's Research Institute (Australia) and University of Melbourne (Australia). The most productive author by number of citations was HK Graham (Australia). Conclusions: The literature base for SEMLS consists largely of retrospective cohort studies. The aforementioned three institutes in Melbourne, Australia, which frequently collaborate together, have contributed the greatest number of studies in this field.
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Affiliation(s)
- Norine Ma
- Department of Paediatrics, The University of Melbourne, Melbourne, VIC 3010, Australia
| | - Daniel Gould
- Department of Paediatrics, The University of Melbourne, Melbourne, VIC 3010, Australia
| | - Carlo Camathias
- Medical Faculty, University of Basel, 4001 Basel, Switzerland
- Praxis Zeppelin, Brauerstrasse 95, 9016 St. Gallen, Switzerland
| | - Kerr Graham
- Department of Paediatrics, The University of Melbourne, Melbourne, VIC 3010, Australia
- Paediatric Orthopaedic Department, The Royal Children’s Hospital, Parkville, VIC 3052, Australia
- Hugh Williamson Gait Analysis Laboratory, The Royal Children’s Hospital, Parkville, VIC 3052, Australia
- Murdoch Children’s Research Institute, Melbourne, VIC 3052, Australia
| | - Erich Rutz
- Department of Paediatrics, The University of Melbourne, Melbourne, VIC 3010, Australia
- Medical Faculty, University of Basel, 4001 Basel, Switzerland
- Paediatric Orthopaedic Department, The Royal Children’s Hospital, Parkville, VIC 3052, Australia
- Hugh Williamson Gait Analysis Laboratory, The Royal Children’s Hospital, Parkville, VIC 3052, Australia
- Murdoch Children’s Research Institute, Melbourne, VIC 3052, Australia
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Kahlon AS, Verma K, Sage A, Lee SCK, Behboodi A. Enhancing Wearable Gait Monitoring Systems: Identifying Optimal Kinematic Inputs in Typical Adolescents. SENSORS (BASEL, SWITZERLAND) 2023; 23:8275. [PMID: 37837105 PMCID: PMC10575151 DOI: 10.3390/s23198275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Revised: 09/28/2023] [Accepted: 10/03/2023] [Indexed: 10/15/2023]
Abstract
Machine learning-based gait systems facilitate the real-time control of gait assistive technologies in neurological conditions. Improving such systems needs the identification of kinematic signals from inertial measurement unit wearables (IMUs) that are robust across different walking conditions without extensive data processing. We quantify changes in two kinematic signals, acceleration and angular velocity, from IMUs worn on the frontal plane of bilateral shanks and thighs in 30 adolescents (8-18 years) on a treadmills and outdoor overground walking at three different speeds (self-selected, slow, and fast). Primary curve-based analyses included similarity analyses such as cosine, Euclidean distance, Poincare analysis, and a newly defined bilateral symmetry dissimilarity test (BSDT). Analysis indicated that superior-inferior shank acceleration (SI shank Acc) and medial-lateral shank angular velocity (ML shank AV) demonstrated no differences to the control signal in BSDT, indicating the least variability across the different walking conditions. Both SI shank Acc and ML shank AV were also robust in Poincare analysis. Secondary parameter-based similarity analyses with conventional spatiotemporal gait parameters were also performed. This normative dataset of walking reports raw signal kinematics that demonstrate the least to most variability in switching between treadmill and outdoor walking to help guide future machine learning models to assist gait in pediatric neurological conditions.
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Affiliation(s)
| | - Khushboo Verma
- Pediatric Mobility Lab, Department of Physical Therapy, University of Delaware, Newark, DE 19716, USA; (K.V.); (S.C.K.L.)
| | | | - Samuel C. K. Lee
- Pediatric Mobility Lab, Department of Physical Therapy, University of Delaware, Newark, DE 19716, USA; (K.V.); (S.C.K.L.)
| | - Ahad Behboodi
- Neurorehabilitation and Biomechanics Research Section, Rehabilitation Medicine Department, Clinical Center, National Institutes of Health, Bethesda, MD 20892, USA
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Sinovas-Alonso I, Herrera-Valenzuela D, de-Los-Reyes-Guzmán A, Cano-de-la-Cuerda R, Del-Ama AJ, Gil-Agudo Á. Construct Validity of the Gait Deviation Index for People With Incomplete Spinal Cord Injury (GDI-SCI). Neurorehabil Neural Repair 2023; 37:705-715. [PMID: 37864467 DOI: 10.1177/15459683231206747] [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] [Indexed: 10/22/2023]
Abstract
BACKGROUND The Gait Deviation Index for Spinal Cord Injury (SCI-GDI) was recently proposed as a dimensionless multivariate kinematic measure based on 21 gait features derived from 3-dimensional kinematic data which quantifies gait impairment of adult population with incomplete spinal cord injury (iSCI) relative to the normative gait of a healthy group. Nevertheless, no validity studies of the SCI-GDI have been published to date. OBJECTIVE To assess the construct validity of the SCI-GDI in adult population following iSCI. Methods. SCI-GDI data were obtained from a sample of 50 healthy volunteers and 35 adults with iSCI. iSCI group was also assessed with the following measures: 10-Meter Walk Test (10MWT) at both self-selected (SS) and maximum speeds, Timed Up and Go Test (TUGT), SS and maximum levels of the Walking Index for Spinal Cord Injury (WISCI) II, mobility items of the Spinal Cord Independence Measure III (SCIM IIIIOMob), Lower Extremity Motor Score (LEMS), and Modified Ashworth Scale (MAS). Spearman's correlation coefficient was used to investigate the relationship with the SCI-GDI. RESULTS SCI-GDI shows strong correlation with the 10MWT (r ≥ -.716) and good correlation with LEMS (r = .638), TUGT (r = -.582), SS WISCI II levels (r = .521), and SCIM IIIIOMob (r = .501). No significant correlations were found with maximum WISCI II levels and MAS (P > .006). CONCLUSIONS Construct validity of the SCI-GDI was demonstrated with the 10MWT, TUGT, LEMS, SCIM IIIIOMob, and SS WISCI II levels for independently walking adults with iSCI. Future work will include assessing the psychometric characteristics with a more heterogeneous sample, also considering the pediatric population.
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Affiliation(s)
- Isabel Sinovas-Alonso
- Biomechanics and Technical Aids Unit, National Hospital for Paraplegics (SESCAM), Toledo, Spain
- International Doctoral School, Rey Juan Carlos University, Madrid, Spain
| | - Diana Herrera-Valenzuela
- Biomechanics and Technical Aids Unit, National Hospital for Paraplegics (SESCAM), Toledo, Spain
- International Doctoral School, Rey Juan Carlos University, Madrid, Spain
| | - Ana de-Los-Reyes-Guzmán
- Biomechanics and Technical Aids Unit, National Hospital for Paraplegics (SESCAM), Toledo, Spain
- Neurorehabilitation, Biomechanics and Sensory-Motor Function (HNP-SESCAM), RDI Associated Unit of the CSIC, Toledo, Spain
| | - Roberto Cano-de-la-Cuerda
- Movement Analysis, Biomechanics, Ergonomics and Motor Control Laboratory (LAMBECOM), Department of Physical Therapy, Occupational Therapy, Physical Medicine and Rehabilitation, Faculty of Health Sciences, Rey Juan Carlos University, Madrid, Spain
| | - Antonio J Del-Ama
- Department of Applied Mathematics, Materials Science and Engineering, and Electronic Technology, School of Science and Technology, Rey Juan Carlos University, Madrid, Spain
| | - Ángel Gil-Agudo
- Biomechanics and Technical Aids Unit, National Hospital for Paraplegics (SESCAM), Toledo, Spain
- Neurorehabilitation, Biomechanics and Sensory-Motor Function (HNP-SESCAM), RDI Associated Unit of the CSIC, Toledo, Spain
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Saraswat P, MacWilliams BA, McMulkin ML, Carpenter AM, Shull ER, Carroll KL, Stotts AK, Sousa T, Hyer LC, Westberry DE. Is peak hamstrings muscle-tendon length criterion a sufficient indicator to recommend against surgical lengthening of hamstrings? Gait Posture 2023; 105:149-157. [PMID: 37573759 DOI: 10.1016/j.gaitpost.2023.08.004] [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: 03/01/2023] [Revised: 07/26/2023] [Accepted: 08/09/2023] [Indexed: 08/15/2023]
Abstract
BACKGROUND Excessive knee flexion during stance in children with cerebral palsy is often treated by surgical hamstrings lengthening. Pre-operative hamstrings muscle-tendon length can be estimated from kinematics and often used for decision making to rule out surgical lengthening if peak hamstrings muscle-tendon length is 'Not Short'. RESEARCH QUESTION If peak hamstrings muscle-tendon length is within two standard deviations of typical, is that a sufficient indicator to rule out surgical hamstrings lengthening? METHODS Three motion analysis centers retrospectively identified children with cerebral palsy, age 6-17 years, who had consecutive gait analyses with knee flexion at initial contact > 20° and popliteal angle > 35° at initial study. Three groups were considered: Medial Hamstrings Lengthening (MHL), Medial and Lateral Hamstrings Lengthening (MLHL), no surgical intervention (Control). Peak hamstrings muscle-tendon length at initial gait study was computed and categorized as 'Short' or 'Not Short'. Two outcomes variables were considered: change in peak knee extension (PKE) and change in pelvic tilt. Univariate comparisons of all variables were assessed along with a multivariate stepwise regression analysis to identify pre-operative characteristics that may predict post-operative improvement. RESULTS 440 individuals met inclusion criteria. Percentage of individuals with improved PKE by grouping were- MHL-'Short': 60%, MHL-'Not Short': 65%, MLHL-'Short': 74%, MLHL-'Not Short': 74%, Control 'Short': 20%, Control 'Not Short': 19%. Percentage of individuals with worsened pelvic tilt were- MHL-'Short': 25%, MHL-'Not Short': 11%, MLHL-'Short': 42%, MLHL-'Not Short': 21% with significantly more individuals in MHL-'Short' subgroup compared to MHL-'Not Short'. Multivariate analysis suggested that pre-operative pelvic tilt and weak hip extensor strength have the largest effect on predicting post-operative increase in APT. Peak muscle-tendon length was not a significant predictor of post-operative knee kinematics or increase in APT. SIGNIFICANCE This study suggests that hamstrings muscle-tendon length criteria by itself is not a sufficient indicator to recommend against hamstrings lengthening.
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Affiliation(s)
- Prabhav Saraswat
- Shriners Children's, Motion Analysis Center, Greenville, SC, USA.
| | - Bruce A MacWilliams
- Shriners Children's, Motion Analysis Center, Salt Lake City, UT, USA; University of Utah, Department of Orthopedic Surgery, Salt Lake City, UT, USA
| | - Mark L McMulkin
- Shriners Children's, Motion Analysis Center, Spokane, WA, USA
| | | | - Emily R Shull
- Shriners Children's, Motion Analysis Center, Greenville, SC, USA
| | - Kristen L Carroll
- Shriners Children's, Motion Analysis Center, Salt Lake City, UT, USA
| | - Alan K Stotts
- Shriners Children's, Motion Analysis Center, Salt Lake City, UT, USA; University of Utah, Department of Orthopedic Surgery, Salt Lake City, UT, USA
| | - Ted Sousa
- Shriners Children's, Motion Analysis Center, Spokane, WA, USA
| | - Lauren C Hyer
- Shriners Children's, Motion Analysis Center, Greenville, SC, USA
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Langley B, Greig M. The gait abnormality index: A summary metric for three-dimensional gait analysis. Gait Posture 2023; 105:87-91. [PMID: 37499421 DOI: 10.1016/j.gaitpost.2023.07.281] [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: 11/09/2022] [Revised: 07/19/2023] [Accepted: 07/22/2023] [Indexed: 07/29/2023]
Abstract
BACKGROUND This paper proposes an easy to calculate and adaptable summary gait metric, the Gait Abnormality Index (GAI), which is capable of simultaneously including kinematic and kinetic data, overcoming a key limitation of existing metrics. RESEARCH QUESTION To determine the validity, reliability and sensitivity of the GAI. METHODS The GAI is calculated by averaging Gait Abnormality Scores, which are normalised distance metrics used to describe the deviation of pathological gait data from that of healthy controls. Validity was assessed using Pearson's correlation analysis to explore relationships between the GAI and the Gait Profile Score. Test-retest reliability of the GAI was assessed using intra-class correlation coefficients (ICC) and standard error of the measurement (SEM), and data from total hip arthroplasty patients. An independent samples t-test was used to compare GAI scores between knee osteoarthritis and total hip arthroplasty patients to explore the metrics sensitivity. RESULTS A strong positive correlation (r ≥ 0.896; p < 001) was reported between the GAI and the Gait Profile Score. Good test-retest reliability (ICC =0.830) was reported for the GAI. Knee osteoarthritis patients displayed significantly (p = .017; Hedge's g effect size = 0.98) greater GAI scores compared to total hip arthroplasty patients, with the mean difference (0.34 a.u) above the SEM (0.15 a.u). SIGNIFICANCE The GAI offers an easy to calculate summary metric for three-dimensional gait analysis, which displays good validity and reliability, and is sensitive to different pathological conditions.
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Affiliation(s)
- Ben Langley
- Sport and Physical Activity, Edge Hill University, Lancashire, UK.
| | - Matt Greig
- Sport and Physical Activity, Edge Hill University, Lancashire, UK
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McMulkin ML, MacWilliams BA, Nelson EA, Munger ME, Chen BPJ, Novacheck TF, Carroll KL, Stotts AK, Carter LH, Mader SL, Hayes B, Baird GO, Schwartz MH. The long-term effects of aggressive spasticity reducing treatment, including selective dorsal rhizotomy, on joint kinematic outcomes of persons with cerebral palsy. Gait Posture 2023; 105:139-148. [PMID: 37572544 DOI: 10.1016/j.gaitpost.2023.07.348] [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: 04/21/2023] [Revised: 07/13/2023] [Accepted: 07/31/2023] [Indexed: 08/14/2023]
Abstract
BACKGROUND Selective dorsal rhizotomy (SDR) creates a large and permanent reduction of spasticity for children with cerebral palsy (CP). Previous SDR outcomes studies have generally lacked appropriate control groups, had limited sample sizes, or reported short-term follow-up, limiting evidence for improvement in long-term gait function. RESEARCH QUESTION Does aggressive spasticity management for individuals with CP improve long-term gait kinematics (discrete joint kinematics) compared to a control group of individuals with CP with minimal spasticity management? METHODS This study was a secondary analysis - focused on joint-level kinematics - of a previous study evaluating the long-term outcomes of SDR. Two groups of participants were recruited based on a retrospectively completed baseline clinical gait study. One group received aggressive spasticity treatment including a selective dorsal rhizotomy (Yes-SDR group), while the other group had minimal spasticity management (No-SDR group). Both groups had orthopedic surgery treatment. Groups were matched on baseline spasticity. All participants prospectively returned for a follow-up gait study in young adulthood (greater than 21 years of age and at least 10 years after baseline). Change scores in discrete kinematic variables from baseline to follow-up were assessed using a linear model that included treatment arm (Yes-SDR, No-SDR), baseline age, and baseline kinematic value. For treatment arm, 5° and 5 Gait Deviation Index points were selected as thresholds to be considered a meaningful difference between treatment groups. RESULTS At follow-up, there were no meaningful differences in pelvis, hip, knee, or ankle kinematic variable changes between treatment arms. Max knee flexion - swing showed a moderate treatment effect for Yes-SDR, although it did not reach the defined threshold. SIGNIFICANCE Aggressive spasticity treatment does not result in meaningful differences in gait kinematics for persons with cerebral palsy in young adulthood compared to minimal spasticity management with both groups having orthopedic surgery.
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Affiliation(s)
- Mark L McMulkin
- Walter E. and Agnes M. Griffin Motion Analysis Center, Shriners Children's - Spokane, USA.
| | - Bruce A MacWilliams
- Motion Analysis Center, Shriners Children's - Salt Lake City, USA; University of Utah, Department of Orthopedic Surgery, USA
| | | | | | - Brian Po-Jung Chen
- Gillette Children's, USA; Motion Analysis Laboratory, Bone and Joint Research Center, Department of Orthopedic Surgery, Chang Gung Memorial Hospital - Linkou Branch, Taoyuan City, Taiwan; Department of Pediatric Orthopedics, Chang Gung Memorial Hospital - Linkou Branch, Taoyuan City, Taiwan
| | - Tom F Novacheck
- Gillette Children's, USA; University of Minnesota, Department of Orthopedic Surgery, USA
| | - Kristen L Carroll
- Motion Analysis Center, Shriners Children's - Salt Lake City, USA; University of Utah, Department of Orthopedic Surgery, USA
| | - Alan K Stotts
- Motion Analysis Center, Shriners Children's - Salt Lake City, USA; University of Utah, Department of Orthopedic Surgery, USA
| | - Lisa H Carter
- Motion Analysis Center, Shriners Children's - Salt Lake City, USA
| | - Shelley L Mader
- Walter E. and Agnes M. Griffin Motion Analysis Center, Shriners Children's - Spokane, USA
| | - Brianna Hayes
- Walter E. and Agnes M. Griffin Motion Analysis Center, Shriners Children's - Spokane, USA
| | - Glen O Baird
- Walter E. and Agnes M. Griffin Motion Analysis Center, Shriners Children's - Spokane, USA
| | - Michael H Schwartz
- Gillette Children's, USA; University of Minnesota, Department of Orthopedic Surgery, USA
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Kesar T. The Effects of Stroke and Stroke Gait Rehabilitation on Behavioral and Neurophysiological Outcomes:: Challenges and Opportunities for Future Research. Dela J Public Health 2023; 9:76-81. [PMID: 37701480 PMCID: PMC10494801 DOI: 10.32481/djph.2023.08.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/14/2023] Open
Abstract
Stroke continues to be a leading cause of adult disability, contributing to immense healthcare costs. Even after discharge from rehabilitation, post-stroke individuals continue to have persistent gait impairments, which in turn adversely affect functional mobility and quality of life. Multiple factors, including biomechanics, energy cost, psychosocial variables, as well as the physiological function of corticospinal neural pathways influence stroke gait function and training-induced gait improvements. As a step toward addressing this challenge, the objective of the current perspective paper is to outline knowledge gaps pertinent to the measurement and retraining of stroke gait dysfunction. The paper also has recommendations for future research directions to address important knowledge gaps, especially related to the measurement and rehabilitation-induced modulation of biomechanical and neural processes underlying stroke gait dysfunction. We posit that there is a need for leveraging emerging technologies to develop innovative, comprehensive, methods to measure gait patterns quantitatively, to provide clinicians with objective measure of gait quality that can supplement conventional clinical outcomes of walking function. Additionally, we posit that there is a need for more research on how the stroke lesion affects multiple parts of the nervous system, and to understand the neuroplasticity correlates of gait training and gait recovery. Multi-modal clinical research studies that can combine clinical, biomechanical, neural, and computational modeling data provide promise for gaining new information about stroke gait dysfunction as well as the multitude of factors affecting recovery and treatment response in people with post-stroke hemiparesis.
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Affiliation(s)
- Trisha Kesar
- Division of Physical Therapy, Department of Rehabilitation Medicine, Emory University School of Medicine
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Hermez L, Halimi A, Houmani N, Garcia-Salicetti S, Galarraga O, Vigneron V. Clinical Gait Analysis: Characterizing Normal Gait and Pathological Deviations Due to Neurological Diseases. SENSORS (BASEL, SWITZERLAND) 2023; 23:6566. [PMID: 37514861 PMCID: PMC10386217 DOI: 10.3390/s23146566] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Revised: 07/14/2023] [Accepted: 07/19/2023] [Indexed: 07/30/2023]
Abstract
This study addresses the characterization of normal gait and pathological deviations induced by neurological diseases, considering knee angular kinematics in the sagittal plane. We propose an unsupervised approach based on Dynamic Time Warping (DTW) to identify different normal gait profiles (NGPs) corresponding to real cycles representing the overall behavior of healthy subjects, instead of considering an average reference, as done in the literature. The obtained NGPs are then used to measure the deviations of pathological gait cycles from normal gait with DTW. Hierarchical Clustering is applied to stratify deviations into clusters. Results show that three NGPs are necessary to finely characterize the heterogeneity of normal gait and accurately quantify pathological deviations. In particular, we automatically identify which lower limb is affected for Hemiplegic patients and characterize the severity of motor impairment for Paraplegic patients. Concerning Tetraplegic patients, different profiles appear in terms of impairment severity. These promising results are obtained by considering the raw description of gait signals. Indeed, we have shown that normalizing signals removes the temporal properties of signals, inducing a loss of dynamic information that is crucial for accurately measuring pathological deviations. Our methodology could be exploited to quantify the impact of therapies on gait rehabilitation.
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Affiliation(s)
- Lorenzo Hermez
- SAMOVAR, Télécom SudParis, Institut Polytechnique de Paris, 9 Rue Charles Fourier, 91011 Evry, France
| | - Abdelghani Halimi
- SAMOVAR, Télécom SudParis, Institut Polytechnique de Paris, 9 Rue Charles Fourier, 91011 Evry, France
| | - Nesma Houmani
- SAMOVAR, Télécom SudParis, Institut Polytechnique de Paris, 9 Rue Charles Fourier, 91011 Evry, France
| | - Sonia Garcia-Salicetti
- SAMOVAR, Télécom SudParis, Institut Polytechnique de Paris, 9 Rue Charles Fourier, 91011 Evry, France
| | - Omar Galarraga
- Movement Analysis Laboratory, UGECAM Ile-de-France, 77170 Coubert, France
| | - Vincent Vigneron
- Informatique, Bio-Informatique et Systèmes Complexes (IBISC) EA 4526, Université Paris-Saclay, 91020 Evry, France
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Duis J, Skinner A, Carson R, Gouelle A, Annoussamy M, Silverman JL, Apkon S, Servais L, Carollo J. Quantitative measures of motor development in Angelman syndrome. Am J Med Genet A 2023; 191:1711-1721. [PMID: 37019838 PMCID: PMC11068498 DOI: 10.1002/ajmg.a.63192] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 02/10/2023] [Accepted: 03/10/2023] [Indexed: 04/07/2023]
Abstract
Angelman Syndrome is a rare neurodevelopmental disorder characterized by developmental delay, lack of speech, seizures, intellectual disability, characteristic behavior, and movement disorders. Clinical gait analysis provides the opportunity for movement quantification to investigate an observed maladaptive change in gait pattern and offers an objective outcome of change. Pressure-sensor-based technology, inertial and activity monitoring, and instrumented gait analysis (IGA) were employed to define motor abnormalities in Angelman syndrome. Temporal-spatial gait parameters of persons with Angelman Syndrome (pwAS) show deficiencies in gait performance through walking speed, step length, step width, and walk ratio. pwAS walk with reduced step lengths, increased step width, and greater variability. Three-dimensional motion kinematics showed increased anterior pelvic tilt, hip flexion, and knee flexion. PwAS have a walk ratio more than two standard deviations below controls. Dynamic electromyography showed prolonged activation of knee extensors, which was associated with a decreased range of motion and the presence of hip flexion contractures. Use of multiple gait tracking modalities revealed that pwAS exhibit a change in gait pattern to a flexed knee gait pattern. Cross-sectional studies of individuals with AS show a regression toward this maladaptive gait pattern over development in pwAS ages 4-11. PwAS unexpectedly did not have spasticity associated with change in gait pattern. Multiple quantitative measures of motor patterning may offer early biomarkers of gait decline consistent with critical periods of intervention, insight into appropriate management strategies, objective primary outcomes, and early indicators of adverse events.
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Affiliation(s)
- Jessica Duis
- Center for Gait & Movement Analysis (CGMA), Children’s Hospital Colorado, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- Section of Genetics and Inherited Metabolic Disease, Department of Pediatrics, Children’s Hospital Colorado, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- Section of Pediatrics, Special Care Clinic, Department of Pediatrics, Children’s Hospital Colorado, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Austin Skinner
- Center for Gait & Movement Analysis (CGMA), Children’s Hospital Colorado, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Robert Carson
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Arnaud Gouelle
- Université de Reims Champagne-Ardenne, PSMS (Performance, Santé, Métrologie, Société), Reims, France
- Gait and Balance Academy, ProtoKinetics, Havertown, Pennsylvania, USA
| | | | - Jill L. Silverman
- MIND Institute and Department of Psychiatry and Behavioral Sciences, University of California Davis School of Medicine, Sacramento, California, USA
| | - Susan Apkon
- Department of Physical Medicine & Rehabilitation, Children’s Hospital Colorado, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Laurent Servais
- Department of Paediatrics, Oxford University, Oxford, UK
- Division of Child Neurology, Centre de References des Maladies Neuromusculaires, Department of Pediatrics, University Hospital Liege & University of Liege, Liege, Belgium
| | - James Carollo
- Center for Gait & Movement Analysis (CGMA), Children’s Hospital Colorado, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- Department of Physical Medicine & Rehabilitation, Children’s Hospital Colorado, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
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Banks CL, Patten C. Development of an assessment of bilateral locomotor efficacy for individuals post-stroke. Gait Posture 2023; 103:172-177. [PMID: 37210850 PMCID: PMC10773990 DOI: 10.1016/j.gaitpost.2023.05.012] [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: 12/21/2022] [Revised: 03/24/2023] [Accepted: 05/16/2023] [Indexed: 05/23/2023]
Abstract
BACKGROUND A common framework is needed to assess walking impairments in older adults and individuals with stroke. This study develops an Assessment of Bilateral Locomotor Efficacy (ABLE) that is a straightforward indicator of walking function. RESEARCH QUESTION Can we develop a clinically accessible index of walking function that summarizes gait dysfunction secondary to stroke? METHODS The ABLE index was developed using a retrospective sample of 14 community-dwelling older adults. Data from 33 additional older adults and 105 individuals with chronic post-stroke hemiparesis were used to validate the index by factor analysis of the score components and correlation with multiple common assessments of lower extremity impairment and function. RESULTS The ABLE consists of four components summed for a maximum possible score of 12. The components include self-selected walking speed (SSWS), speed change from SSWS to fastest speed, non-paretic leg step length change from SSWS to fastest speed, and peak paretic leg ankle power. The ABLE revealed good concurrent validity with all recorded functional assessments. Factor analysis suggested that the ABLE measures two factors: one for forward progression and another for speed adaptability. SIGNIFICANCE The ABLE offers a straightforward, objective measure of walking function in adults, including individuals with chronic stroke. The index may also prove useful as a screening tool for subclinical pathology in community-dwelling older adults, but further testing is required. We encourage utilization of this index and reproduction of findings to adapt and refine the instrument for wider use and eventual clinical application.
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Affiliation(s)
- Caitlin L Banks
- Biomechanics, Rehabilitation, and Integrative Neuroscience (BRaIN) Lab, Department of Physical Medicine and Rehabilitation, UC Davis School of Medicine, Sacramento, CA, USA; UC Davis Center for Neuroengineering and Medicine, Davis, CA, USA; Biomedical Engineering Graduate Group, UC Davis, Davis, CA, USA; VA Northern California Health Care System, Martinez, CA, USA
| | - Carolynn Patten
- Biomechanics, Rehabilitation, and Integrative Neuroscience (BRaIN) Lab, Department of Physical Medicine and Rehabilitation, UC Davis School of Medicine, Sacramento, CA, USA; UC Davis Center for Neuroengineering and Medicine, Davis, CA, USA; Biomedical Engineering Graduate Group, UC Davis, Davis, CA, USA; VA Northern California Health Care System, Martinez, CA, USA.
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Crebbin K, Grisbrook T, Elliott C, Thornton A. The Use of Serious Gaming to Improve Sensorimotor Function and Motivation in People with Cerebral Palsy: A Systematic Review. Games Health J 2023; 12:169-197. [PMID: 36161972 DOI: 10.1089/g4h.2022.0112] [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] [Indexed: 11/13/2022] Open
Abstract
The aim of this systematic review was to review the evidence for serious gaming interventions in improving sensorimotor function in children and adults with cerebral palsy (CP). Seven databases were searched with terms related to serious gaming and CP. Articles were evaluated according to the Downs and Black rating scale and important principles of serious gaming defined by Whyte et al. Extracted data included the population, intervention, serious gaming elements, outcomes, and authors' conclusions. Fifty-seven articles were identified for inclusion. Participants' ages ranged from 3 to 57 years. Interventions tested included commercial videogames as well as specially designed games. Most interventions had themed content, short-term goals, rewards, feedback, and multiple games. Outcome measures and study designs were inconsistent between studies. Sensorimotor function results of noncomparative studies were positive or neutral overall, but results of comparative studies were more mixed. We concluded that serious gaming interventions may be a useful adjunct to treatment as they are noninvasive, were not associated with deterioration in most cases, and may improve compliance. More comparative studies need to be completed to assess compliance and treatment outcomes. Future games should also aim to adhere more closely to the principles of serious gaming.
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Affiliation(s)
- Kayley Crebbin
- UWA Medical School, Faculty of Health and Medical Sciences, The University of Western Australia, Perth, Western Australia, Australia
| | - Tiffany Grisbrook
- UWA Medical School, Faculty of Health and Medical Sciences, The University of Western Australia, Perth, Western Australia, Australia
- Perth Children's Hospital, Perth, Western Australia, Australia
- Curtin School of Allied Health, Faculty of Health Sciences, Curtin University, Perth, Western Australia, Australia
- Telethon Kids Institute, Nedlands, Western Australia, Australia
| | - Catherine Elliott
- Curtin School of Allied Health, Faculty of Health Sciences, Curtin University, Perth, Western Australia, Australia
- Telethon Kids Institute, Nedlands, Western Australia, Australia
| | - Ashleigh Thornton
- UWA Medical School, Faculty of Health and Medical Sciences, The University of Western Australia, Perth, Western Australia, Australia
- Perth Children's Hospital, Perth, Western Australia, Australia
- Telethon Kids Institute, Nedlands, Western Australia, Australia
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Gill PK, Steele KM, Donelan JM, Schwartz MH. Causal modelling demonstrates metabolic power is largely affected by gait kinematics and motor control in children with cerebral palsy. PLoS One 2023; 18:e0285667. [PMID: 37224117 DOI: 10.1371/journal.pone.0285667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Accepted: 04/27/2023] [Indexed: 05/26/2023] Open
Abstract
Metabolic power (net energy consumed while walking per unit time) is, on average, two-to-three times greater in children with cerebral palsy (CP) than their typically developing peers, contributing to greater physical fatigue, lower levels of physical activity and greater risk of cardiovascular disease. The goal of this study was to identify the causal effects of clinical factors that may contribute to high metabolic power demand in children with CP. We included children who 1) visited Gillette Children's Specialty Healthcare for a quantitative gait assessment after the year 2000, 2) were formally diagnosed with CP, 3) were classified as level I-III under the Gross Motor Function Classification System and 4) were 18 years old or younger. We created a structural causal model that specified the assumed relationships of a child's gait pattern (i.e., gait deviation index, GDI) and common impairments (i.e., dynamic and selective motor control, strength, and spasticity) with metabolic power. We estimated causal effects using Bayesian additive regression trees, adjusting for factors identified by the causal model. There were 2157 children who met our criteria. We found that a child's gait pattern, as summarized by the GDI, affected metabolic power approximately twice as much as the next largest contributor. Selective motor control, dynamic motor control, and spasticity had the next largest effects. Among the factors we considered, strength had the smallest effect on metabolic power. Our results suggest that children with CP may benefit more from treatments that improve their gait pattern and motor control than treatments that improve spasticity or strength.
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Affiliation(s)
- Pavreet K Gill
- Department of Biomedical Physiology & Kinesiology, Locomotion Lab, Simon Fraser University, Burnaby, BC, Canada
| | - Katherine M Steele
- Department of Mechanical Engineering, Ability and Innovation Lab, University of Washington, Seattle, WA, United States of America
| | - J Maxwell Donelan
- Department of Biomedical Physiology & Kinesiology, Locomotion Lab, Simon Fraser University, Burnaby, BC, Canada
| | - Michael H Schwartz
- Gillette Children's Specialty Healthcare, St. Paul, MN, United States of America
- Department of Orthopedic Surgery, University of Minnesota, Minneapolis, MN, United States of America
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Assi A, Rebeyrat G, El Rachkidi R, Semaan K, Saad E, Mekhael E, Nassim N, Massaad A, Lafage V, Ghanem I, Pillet H, Skalli W. ASD with high pelvic retroversion develop changes in their acetabular orientation during walking. BRAIN & SPINE 2023; 3:101752. [PMID: 37383434 PMCID: PMC10293306 DOI: 10.1016/j.bas.2023.101752] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Revised: 04/10/2023] [Accepted: 05/02/2023] [Indexed: 06/30/2023]
Abstract
Introduction It was hypothesized that pelvic retroversion in Adult Spinal Deformity (ASD) can be related to an increased hip loading explaining the occurrence of hip-spine syndrome. Research question How pelvic retroversion can modify acetabular orientation in ASD during walking? Methods 89 primary ASD and 37 controls underwent 3D gait analysis and full-body biplanar X-rays. Classic spinopelvic parameters were calculated from 3D skeletal reconstructions in addition to acetabular anteversion, abduction, tilt, and coverage. Then, 3D bones were registered on each gait frame to compute the dynamic value of the radiographic parameters during walking. ASD patients having a high PT were grouped as ASD-highPT, otherwise as ASD-normPT. Control group was divided in: C-aged and C-young, age matched to ASD-hightPT and ASD-normPT respectively. Results 25/89 patients were classified as ASD-highPT having a radiographic PT of 31° (vs 12° in other groups, p < 0.001). On static radiograph, ASD-highPT showed more severe postural malalignment than the other groups: ODHA = 5°, L1L5 = 17°, SVA = 57.4 mm (vs 2°, 48° and 5 mm resp. in other groups,all p < 0.001). During gait, ASD-highPT presented a higher dynamic pelvic retroversion of 30° (vs 15° in C-aged), along with a higher acetabular anteversion of 24° (vs 20°), external coverage of 38° (vs 29°) and a lower anterior coverage of 52° (vs 58°,all p < 0.05). Conclusion ASD patients with severe pelvic retroversion showed an increased acetabular anteversion, external coverage and lower anterior coverage during gait. These changes in acetabular orientation, computed during walking, were shown to be related to hip osteoarthritis.
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Affiliation(s)
- Ayman Assi
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University of Beirut, Beirut, Lebanon
- Institut de Biomécanique Humaine Georges Charpak, Arts et Métiers, Paris, France
| | - Guillaume Rebeyrat
- Institut de Biomécanique Humaine Georges Charpak, Arts et Métiers, Paris, France
| | - Rami El Rachkidi
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University of Beirut, Beirut, Lebanon
| | - Karl Semaan
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University of Beirut, Beirut, Lebanon
| | - Eddy Saad
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University of Beirut, Beirut, Lebanon
| | - Elio Mekhael
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University of Beirut, Beirut, Lebanon
| | - Nabil Nassim
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University of Beirut, Beirut, Lebanon
| | - Abir Massaad
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University of Beirut, Beirut, Lebanon
| | | | - Ismat Ghanem
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University of Beirut, Beirut, Lebanon
| | - Hélène Pillet
- Institut de Biomécanique Humaine Georges Charpak, Arts et Métiers, Paris, France
| | - Wafa Skalli
- Institut de Biomécanique Humaine Georges Charpak, Arts et Métiers, Paris, France
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Spomer AM, Yan RZ, Schwartz MH, Steele KM. Motor control complexity can be dynamically simplified during gait pattern exploration using motor control-based biofeedback. J Neurophysiol 2023; 129:984-998. [PMID: 37017327 PMCID: PMC10125030 DOI: 10.1152/jn.00323.2022] [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: 07/31/2022] [Revised: 03/28/2023] [Accepted: 03/29/2023] [Indexed: 04/06/2023] Open
Abstract
Understanding how the central nervous system coordinates diverse motor outputs has been a topic of extensive investigation. Although it is generally accepted that a small set of synergies underlies many common activities, such as walking, whether synergies are equally robust across a broader array of gait patterns or can be flexibly modified remains unclear. Here, we evaluated the extent to which synergies changed as nondisabled adults (n = 14) explored gait patterns using custom biofeedback. Secondarily, we used Bayesian additive regression trees to identify factors that were associated with synergy modulation. Participants explored 41.1 ± 8.0 gait patterns using biofeedback, during which synergy recruitment changed depending on the type and magnitude of gait pattern modification. Specifically, a consistent set of synergies was recruited to accommodate small deviations from baseline, but additional synergies emerged for larger gait changes. Synergy complexity was similarly modulated; complexity decreased for 82.6% of the attempted gait patterns, but distal gait mechanics were strongly associated with these changes. In particular, greater ankle dorsiflexion moments and knee flexion through stance, as well as greater knee extension moments at initial contact, corresponded to a reduction in synergy complexity. Taken together, these results suggest that the central nervous system preferentially adopts a low-dimensional, largely invariant control strategy but can modify that strategy to produce diverse gait patterns. Beyond improving understanding of how synergies are recruited during gait, study outcomes may also help identify parameters that can be targeted with interventions to alter synergies and improve motor control after neurological injury.NEW & NOTEWORTHY We used a motor control-based biofeedback system and machine learning to characterize the extent to which nondisabled adults can modulate synergies during gait pattern exploration. Results revealed that a small library of synergies underlies an array of gait patterns but that recruitment from this library changes as a function of the imposed biomechanical constraints. Our findings enhance understanding of the neural control of gait and may inform biofeedback strategies to improve synergy recruitment after neurological injury.
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Affiliation(s)
- Alyssa M Spomer
- Department of Mechanical Engineering, University of Washington, Seattle, Washington, United States
| | - Robin Z Yan
- Department of Mechanical Engineering, University of Washington, Seattle, Washington, United States
| | - Michael H Schwartz
- James R. Gage Center for Gait & Motion Analysis, Gillette Children's Specialty Healthcare, Saint Paul, Minnesota, United States
- Department of Orthopedic Surgery, University of Minnesota, Minneapolis, Minnesota, United States
| | - Katherine M Steele
- Department of Mechanical Engineering, University of Washington, Seattle, Washington, United States
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Bonnet-Lebrun A, Linglart A, De Tienda M, Nguyen Khac V, Ouchrif Y, Berkenou J, Pillet H, Assi A, Wicart P, Skalli W. Combined gait analysis and radiologic examination in children with X-linked hypophosphatemia. Clin Biomech (Bristol, Avon) 2023; 105:105974. [PMID: 37148614 DOI: 10.1016/j.clinbiomech.2023.105974] [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: 11/28/2022] [Revised: 04/19/2023] [Accepted: 04/23/2023] [Indexed: 05/08/2023]
Abstract
BACKGROUND X-linked hypophosphataemia causes bone deformities and gait abnormalities that tend to worsen with age in the absence of appropriate treatment. However, doctors do not currently use quantitative tools to characterize these symptoms and their possible interactions. METHODS Radiographs and 3D gait data from 43 non-surgical growing children with X-linked hypophosphataemia were acquired prospectively. Data from age-matched typically developing children were used to form the reference group. Subgroups based on radiological parameters were compared with each other and with the reference population. Linear correlations between radiographic parameters and gait variables were examined. FINDING X-linked hypophosphatemic patients differed from the control group in pelvic tilt, ankle plantarflexion, knee flexion moment and power. High correlations with tibiofemoral angle were found for trunk lean, knee and hip adduction, and knee abduction moment. The Gait Deviation Index was below 80 for 88% of the patients with a high tibiofemoral angle (varus). Compared to other subgroups, varus patients had augmented trunk lean (+3°) and knee adduction (+10°) and decreased hip adduction (-5°) and ankle plantarflexion (-6°). Femoral torsion was associated with alterations in rotation at the knee, and hip. INTERPRETATION Gait abnormalities induced in X-linked hypophosphataemia have been described in a large cohort of children. Links between gait alterations and lower limb deformities were found, with varus deformities standing out. Since bony deformities appear when X-linked hypophosphatemic children start walking and have been found to alter gait patterns, we suggest that combining radiology with gait analysis may improve the clinical management of X-linked hypophosphataemia.
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Affiliation(s)
- Aurore Bonnet-Lebrun
- Institut de Biomecanique Humaine Georges Charpak, Arts et Metiers Sciences et Technologies, 151 Boulevard de l'Hôpital, 75013 Paris, France.
| | - Agnès Linglart
- APHP, Service d'endocrinologie pédiatrique, Hôpital Bicêtre Paris Sud, 94270 Le Kremlin-Bicêtre, France; Centre de référence Maladies Rares du Métabolisme du Calcium et du Phosphore, 94270 Le Kremlin Bicetre, France
| | - Marine De Tienda
- Institut de Biomecanique Humaine Georges Charpak, Arts et Metiers Sciences et Technologies, 151 Boulevard de l'Hôpital, 75013 Paris, France; APHP, Service d'orthopédie infantile, Hôpital Necker Enfants Malades, 75015 Paris, France
| | - Virginie Nguyen Khac
- Institut de Biomecanique Humaine Georges Charpak, Arts et Metiers Sciences et Technologies, 151 Boulevard de l'Hôpital, 75013 Paris, France; APHP, Service d'orthopédie infantile, Hôpital Necker Enfants Malades, 75015 Paris, France
| | - Younes Ouchrif
- Institut de Biomecanique Humaine Georges Charpak, Arts et Metiers Sciences et Technologies, 151 Boulevard de l'Hôpital, 75013 Paris, France; APHP, Service d'orthopédie infantile, Hôpital Necker Enfants Malades, 75015 Paris, France
| | - Jugurtha Berkenou
- Centre de référence Maladies Rares du Métabolisme du Calcium et du Phosphore, 94270 Le Kremlin Bicetre, France
| | - Hélène Pillet
- Institut de Biomecanique Humaine Georges Charpak, Arts et Metiers Sciences et Technologies, 151 Boulevard de l'Hôpital, 75013 Paris, France
| | - Ayman Assi
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon
| | - Philippe Wicart
- Institut de Biomecanique Humaine Georges Charpak, Arts et Metiers Sciences et Technologies, 151 Boulevard de l'Hôpital, 75013 Paris, France; APHP, Service d'orthopédie infantile, Hôpital Necker Enfants Malades, 75015 Paris, France
| | - Wafa Skalli
- Institut de Biomecanique Humaine Georges Charpak, Arts et Metiers Sciences et Technologies, 151 Boulevard de l'Hôpital, 75013 Paris, France
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Grin L, van Oorschot L, Vanwanseele B, Wijnands SDN, Kars HJJC, Besselaar AT, van der Steen MCM. Kinematic Gait Impairments in Children with Clubfeet Treated by the Ponseti Method: A Systematic Review and Meta-Analysis. CHILDREN (BASEL, SWITZERLAND) 2023; 10:children10050785. [PMID: 37238333 DOI: 10.3390/children10050785] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 04/20/2023] [Accepted: 04/23/2023] [Indexed: 05/28/2023]
Abstract
BACKGROUND Being aware of possible gait impairments in Ponseti-treated clubfoot children might be useful for optimizing initial and additional treatment. Therefore, this systematic review and meta-analysis aimed to identify kinematic gait abnormalities in children with clubfoot treated with the Ponseti method (with and without relapse). METHODS A systematic search was conducted. Studies comparing kinematic gait parameters of Ponseti-treated clubfoot children to healthy controls were included. Meta-analyses and qualitative analyses were conducted on the extracted data. RESULTS Twenty studies were identified. Twelve of the 153 reported kinematic outcome measures could be included in the meta-analysis. Plantarflexion at push-off, maximum ankle dorsiflexion during the swing, maximal plantarflexion, and ankle range of motion was significantly lower in Ponseti-treated clubfoot children. Ponseti-treated clubfoot children showed more internal foot progression. Qualitative analysis revealed 51 parameters in which pre-treatment relapse clubfeet deviated from healthy controls. CONCLUSIONS Ponseti-treated clubfoot children showed several kinematic gait differences from healthy controls. In future studies, homogeneity in measured variables and study population and implementation of multi-segmental foot models will aid in comparing studies and understanding clubfoot complexity and treatment outcomes. The question remains as to what functional problems gait impairments lead to and whether additional treatment could address these problems.
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Affiliation(s)
- Lianne Grin
- Department of Health Innovations and Technology, Fontys University of Applied Sciences, Dominee Theodoor Fliednerstraat 2, 5361 BN Eindhoven, The Netherlands
- Department of Movement Sciences, Katholieke Universiteit Leuven, Tervuursevest 101, 3001 Heverlee, Belgium
| | - Lisa van Oorschot
- Department of Health Innovations and Technology, Fontys University of Applied Sciences, Dominee Theodoor Fliednerstraat 2, 5361 BN Eindhoven, The Netherlands
| | - Benedicte Vanwanseele
- Department of Health Innovations and Technology, Fontys University of Applied Sciences, Dominee Theodoor Fliednerstraat 2, 5361 BN Eindhoven, The Netherlands
- Department of Movement Sciences, Katholieke Universiteit Leuven, Tervuursevest 101, 3001 Heverlee, Belgium
| | - Saskia D N Wijnands
- Department of Movement Sciences, Katholieke Universiteit Leuven, Tervuursevest 101, 3001 Heverlee, Belgium
- Department of Orthopaedic Surgery & Trauma, Máxima Medical Center, 5600 PD Eindhoven, The Netherlands
| | - H J J Cojanne Kars
- Department of Health Innovations and Technology, Fontys University of Applied Sciences, Dominee Theodoor Fliednerstraat 2, 5361 BN Eindhoven, The Netherlands
| | - Arnold T Besselaar
- Department of Orthopaedic Surgery & Trauma, Máxima Medical Center, 5600 PD Eindhoven, The Netherlands
| | - M C Marieke van der Steen
- Department of Orthopaedic Surgery & Trauma, Máxima Medical Center, 5600 PD Eindhoven, The Netherlands
- Department of Orthopaedic Surgery & Trauma, Catharina Hospital Eindhoven, 5602 ZA Eindhoven, The Netherlands
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Bonnefoy-Mazure A, De Coulon G, Lascombes P, Bregou A, Armand S. A 10.5-year follow-up of walking with unilateral spastic cerebral palsy. J Child Orthop 2023; 17:173-183. [PMID: 37034199 PMCID: PMC10080234 DOI: 10.1177/18632521231154975] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Accepted: 12/25/2022] [Indexed: 04/11/2023] Open
Abstract
Purpose The purpose of this study was to describe gait evolution in patients with unilateral spastic cerebral palsy (USCP) using modified Gait Profile Score (mGPS without hip rotation), Gait Variable Score (GVS), walking speed, and the observed effects of single-level surgery (SLS) after 10 years. Methods Fifty-two patients with USCP (Gross Motor Function Classification System I) and data from two Clinical Gait Analyses (CGAs) were included. The evolution of patients' mGPS, GVS, and walking speed were calculated. Two "no surgery" and "single-level surgery" patient categories were analyzed. Paired t-tests were used to compare the data between CGAs and as a function of treatment category. Pearson's correlations were used to examine relationships between baseline values and evolutions in mGPS and walking speed. Results Mean ages (SD) at first and last CGAs were 9.3 (3.2) and 19.7 (6.0) years old, respectively, with an average follow-up of 10.5 (5.6) years. Mean mGPS for the patients' affected side was significantly lower at the last CGA for the full cohort: baseline = 8.5° (2.1) versus follow-up = 7.2° (1.6), effect size = 0.73, p < 0.001. Significant improvements in mGPS and GVS for ankle and foot progression were found for the SLS group. The mGPS change and mGPS at baseline (r = -0.79, p < 0.001) were negatively correlated. Conclusions SLS patients demonstrated a positive long-term change in gait pattern over time. The group that had undergone surgery had worse gait scores at baseline than the group that had not, but the SLS group's last CGA scores were relatively closer to those of the "no surgery" group. Level of evidence This was a retrospective comparative therapeutic study (level III).
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Affiliation(s)
- Alice Bonnefoy-Mazure
- Willy Taillard Laboratory of
Kinesiology, Geneva University Hospitals and University of Geneva, Geneva,
Switzerland
- Alice Bonnefoy-Mazure, Willy Taillard
Laboratory of Kinesiology, Geneva University Hospitals and University of Geneva,
Rue Gabrielle-Perret-Gentil 4, 1211 Geneva 14, Switzerland.
| | - Geraldo De Coulon
- Pediatric Orthopedic Service,
Department of Child and Teenage Medicine, Geneva University Hospitals and University
of Geneva, Geneva, Switzerland
| | | | - Aline Bregou
- Pediatric Orthopedic Service,
Department of Child and Adolescent Medicine, Lausanne University Hospital and
University of Lausanne, Lausanne, Switzerland
| | - Stéphane Armand
- Willy Taillard Laboratory of
Kinesiology, Geneva University Hospitals and University of Geneva, Geneva,
Switzerland
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Tavasoli S, Tavasoli M, Shojaeefard M, Farahmand F. Analysis of cerebral palsy gait based on movement primitives. Clin Biomech (Bristol, Avon) 2023; 104:105947. [PMID: 37030255 DOI: 10.1016/j.clinbiomech.2023.105947] [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: 12/08/2022] [Revised: 03/03/2023] [Accepted: 03/22/2023] [Indexed: 04/10/2023]
Abstract
BACKGROUND Cerebral palsy is the most prevalent motor disorder among children. Despite extensive studies on motor modularity of gait of children with cerebral palsy, kinematic modularity of their gait has not been addressed which is the main goal of this study. METHODS The kinematics of the gait of 13 typical development children and 188 children with cerebral palsy was captured and analyzed, where the cerebral palsy children were grouped into True, Jump, Apparent, and Crouch. Non-negative matrix factorization method was used to extract the kinematic modulus of each group, which were then clustered to find their characteristic movement primitives. The movement primitives of groups were then matched based on the similarity of their activation profiles. FINDINGS The number of movement primitives was three for the Crouch group, four for the other cerebral palsy groups, and five for the typical development group. Compared to the typical development children, the kinematic modules and activations of the cerebral palsy groups involved higher variability and co-activation, respectively (P < 0.05). Three temporally matched movement primitives were shared by all groups, but with altered structures. INTERPRETATION The gait of children with cerebral palsy involved lower complexity and higher variability due to the reduced and inconsistent kinematic modularity. Three basic movement primitives were sufficient to prodcue the overall gait kinematics, as observed in the Crouch group. Other movement primitives, were responsible for providing smooth transitions between basic movement primitives, as seen in more complex gait patterns.
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Affiliation(s)
- Shahab Tavasoli
- Mechanical Engineering Department, Sharif University of Technology, Tehran, Iran
| | - Marzieh Tavasoli
- Mechanical Engineering Department, Sharif University of Technology, Tehran, Iran
| | - Mahya Shojaeefard
- Mechanical Engineering Department, Sharif University of Technology, Tehran, Iran
| | - Farzam Farahmand
- Mechanical Engineering Department, Sharif University of Technology, Tehran, Iran.
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Saraswat P, Carson LT, Shull ER, Hyer LC, Westberry DE. Does use of ankle foot orthoses affect the dynamic motor control index during walking in cerebral palsy and idiopathic toe walking populations? Gait Posture 2023; 102:100-105. [PMID: 36958157 DOI: 10.1016/j.gaitpost.2023.03.007] [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: 09/27/2022] [Revised: 12/27/2022] [Accepted: 03/09/2023] [Indexed: 03/25/2023]
Abstract
BACKGROUND The dynamic motor control (walk-DMC) index during walking is a measure of the complexity of muscle activation pattern. Ankle Foot Orthoses (AFO) are frequently used to improve the gait of children with Cerebral Palsy (CP) and Idiopathic Toe Walking (ITW). The purpose of this study was to assess the change in walk-DMC index secondary to AFO use. RESEARCH QUESTION Does the change in walk-DMC reflect the change in walking kinematics with the use of AFO. METHODS Individuals with diagnosis of CP or ITW with gait analysis data available for barefoot and AFO condition were retrospectively identified. For each individual, the walk-DMC index, Gait Deviation Index (GDI) and Gait Variable Scores (GVS) of knee and ankle kinematics were computed for BF and AFO conditions. Paired t-tests were used to compare key variables between BF and AFO conditions. Multi-variate stepwise regression analysis was performed to identify variables that may predict the increase in walk-DMC between BF and AFO condition. RESULTS 253 individuals were included in the study. For CP individuals (n = 208), statistically significant but quantitatively minimal improvement was observed in walk-DMC (1 ± 9), GDI (2 ± 9) and ankle GVS (2 ± 7). For ITW individuals (n = 45), larger improvements were observed in walk-DMC (11 ± 13), GDI (9 ± 11) and ankle GVS (6 ± 7). Diagnosis of ITW, use of Solid-AFO and Posterior Leaf Spring-AFO were the significant predictor of increase in walk-DMC with AFO. Higher ankle GVS at BF condition (larger deviation from TD) led to larger increase in walk-DMC. Higher knee GVS (larger deviation from TD) led to smaller increase in walk-DMC. SIGNIFICANCE Use of AFO can lead to improvement in walking kinematics that is reflected in increase in walk-DMC with AFO compared to BF for ITW individuals. The change in kinematics and walk-DMC with use of AFO was minimal for CP individuals.
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Affiliation(s)
- Prabhav Saraswat
- Shriners Children's, Motion Analysis Center, Greenville, SC, USA.
| | - Lisa T Carson
- Shriners Children's, Motion Analysis Center, Greenville, SC, USA
| | - Emily R Shull
- Shriners Children's, Motion Analysis Center, Greenville, SC, USA
| | - Lauren C Hyer
- Shriners Children's, Motion Analysis Center, Greenville, SC, USA
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Behboodi A, Sansare A, Zahradka N, Lee SCK. Case report: The gait deviation index may predict neurotherapeutic effects of FES-assisted gait training in children with cerebral palsy. FRONTIERS IN REHABILITATION SCIENCES 2023; 4:1002222. [PMID: 36937105 PMCID: PMC10020343 DOI: 10.3389/fresc.2023.1002222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2022] [Accepted: 02/09/2023] [Indexed: 03/06/2023]
Abstract
Background Children with cerebral palsy (CP) show progressive loss of ambulatory function characterized by kinematic deviations at the hip, knee, and ankle. Functional electrical stimulation (FES) can lead to more typical lower limb kinematics during walking by eliciting appropriately timed muscle contractions. FES-assisted walking interventions have shown mixed to positive results in improving lower limb kinematics through immediate correction of gait during the application of FES, or long-term, persisting effects of non-FES-assisted gait improvements following multi-week FES-assisted gait training, at the absence of stimulation, i.e., neurotherapeutic effects. It is unknown, however, if children with CP will demonstrate a neurotherapeutic response following FES-assisted gait training because of the CP population's heterogeneity in gait deviations and responses to FES. Identifying the neurotherapeutic responders is, therefore, important to optimize the training interventions to those that have higher probability of benefiting from the intervention. Objective The purpose of this case study was to investigate the relationship between immediate and neurotherapeutic effects of FES-assisted walking to identify responders to a FES-assisted gait training protocol. Methods The primary outcome was Gait Deviation Index (GDI) and secondary outcome was root mean squared error (RMSE) of the lower extremity joint angles in the sagittal plane between participants with CP and a typically developing (TD) dataset. Potential indicators were defined as immediate improvements from baseline during FES-assisted walking followed by neurotherapeutic improvements at the end of training. Case description Gait analysis of two adolescent female participants with spastic diplegia (Gross Motor Function Classification System level II and III) was conducted at the start and end of a 12-week FES-assisted treadmill training protocol. Participant 1 had scissoring crouch gait, while participant 2 had jump gait. Outcomes The GDI showed both immediate (presence of FES) and neurotherapeutic (absence of FES after training period) improvements from baseline in our two participants. Joint angle RMSE showed mixed trends between immediate and neurotherapeutic changes from baseline. The GDI warrants investigation in a larger sample to determine if it can be used to identify responders to FES-assisted gait training.
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Affiliation(s)
- Ahad Behboodi
- NAB Laboratory, Rehabilitation Medicine Department, Clinical Center, National Institutes of Health, Bethesda, MD, United States
| | - Aswhini Sansare
- Pediatric Mobility Laboratory, Department of Physical Therapy, University of Delaware, Newark, DE, United States
| | - Nicole Zahradka
- Pediatric Mobility Laboratory, Department of Physical Therapy, University of Delaware, Newark, DE, United States
| | - Samuel C. K. Lee
- Pediatric Mobility Laboratory, Department of Physical Therapy, University of Delaware, Newark, DE, United States
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Machine learning approach to gait deviation prediction based on isokinetic data acquired from biometric sensors. Gait Posture 2023; 101:55-59. [PMID: 36731213 DOI: 10.1016/j.gaitpost.2023.01.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Revised: 12/27/2022] [Accepted: 01/21/2023] [Indexed: 01/24/2023]
Abstract
BACKGROUND Analyzing gait deviation is one of the crucial factors during the diagnosis and treatment of children with Cerebral Palsy (CP). The typical diagnostic procedure requires an expensive and complicated three-dimensional gait analysis system based on visual sensors. In this work, we focus on predicting well-known gait pathology scores using only information collected from the BS4P, the affordable isokinetic dynamometer. Using such equipment, it is possible to determine gait pathological indices such as the gait deviation index (GDI) or the Gillette gait index (GGI). RESEARCH QUESTION Are there correlations between the results of examining patients with CP on the Biodex Pro 4 device and the gait quality metrics (GDI and GGI)? METHODS The isokinetic data acquired from biometric sensors (74 records) were analyzed using big data methods. We used several Machine Learning methods to find the correlation between gait deviation and isokinetic data: Adaptive Boosting Regression, K-nearest Neighbor, Decision Tree Regression, Random Forest Regression, and Gradient Boost Regression. RESULTS In this paper, we provided a detailed comparison of different machine learning regression models in predicting gait quality in patients with CP based only on the data gathered from affordable Biodex 4 Pro device. The best result was obtained using the gradient boosting regression model with Mean Absolute Percentage Error of 6%. However, it was not possible to precisely predict the GGI index using this method. SIGNIFICANCE The results obtained showed promising results in the evaluation of gait index scores, which gives the possibility of diagnosing patients with CP without the use of expensive optometric systems. Evaluating gait metrics using the approach proposed in this paper could be very helpful for both physicians and physiotherapists in assessing the condition of patients with CP, as well as other diseases related to gait problems.
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Ito Y, Ito T, Ohno A, Kubota T, Tanemura K, Narahara S, Kataoka E, Hyodo R, Sugiyama Y, Hattori T, Kidokoro H, Sugiura H, Noritake K, Natsume J, Ochi N. Gait performance and dual-task costs in school-aged children with Down syndrome. Brain Dev 2023; 45:171-178. [PMID: 36424235 DOI: 10.1016/j.braindev.2022.11.001] [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: 09/26/2022] [Revised: 10/31/2022] [Accepted: 11/06/2022] [Indexed: 11/23/2022]
Abstract
OBJECTIVE This cross-sectional observational study aimed to assess gait performance, its correlation with physical functions, and its dual-task costs in children with Down syndrome (DS), to investigate their gait adaptations. METHODS Gait performance with or without movie-watching tasks was evaluated in 17 children with DS (age, 6-12 years) and 51 age- and sex-matched controls, using three-dimensional gait analysis. We compared participants' demographics, physical functions, and gait performance without tasks between the two groups. In the DS group, correlations between physical functions, the intelligence quotient, and gait variables were assessed. Dual-task costs for gait variables were also compared between the two groups. RESULTS Children with DS showed poorer balance function and muscle strength and lower gait quality than the control group. In the DS group, there was a significant positive correlation between gait speed, step length, and intelligence quotient. There were no correlations between the balance function, muscle strength, intelligence quotient, and gait quality. Dual-task costs for gait speed, step length, and cadence were greater in the DS group; however, there was no significant difference in dual-task costs for gait quality between the two groups. CONCLUSION These findings highlight the importance of providing appropriate interventions for motor functions in school-aged children with DS based on their gait performance in single- and dual-task conditions, as well as on their intelligence quotient.
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Affiliation(s)
- Yuji Ito
- Department of Pediatrics, Aichi Prefecture Mikawa Aoitori Medical and Rehabilitation Center for Developmental Disabilities, Aichi, Japan; Department of Pediatrics, Nagoya University Graduate School of Medicine, Aichi, Japan.
| | - Tadashi Ito
- Three-dimensional Motion Analysis Room, Aichi Prefecture Mikawa Aoitori Medical and Rehabilitation Center for Developmental Disabilities, Aichi, Japan
| | - Atsuko Ohno
- Department of Pediatric Neurology, Toyota Municipal Child Development Center, Aichi, Japan
| | - Tetsuo Kubota
- Department of Pediatrics, Anjo Kosei Hospital, Aichi, Japan
| | - Kaori Tanemura
- Department of Orthopedic Surgery, Aichi Prefecture Mikawa Aoitori Medical and Rehabilitation Center for Developmental Disabilities, Aichi, Japan
| | - Sho Narahara
- Department of Pediatrics, Aichi Prefecture Mikawa Aoitori Medical and Rehabilitation Center for Developmental Disabilities, Aichi, Japan
| | - Erina Kataoka
- Department of Pediatrics, Anjo Kosei Hospital, Aichi, Japan
| | - Reina Hyodo
- Department of Pediatrics, Anjo Kosei Hospital, Aichi, Japan
| | | | - Tetsuo Hattori
- Department of Pediatrics, Anjo Kosei Hospital, Aichi, Japan
| | - Hiroyuki Kidokoro
- Department of Pediatrics, Nagoya University Graduate School of Medicine, Aichi, Japan
| | - Hideshi Sugiura
- Department of Physical Therapy, Nagoya University Graduate School of Medicine, Aichi, Japan
| | - Koji Noritake
- Department of Orthopedic Surgery, Aichi Prefecture Mikawa Aoitori Medical and Rehabilitation Center for Developmental Disabilities, Aichi, Japan
| | - Jun Natsume
- Department of Pediatrics, Nagoya University Graduate School of Medicine, Aichi, Japan; Department of Developmental Disability Medicine, Nagoya University Graduate School of Medicine, Aichi, Japan
| | - Nobuhiko Ochi
- Department of Pediatrics, Aichi Prefecture Mikawa Aoitori Medical and Rehabilitation Center for Developmental Disabilities, Aichi, Japan
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Gagnat Y, Brændvik SM, Ringheim I, Roeleveld K. The relation of energy cost of walking with gait deviation, asymmetry, and lower limb muscle co-activation in children with cerebral palsy: a retrospective cross-sectional study. BMC Musculoskelet Disord 2023; 24:111. [PMID: 36759806 PMCID: PMC9909982 DOI: 10.1186/s12891-023-06223-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Accepted: 06/20/2022] [Indexed: 02/11/2023] Open
Abstract
BACKGROUND Compared to typically developing children, children with cerebral palsy (CP) have increased energy expenditure during walking, limiting activity and participation. Insight into whether the also deviating and more asymmetric gait with increased muscle co-activation contributes to this increased energy expenditure is important for clinical decision making. The aim of this study was to investigate the relation between energy cost of walking with gait deviation, asymmetry, and muscle co-activation in children with CP. METHODS Forty ambulant children with CP, with Gross Motor Function Classification System (GMFCS) level I (N = 35) and II (N = 5), aged between 5-17y, were tested at one or two occasions with 24 weeks in between, resulting in 71 observations. Gross energy cost (J/kg/m) was measured during a 5-min walk test at self-selected speed. From a 3-dimensional gait analyses, kinematic variables and electromyography were extracted to calculate the gait deviation index (GDI) and co-activation index. The relation between energy cost and GDI, GDI asymmetry, and co-activation index of the lower limb muscles was evaluated through mixed model analyses. Height was included to control for growth-related variation. RESULTS Gait deviation and height combined explained about 40% of the variance in gross energy cost. No significant contribution was found for gait asymmetry or co-activation index. CONCLUSIONS This cross-sectional study indicates that increased gait deviation contributes to increased energy cost of walking in children with GMFCS level I and II.
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Affiliation(s)
- Yngvild Gagnat
- Clinic for Orthopaedics, Rheumatology and Skin Diseases, Orthopaedic Research Center, St. Olavs University Hospital, Trondheim, Norway. .,Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway.
| | - Siri Merete Brændvik
- grid.5947.f0000 0001 1516 2393Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway ,grid.52522.320000 0004 0627 3560Clinical Services, St. Olavs University Hospital, Trondheim, Norway
| | - Inge Ringheim
- grid.417292.b0000 0004 0627 3659Division of Physical Medicine and Rehabilitation, Vestfold Hospital Trust, Stavern, Norway
| | - Karin Roeleveld
- grid.52522.320000 0004 0627 3560Clinic for Orthopaedics, Rheumatology and Skin Diseases, Orthopaedic Research Center, St. Olavs University Hospital, Trondheim, Norway ,grid.5947.f0000 0001 1516 2393Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway
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Kinematic changes in gait in boys with Duchenne Muscular Dystrophy: Utility of the Gait Deviation Index, the Gait Profile Score and the Gait Variable Scores. Gait Posture 2023; 100:157-164. [PMID: 36529026 DOI: 10.1016/j.gaitpost.2022.12.007] [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: 05/23/2022] [Revised: 10/08/2022] [Accepted: 12/06/2022] [Indexed: 12/13/2022]
Abstract
BACKGROUND Duchenne Muscular Dystrophy (DMD) is an X-linked muscle disorder caused by a mutation or deletion in the dystrophin gene. In boys with DMD, muscle weakness progresses in a proximal to distal pattern, leading to gait abnormalities at all joints, in all planes of motion. Longitudinal studies are imperative to quantify changes in gait function due to DMD and are of particular importance when examining the efficacy of treatment interventions. RESEARCH QUESTION The purpose of this study was to examine the sensitivity of the Gait Deviation Index (GDI) and Movement Analysis Profile (Gait Profile Score (GPS) and Gait Variable Score (GVS)) to quantify the longitudinal ambulatory decline in boys with DMD. A secondary aim was to quantify the effect of corticosteroid (CS) treatment. METHODS The gait patterns of 75 boys were assessed longitudinally, 11 were steroid naïve (SN), and 64 received CS treatment. Joint kinematics were collected using either a VICON 612 or a Motion Analysis Corporation 3-D system. Representative trials were used to compute the GDI, GPS and the nine GVS for each boy for each visit. RESULTS At baseline, GVS for the boys with DMD revealed abnormalities in all lower extremity joints and in all planes of movement compared to TD peers. GDI and GPS indices verified that the overall quality of gait in boys with DMD decreases at a significant rate with age. Boys who were steroid naïve changed at a rate 3 times greater than boys on CS in coronal plane hip motion. SIGNIFICANCE The gait indices of GDI and GPS are able to identify changes in the quality of gait patterns in boys with DMD. Although boys on steroids had greater gait deviations than boys who were SN at baseline, the rate of decline in gait quality was slower in boys on CS.
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Everaert L, Papageorgiou E, Van Campenhout A, Labey L, Desloovere K. The influence of ankle-foot orthoses on gait pathology in children with cerebral palsy: A retrospective study. Gait Posture 2023; 100:149-156. [PMID: 36528000 DOI: 10.1016/j.gaitpost.2022.11.063] [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: 06/23/2022] [Revised: 11/26/2022] [Accepted: 11/30/2022] [Indexed: 12/03/2022]
Abstract
BACKGROUND Ankle-foot orthoses (AFOs) are frequently prescribed in children with cerebral palsy (CP) to improve their gait. Due to the heterogeneous nature of CP and contradictions among previous studies, it is important to evaluate the AFO-specific effects, as well as explore their effects on different gait patterns. RESEARCH QUESTIONS a) What are the prevalence and specific features of AFOs in children with CP? b) How do AFOs affect gait pathology in children with CP? c) What are the pattern-specific effects of AFOs in children with CP? METHODS A group of 170 patients with CP underwent a three-dimensional gait analysis with and without AFOs (either carbon fiber, rigid, flexible or hinged). The gait profile score, the gait variable scores of the hip, knee and ankle joints, non-dimensional step length and walking speed were used as outcome measures. The AFO-specific effects on the kinematic and kinetic waveforms were investigated using statistical non-parametric mapping (SnPM). Effects were considered relevant when the minimal clinically important difference (MCID) or the standard errors of measurement, for the parameters or the waveforms respectively, were exceeded. RESULTS Rigid AFOs were prescribed for more than 80 % of the children. Significant beneficial effects were observed for non-dimensional step length and walking speed. Most changes in gait indices were not considered relevant. The SnPM-analyses on the total group and specific gait patterns revealed that walking with AFOs improved the kinematic and kinetic waveforms. These effects were relevant, and were most obvious for crouch, apparent equinus and the total group. SIGNIFICANCE The use of AFOs improves gait, whether we inspect a total -and thus heterogeneous- group or focus on specific gait patterns. However, focussing on specific parameters (i.e. general gait indices) does not provide a full picture of the AFO-effects.
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Affiliation(s)
- Laure Everaert
- KU Leuven, Department of Rehabilitation Sciences, Research Group for Neurorehabilitation (eNRGy), Leuven, Belgium; University Hospitals Leuven, Clinical Motion Analysis Laboratory, Pellenberg, Belgium.
| | - Eirini Papageorgiou
- KU Leuven, Department of Rehabilitation Sciences, Research Group for Neurorehabilitation (eNRGy), Leuven, Belgium; University Hospitals Leuven, Clinical Motion Analysis Laboratory, Pellenberg, Belgium
| | - Anja Van Campenhout
- KU Leuven, Department of Development and Regeneration, Organ Systems, Leuven, Belgium; University Hospitals Leuven, Department of Orthopedics, Leuven, Belgium
| | - Luc Labey
- KU Leuven, Department of Mechanical Engineering, Geel, Belgium
| | - Kaat Desloovere
- KU Leuven, Department of Rehabilitation Sciences, Research Group for Neurorehabilitation (eNRGy), Leuven, Belgium; University Hospitals Leuven, Clinical Motion Analysis Laboratory, Pellenberg, Belgium
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White H, Barney B, Augsburger S, Miller E, Iwinski H. AFOs Improve Stride Length and Gait Velocity but Not Motor Function for Most with Mild Cerebral Palsy. SENSORS (BASEL, SWITZERLAND) 2023; 23:569. [PMID: 36679366 PMCID: PMC9860799 DOI: 10.3390/s23020569] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Revised: 12/21/2022] [Accepted: 12/30/2022] [Indexed: 06/17/2023]
Abstract
Ankle-foot orthoses (AFOs) are prescribed to children with cerebral palsy (CP) in hopes of improving their gait and gross motor activities. The purpose of this retrospective study was to examine if clinically significant changes in gross motor function occur with the use of AFOs in children and adolescents diagnosed with CP (Gross Motor Function Classification System levels I and II). Data from 124 clinical assessments were analyzed. Based on minimum clinically important difference (MCID), 77% of subjects demonstrated an increase in stride length, 45% of subjects demonstrated an increase in walking velocity, and 30% demonstrated a decrease in cadence. Additionally, 27% of the subjects demonstrated increase in gait deviation index (GDI). Deterioration in gait was evident by decreases in walking speed (5% of subjects), increases in cadence (11% of subjects), and 15% of subjects demonstrated decreases in gait deviation index. Twenty-two percent of subjects demonstrated no change in stride lengths and one participant demonstrated a decrease in stride length. However, AFOs improved Gross Motor Function Measure (GMFM) scores for a minority (10%) of children with mild CP (GMFCS level I and II), with 82-85% of subjects demonstrating no change in GMFM scores and 5-7% demonstrating decrease in GMFM scores.
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Affiliation(s)
- Hank White
- Shriners Children’s Lexington, 110 Conn Terrace, Lexington, KY 40508, USA
| | - Brian Barney
- Division of Physical Therapy, College of Health Sciences, University of Kentucky, 900 South Limestone, Lexington, KY 40536, USA
| | - Sam Augsburger
- Shriners Children’s Lexington, 110 Conn Terrace, Lexington, KY 40508, USA
| | - Eric Miller
- Pediatric Orthotic & Prosthetic Services—Midwest, 110 Conn Terrace, Lexington, KY 40508, USA
| | - Henry Iwinski
- Shriners Children’s Lexington, 110 Conn Terrace, Lexington, KY 40508, USA
- Department of Orthopaedic Surgery, University of Kentucky, 740 S Limestone St., Room K423, Lexington, KY 40536, USA
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Akta C, Wenzel-Schwarz F, Stauffer A, Kranzl A, Raimann A, Kocijan R, Ganger R, Mindler GT. The ankle in XLH: Reduced motion, power and quality of life. Front Endocrinol (Lausanne) 2023; 14:1111104. [PMID: 37033213 PMCID: PMC10073673 DOI: 10.3389/fendo.2023.1111104] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Accepted: 02/23/2023] [Indexed: 04/11/2023] Open
Abstract
BACKGROUND X-linked hypophosphatemia (OMIM 307800) is a rare bone disease caused by a phosphate-wasting condition with lifelong clinical consequences. Those affected suffer from bone pain, complex skeletal deformities, impaired mobility and a reduced quality of life. Early osteoarthritis and reduced range of motion of the lower limbs are known pathologies in XLH patients. However, XLH-specific data on the affected compartments such as the ankle joint through the evaluation of radiographic and gait analysis data is still lacking. PATIENTS AND METHODS In this cross-sectional study, patients with genetically verified XLH, age ≥ 16 - 50 years and a complete record of gait analysis and or radiographic analysis data were included. Clinical examination, radiological and gait analysis data were compared to norms using the dataset of our gait laboratory registry. Radiographic analysis included tibial deformity analysis and assessment of osteoarthritis and enthesopathies. Western Ontario and McMaster Universities Arthritis Index (WOMAC), SF36v2, American Orthopedic Foot and Ankle Society score (AOFAS) and the Foot and Ankle Outcome Score (FAOS) were used. Twentythree participants with 46 limbs were eligible for the study. RESULTS A total of 23 patients (n=46 feet) met the inclusion criteria. Patients with XLH had significantly reduced gait quality, ankle power and plantar flexion (p < 0.001) compared to a historic gait laboratory control group. Ankle valgus deformity was detected in 22 % and ankle varus deformity in 30 % of the patients. The subtalar joint (59.1%) as well as the anterior tibiotalar joint (31.1%) were the main localizations of moderate to severe joint space narrowing. Ankle power was decreased in moderate and severe subtalar joint space narrowing (p < 0.05) compared to normal subtalar joint space narrowing. No lateral or medial ligament instability of the ankle joint was found in clinical examination. Tibial procurvatum deformity led to lower ankle power (p < 0.05). CONCLUSIONS This study showed structural and functional changes of the ankle in patients with XLH. Subtalar ankle osteoarthritis, patient reported outcome scores and clinical ankle restriction resulted in lower gait quality and ankle power.
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Affiliation(s)
- Celine Akta
- Department of Pediatric Orthopaedics, Orthopaedic Hospital Speising, Vienna, Austria
- Vienna Bone and Growth Center, Vienna, Austria
- Medical Faculty of Bone Diseases, Sigmund Freud University, Vienna, Austria
| | - Florian Wenzel-Schwarz
- Department of Pediatric Orthopaedics, Orthopaedic Hospital Speising, Vienna, Austria
- Vienna Bone and Growth Center, Vienna, Austria
| | - Alexandra Stauffer
- Department of Pediatric Orthopaedics, Orthopaedic Hospital Speising, Vienna, Austria
- Vienna Bone and Growth Center, Vienna, Austria
| | - Andreas Kranzl
- Vienna Bone and Growth Center, Vienna, Austria
- Laboratory for Gait and Movement Analysis, Orthopaedic Hospital Speising, Vienna, Austria
| | - Adalbert Raimann
- Vienna Bone and Growth Center, Vienna, Austria
- Comprehensive Center for Pediatrics, Department of Pediatrics and Adolescent Medicine, Division of Pediatric Pulmonology, Allergology and Endocrinology, Medical University of Vienna, Vienna, Austria
| | - Roland Kocijan
- Vienna Bone and Growth Center, Vienna, Austria
- Medical Faculty of Bone Diseases, Sigmund Freud University, Vienna, Austria
- 1st Medical Department, Ludwig Boltzmann Institute of Osteology at Hanusch Hospital of OEGK and AUVA Trauma Centre Meidling, Hanusch Hospital, Vienna, Austria
| | - Rudolf Ganger
- Department of Pediatric Orthopaedics, Orthopaedic Hospital Speising, Vienna, Austria
- Vienna Bone and Growth Center, Vienna, Austria
| | - Gabriel T. Mindler
- Department of Pediatric Orthopaedics, Orthopaedic Hospital Speising, Vienna, Austria
- Vienna Bone and Growth Center, Vienna, Austria
- *Correspondence: Gabriel T. Mindler,
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Nikkhoo M, Wang L, Hsu CC, Cheng CH. Editorial: Advancements in biomechanical modeling of injuries, diseases, diagnoses, and treatments of lower extremities. Front Bioeng Biotechnol 2023; 11:1178336. [PMID: 37113669 PMCID: PMC10126494 DOI: 10.3389/fbioe.2023.1178336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Accepted: 04/03/2023] [Indexed: 04/29/2023] Open
Affiliation(s)
- Mohammad Nikkhoo
- School of Physical Therapy and Graduate Institute of Rehabilitation Science, College of Medicine, Chang Gung University, Taoyuan, Taiwan
- Bone and Joint Research Center, Chang Gung Memorial Hospital, Linkou, Taiwan
- Department of Biomedical Engineering, Science and Research Branch, Islamic Azad University, Tehran, Iran
| | - Lizhen Wang
- School of Biological Science and Medical Engineering, Beihang University, Beijing, China
| | - Ching-Chi Hsu
- Department of Mechanical Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan
| | - Chih-Hsiu Cheng
- School of Physical Therapy and Graduate Institute of Rehabilitation Science, College of Medicine, Chang Gung University, Taoyuan, Taiwan
- Bone and Joint Research Center, Chang Gung Memorial Hospital, Linkou, Taiwan
- *Correspondence: Chih-Hsiu Cheng,
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Factors Associated With Short-Term Recovery Following Single-Event Multilevel Surgery for Children With Cerebral Palsy. Pediatr Phys Ther 2023; 35:93-99. [PMID: 36638036 DOI: 10.1097/pep.0000000000000976] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
PURPOSE To examine the role of multiple factors, including therapy dose, on recovery of mobility function during post-single-event multilevel surgery (SEMLS) rehabilitation in youth with cerebral palsy. METHODS Several factors expected to influence postoperative change in Gross Motor Function Measure (GMFM) were examined: age, Gross Motor Function Classification System (GMFCS) level, cognition, number of osteotomies, surgical complications, medical comorbidities, number of therapy sessions, and preoperative measures of gait, balance, and gross motor function. RESULTS Sixty-nine youth with cerebral palsy, GMFSC levels I-IV, who had undergone SEMLS and rehabilitation had on average 2.6 osteotomies and 89 postoperative therapy sessions. Fewer osteotomies, higher therapy dose, higher preoperative GMFM, and lower GMFM at postoperative admission were significant in determining GMFM change. CONCLUSIONS The most relevant factors on post-SEMLS recovery were therapy dose, surgical burden, and level of gross motor function immediately before and after surgery.
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Rhodes JT, Tagawa A, Moore L, Holcomb A, Carry P, Skinner A, Miller S, De S, Carollo J. Rectus femoris transfers with and without a hamstring lengthening will not change hip kinematics in children with cerebral palsy. Gait Posture 2023; 99:119-123. [PMID: 36410181 DOI: 10.1016/j.gaitpost.2022.11.004] [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: 07/01/2022] [Revised: 09/26/2022] [Accepted: 11/03/2022] [Indexed: 11/18/2022]
Abstract
BACKGROUND A rectus femoris transfer (RFT) surgery with and without a hamstring lengthening (HSL) is used to treat stiff-knee gait in children with cerebral palsy (CP). While current literature has reported that a RFT surgery improves the kinematics at the knee, little is known about the kinematic changes at the hip. RESEARCH QUESTION Does a RFT surgery change hip joint kinematics in children with CP? METHODS This retrospective study included children (<18 years old) diagnosed with CP, who underwent a RFT procedure, and who were seen at our institution's accredited clinical motion laboratory. Patients with both pre- and post-operative gait analysis were identified and comparison between those analyses were performed to identify kinematic differences at the hip and knee. A total of 66 legs from 46 children (mean age: 11.1 ± 3.6) met the inclusion criteria. RESULTS Overall results revealed that a RFT did not change kinematics at the hip [p > 0.05], however, a RFT did increase the maximum knee flexion during the swing period [Mean Difference Post - Pre: 8.3°, 95% CI: 4.9-11.8, p < 0.0001]. Additionally, it was found that changes in hip extension during the terminal stance phase were significantly different between the combined RFT and HSL compared to solely an RFT. The results of this study also revealed that children whose stiff-knee gait did not improve, tended to have increased hip external rotation during terminal stance and swing and greater hip extension during terminal stance, compared to children whose stiff-knee gait did improve. SIGNIFICANCE Overall, a RFT with and without a HSL surgery improves hip and knee kinematics in the sagittal plane, however, improvements at the hip were not clinically significant. As a result, a RFT or a combined RFT with HSL should not be used to change hip kinematics in children with CP.
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Affiliation(s)
- Jason T Rhodes
- Department of Orthopaedics, University of Colorado School of Medicine, Aurora, CO, USA; Center for Gait and Movement Analysis, Children's Hospital Colorado, Aurora, CO, USA; Musculoskeletal Research Center, Children's Hospital Colorado, Aurora, CO, USA.
| | - Alex Tagawa
- Center for Gait and Movement Analysis, Children's Hospital Colorado, Aurora, CO, USA; Musculoskeletal Research Center, Children's Hospital Colorado, Aurora, CO, USA
| | - Lucas Moore
- Center for Gait and Movement Analysis, Children's Hospital Colorado, Aurora, CO, USA; Musculoskeletal Research Center, Children's Hospital Colorado, Aurora, CO, USA
| | - Amy Holcomb
- Center for Gait and Movement Analysis, Children's Hospital Colorado, Aurora, CO, USA; Colorado State University, Fort Collins, CO, USA
| | - Patrick Carry
- Musculoskeletal Research Center, Children's Hospital Colorado, Aurora, CO, USA
| | - Austin Skinner
- Center for Gait and Movement Analysis, Children's Hospital Colorado, Aurora, CO, USA; Musculoskeletal Research Center, Children's Hospital Colorado, Aurora, CO, USA; Kansas City University College of Osteopathic Medicine, Joplin, MO, USA
| | - Scott Miller
- Center for Gait and Movement Analysis, Children's Hospital Colorado, Aurora, CO, USA; Musculoskeletal Research Center, Children's Hospital Colorado, Aurora, CO, USA
| | - Sayan De
- Department of Orthopaedics, University of Colorado School of Medicine, Aurora, CO, USA; Center for Gait and Movement Analysis, Children's Hospital Colorado, Aurora, CO, USA; Musculoskeletal Research Center, Children's Hospital Colorado, Aurora, CO, USA
| | - James Carollo
- Department of Orthopaedics, University of Colorado School of Medicine, Aurora, CO, USA; Center for Gait and Movement Analysis, Children's Hospital Colorado, Aurora, CO, USA; Musculoskeletal Research Center, Children's Hospital Colorado, Aurora, CO, USA
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Mekhael E, El Rachkidi R, Saliby RM, Nassim N, Semaan K, Massaad A, Karam M, Saade M, Ayoub E, Rteil A, Jaber E, Chaaya C, Abi Nahed J, Ghanem I, Assi A. Functional assessment using 3D movement analysis can better predict health-related quality of life outcomes in patients with adult spinal deformity: a machine learning approach. Front Surg 2023; 10:1166734. [PMID: 37206356 PMCID: PMC10189154 DOI: 10.3389/fsurg.2023.1166734] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Accepted: 04/12/2023] [Indexed: 05/21/2023] Open
Abstract
Introduction Adult spinal deformity (ASD) is classically evaluated by health-related quality of life (HRQoL) questionnaires and static radiographic spino-pelvic and global alignment parameters. Recently, 3D movement analysis (3DMA) was used for functional assessment of ASD to objectively quantify patient's independence during daily life activities. The aim of this study was to determine the role of both static and functional assessments in the prediction of HRQoL outcomes using machine learning methods. Methods ASD patients and controls underwent full-body biplanar low-dose x-rays with 3D reconstruction of skeletal segment as well as 3DMA of gait and filled HRQoL questionnaires: SF-36 physical and mental components (PCS&MCS), Oswestry Disability Index (ODI), Beck's Depression Inventory (BDI), and visual analog scale (VAS) for pain. A random forest machine learning (ML) model was used to predict HRQoL outcomes based on three simulations: (1) radiographic, (2) kinematic, (3) both radiographic and kinematic parameters. Accuracy of prediction and RMSE of the model were evaluated using 10-fold cross validation in each simulation and compared between simulations. The model was also used to investigate the possibility of predicting HRQoL outcomes in ASD after treatment. Results In total, 173 primary ASD and 57 controls were enrolled; 30 ASD were followed-up after surgical or medical treatment. The first ML simulation had a median accuracy of 83.4%. The second simulation had a median accuracy of 84.7%. The third simulation had a median accuracy of 87%. Simulations 2 and 3 had comparable accuracies of prediction for all HRQoL outcomes and higher predictions compared to Simulation 1 (i.e., accuracy for PCS = 85 ± 5 vs. 88.4 ± 4 and 89.7% ± 4%, for MCS = 83.7 ± 8.3 vs. 86.3 ± 5.6 and 87.7% ± 6.8% for simulations 1, 2 and 3 resp., p < 0.05). Similar results were reported when the 3 simulations were tested on ASD after treatment. Discussion This study showed that kinematic parameters can better predict HRQoL outcomes than stand-alone classical radiographic parameters, not only for physical but also for mental scores. Moreover, 3DMA was shown to be a good predictive of HRQoL outcomes for ASD follow-up after medical or surgical treatment. Thus, the assessment of ASD patients should no longer rely on radiographs alone but on movement analysis as well.
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Affiliation(s)
- Elio Mekhael
- Faculty of Medicine, Saint Joseph University of Beirut, Beirut, Lebanon
| | - Rami El Rachkidi
- Faculty of Medicine, Saint Joseph University of Beirut, Beirut, Lebanon
| | | | - Nabil Nassim
- Faculty of Medicine, Saint Joseph University of Beirut, Beirut, Lebanon
| | - Karl Semaan
- Faculty of Medicine, Saint Joseph University of Beirut, Beirut, Lebanon
| | - Abir Massaad
- Faculty of Medicine, Saint Joseph University of Beirut, Beirut, Lebanon
| | - Mohamad Karam
- Faculty of Medicine, Saint Joseph University of Beirut, Beirut, Lebanon
| | - Maria Saade
- Faculty of Medicine, Saint Joseph University of Beirut, Beirut, Lebanon
| | - Elma Ayoub
- Faculty of Medicine, Saint Joseph University of Beirut, Beirut, Lebanon
| | - Ali Rteil
- Faculty of Medicine, Saint Joseph University of Beirut, Beirut, Lebanon
| | - Elena Jaber
- Faculty of Medicine, Saint Joseph University of Beirut, Beirut, Lebanon
| | - Celine Chaaya
- Faculty of Medicine, Saint Joseph University of Beirut, Beirut, Lebanon
| | - Julien Abi Nahed
- Technology Innovation Unit, Hamad Medical Corporation, Doha, Qatar
| | - Ismat Ghanem
- Faculty of Medicine, Saint Joseph University of Beirut, Beirut, Lebanon
| | - Ayman Assi
- Faculty of Medicine, Saint Joseph University of Beirut, Beirut, Lebanon
- Institut de Biomécanique Humaine Georges Charpak, Arts et Métiers ParisTech, Angers, France
- Correspondence: Ayman Assi
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91
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Pouliot-Laforte A, Franco Carvalho M, Bonnefoy-Mazure A, Armand S. How many observations in the reference dataset are required to compute a consistent Gait Deviation Index & Gait Profile Score? Gait Posture 2023; 99:51-53. [PMID: 36327538 DOI: 10.1016/j.gaitpost.2022.10.012] [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: 06/14/2022] [Revised: 10/12/2022] [Accepted: 10/17/2022] [Indexed: 11/05/2022]
Abstract
BACKGROUND The Gait Deviation Index (GDI) and the Gait Profile Score (GPS) are the most used scores to sum up gait deviations and are used as primary outcomes in many clinical studies. They are considered as equivalent scores. The computation of these scores is based on a reference dataset but often no description is provided. Among other characteristics, the number of observations needed and its possible influence on the computation of the scores remains unknown. RESEARCH QUESTION Define the number of observations needed in the reference dataset to compute consistent and reliable GDI and GPS. METHODS Fifty individuals with cerebral palsy (CP) were randomly selected from our laboratory database. Both scores were computed based on the reference dataset of Schwartz et al. (2008). A bootstrap analysis was performed, for every individual, to assess the effect of the number of observations on both scores. N number of observations were randomly selected, with replacement, from the reference dataset. This procedure was repeated 2000 times for every individual and every N and performed from N = 5 to N = 165 with an increment of 5. The 95 % of the absolute error distribution was considered for every individual and every N. The smallest detectable change (SDC) for both scores was considered as a threshold (GDI: 10.8; GPS:1.3°) to determine the minimum N required. RESULTS AND SIGNIFICANCE A minimum of 90 and 20 observations are required to compute consistent GDI and GPS, respectively. The number of observations has a higher impact on the GDI than the GPS, mainly because the GPS calculation does not rely on the standard deviation (SD). Furthermore, the GDI absolute error seems to be higher in individuals with greater gait deviations, i.e. lower GDI value. This effect was not observed on the GPS. In the case of a small reference dataset, the GPS should therefore be preferred.
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Affiliation(s)
- Annie Pouliot-Laforte
- Kinesiology Laboratory, Geneva University Hospitals and University of Geneva, Geneva, Switzerland.
| | - Marys Franco Carvalho
- Kinesiology Laboratory, Geneva University Hospitals and University of Geneva, Geneva, Switzerland
| | - Alice Bonnefoy-Mazure
- Kinesiology Laboratory, Geneva University Hospitals and University of Geneva, Geneva, Switzerland
| | - Stéphane Armand
- Kinesiology Laboratory, Geneva University Hospitals and University of Geneva, Geneva, Switzerland
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Suzuki T, Ito Y, Ito T, Kidokoro H, Noritake K, Tsujimura K, Saitoh S, Yamamoto H, Ochi N, Ishihara N, Yasui I, Sugiura H, Nakata T, Natsume J. Pathological gait in Rett syndrome: Quantitative evaluation using three-dimensional gait analysis. Eur J Paediatr Neurol 2023; 42:15-21. [PMID: 36493671 DOI: 10.1016/j.ejpn.2022.11.010] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/26/2022] [Revised: 11/26/2022] [Accepted: 11/29/2022] [Indexed: 12/12/2022]
Abstract
OBJECTIVES Ataxic-rigid gait is a characteristic gait pathology in patients with Rett syndrome (RTT). In the present study, we aimed to quantitatively evaluate gait pathology in patients with RTT using three-dimensional gait analysis (3DGA). METHODS We performed 3DGA in 11 patients with RTT ranging from 5 to 18 years (median age, 9 years) and in 33 age-matched healthy female controls. We compared the results of 3DGA, including spatiotemporal gait parameters and comprehensive indices of gait kinematics, such as the Gait Deviation Index (GDI) and Gait Profile Score (GPS), between the two groups. The GPS consists of nine sub-indices called Gait Variable Scores (GVSs). Decline in GDI or elevation of GPS and GVS indicated greater abnormal gait pathology. RESULTS The patients demonstrated significantly slower walking speed, lower step length/length of the lower extremities, lower cadence, wider step width, and higher coefficient of variation of step length than the controls. Moreover, the patients had a lower GDI and higher GPS than the controls. The patients also exhibited higher GVSs for eight out of nine gait kinematics, particularly the sagittal plane in the pelvis, hip, knee, and ankle joint; coronal plane in the pelvis and hip joint; and horizontal plane in the pelvis than the controls. CONCLUSIONS Quantitative evaluation of gait pathology in patients with RTT is possible using 3DGA. We found that in addition to ataxic-rigid gait, abnormalities in the coronal plane of the pelvis and hip joint and the horizontal plane of the pelvis were prominent.
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Affiliation(s)
- Takeshi Suzuki
- Department of Pediatrics, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Yuji Ito
- Department of Pediatrics, Nagoya University Graduate School of Medicine, Nagoya, Japan; Department of Pediatrics, Aichi Prefectural Mikawa Aoitori Medical and Rehabilitation Center for Developmental Disabilities, Okazaki, Japan.
| | - Tadashi Ito
- Three-dimensional motion analysis room, Aichi Prefectural Mikawa Aoitori Medical and Rehabilitation Center for Developmental Disabilities, Okazaki, Japan
| | - Hiroyuki Kidokoro
- Department of Pediatrics, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Koji Noritake
- Department of Orthopedic Surgery, Aichi Prefectural Mikawa Aoitori Medical and Rehabilitation Center for Developmental Disabilities, Okazaki, Japan
| | - Keita Tsujimura
- Group of Brain Function and Development, Nagoya University Neuroscience Institute of the Graduate School of Science, Nagoya, Japan; Research Unit for Developmental Disorders, Institute for Advanced Research, Nagoya University, Nagoya, Japan
| | - Shinji Saitoh
- Department of Pediatrics and Neonatology, Nagoya City University Graduate School of Medical Sciences, Nagoya, Japan
| | - Hiroyuki Yamamoto
- Department of Pediatrics, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Nobuhiko Ochi
- Department of Pediatrics, Aichi Prefectural Mikawa Aoitori Medical and Rehabilitation Center for Developmental Disabilities, Okazaki, Japan
| | - Naoko Ishihara
- Department of Pediatrics, Fujita Health University School of Medicine, Aichi, Japan
| | - Izumi Yasui
- Department of Pediatrics, Aichi Prefectural Aoitori Medical and Rehabilitation Center for Developmental Disabilities, Nagoya, Japan
| | - Hideshi Sugiura
- Department of Physical Therapy, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Tomohiko Nakata
- Department of Pediatrics, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Jun Natsume
- Department of Pediatrics, Nagoya University Graduate School of Medicine, Nagoya, Japan; Department of Developmental Disability Medicine, Nagoya University Graduate School of Medicine, Nagoya, Japan
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Marron A, O'Sullivan R, Leonard J, Kiernan D. The medium-term effects of selective dorsal rhizotomy on gait compared to a matched cerebral palsy non-SDR group: A follow-up study. Gait Posture 2023; 99:124-132. [PMID: 36413875 DOI: 10.1016/j.gaitpost.2022.11.006] [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: 08/05/2022] [Revised: 11/09/2022] [Accepted: 11/13/2022] [Indexed: 11/16/2022]
Abstract
BACKGROUND Selective dorsal rhizotomy (SDR) has been shown to improve gait in the short-term in children with cerebral palsy (CP). Further study is needed to look at the trajectory of outcomes over the longer-term. RESEARCH QUESTION What are the medium-term effects of SDR on gait compared to a matched CP non-SDR group? METHODS Participants underwent SDR at mean age 6.3 years and completed baseline, 1-year and 5-year follow-up gait analyses. Non-SDR participants were matched at baseline. Differences were assessed within and between groups. Kinematic variables were analysed using Statistical non-Parametric Mapping (SnPM). Other gait and clinical data were analysed using Friedman's one-way repeated measure analysis of variance and a Mann-Whitney U-test. RESULTS The initial SDR group consisted of 29 participants, reducing to 22 at 5-year follow-up. Of these, 15 (68 %) had orthopaedic surgeries either concurrent with or in the intervening period since the SDR, mean 3.3 procedures per participant. The initial non- SDR group had 18 participants, reducing to 17 at 5-year follow-up. Of these, 13 (76 %) had orthopaedic surgeries, mean 5.7 procedures. At 1-year follow-up the SDR group had significantly improved knee extension, ankle dorsiflexion, foot progression, Gait Deviation Index, and normalised step length compared to baseline, p < 0.05, and outcomes were maintained at 5-years. At 1-year follow-up the non-SDR group kinematic patterns were unchanged, but at 5-year follow-up this group demonstrated significantly improved knee extension, ankle dorsiflexion and foot progression. There were no significant kinematic differences between the SDR and the non-SDR group at medium-term follow-up. SIGNIFICANCE We have documented the trajectory of gait outcomes post-SDR over 3 assessments and found that short-term gait changes endured in the medium-term. However, kinematic changes were similar to a non-SDR group undergoing routine and orthopaedic care. These outcomes are important to guide surgical decision making and to manage treatment goals and expectations.
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Affiliation(s)
- A Marron
- Gait Laboratory, Central Remedial Clinic, Clontarf, Dublin 3, Ireland.
| | - R O'Sullivan
- Gait Laboratory, Central Remedial Clinic, Clontarf, Dublin 3, Ireland
| | - J Leonard
- Gait Laboratory, Central Remedial Clinic, Clontarf, Dublin 3, Ireland
| | - D Kiernan
- Gait Laboratory, Central Remedial Clinic, Clontarf, Dublin 3, Ireland
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94
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Nüesch C, Mandelli F, Przybilla P, Schären S, Mündermann A, Netzer C. Kinematics and paraspinal muscle activation patterns during walking differ between patients with lumbar spinal stenosis and controls. Gait Posture 2023; 99:44-50. [PMID: 36327537 DOI: 10.1016/j.gaitpost.2022.10.017] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Revised: 08/30/2022] [Accepted: 10/23/2022] [Indexed: 11/06/2022]
Abstract
BACKGROUND The narrowing of the spinal canal due to degenerative processes may lead to symptomatic lumbar spinal stenosis (sLSS) and impairments in the patients' gait. Changes in lower extremity joint kinematics and trunk flexion angles have been reported, yet less is known about muscle activation patterns of paraspinal and gluteal muscles in patients with sLSS compared to healthy participants. RESEARCH QUESTION Do muscle activation patterns together with sagittal joint kinematics differ between patients with sLSS and healthy controls and do these differences-quantified using gait scores-correlate with clinical scores? METHODS In 20 patients with sLSS scheduled for surgery and 19 healthy participants, gait was assessed using seven inertial sensors and muscle activation of gluteus medius, erector spinae and multifidus using wireless surface electromyography (EMG). Differences in joint kinematics and EMG patterns were assessed using statistical parametric mapping with non-parametric independent sample t tests (P < 0.05). Gait scores that describe the overall deviation in joint angles (mGPS) and muscle activation patterns (EMG-Profile Score) were calculated as root mean square distances between patients and healthy participants and their associations with clinical scores (pain, Oswestry Disability Score (ODI)) were analyzed using Spearman's correlation coefficients rho (P < 0.05). RESULTS Patients had larger mGPS (+1.9°) and EMG-Profile Scores (+50%) and walked on average slower (-0.26 m/s) than controls. EMG patterns revealed higher activation of multifidus, erector spinae and gluteus medius during midstance in patients compared to controls. Clinical scores (pain, ODI) did not correlate with mGPS or EMG-Profile Scores within patients. SIGNIFICANCE Observed differences in gait and muscle activation patterns and in the summary scores of gait and EMG deviations between patients with sLSS and healthy controls may represent additional functional outcomes reflecting the functional status of patients that can be measured using wearable sensors and hence is suitable for application in clinical practice.
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Affiliation(s)
- Corina Nüesch
- Department of Spine Surgery, University Hospital Basel, Basel, Switzerland; Department of Orthopaedics and Traumatology, University Hospital Basel, Basel, Switzerland; Department of Biomedical Engineering, University of Basel, Basel, Switzerland; Department of Clinical Research, University of Basel, Basel, Switzerland.
| | - Filippo Mandelli
- Department of Spine Surgery, University Hospital Basel, Basel, Switzerland; Department of Biomedical Engineering, University of Basel, Basel, Switzerland
| | - Philip Przybilla
- Department of Spine Surgery, University Hospital Basel, Basel, Switzerland; Department of Orthopaedics and Traumatology, University Hospital Basel, Basel, Switzerland
| | - Stefan Schären
- Department of Spine Surgery, University Hospital Basel, Basel, Switzerland
| | - Annegret Mündermann
- Department of Spine Surgery, University Hospital Basel, Basel, Switzerland; Department of Orthopaedics and Traumatology, University Hospital Basel, Basel, Switzerland; Department of Biomedical Engineering, University of Basel, Basel, Switzerland; Department of Clinical Research, University of Basel, Basel, Switzerland
| | - Cordula Netzer
- Department of Spine Surgery, University Hospital Basel, Basel, Switzerland; Department of Biomedical Engineering, University of Basel, Basel, Switzerland
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Ancillao A, Verduyn A, Vochten M, Aertbeliën E, De Schutter J. A Novel Procedure for Knee Flexion Angle Estimation Based on Functionally Defined Coordinate Systems and Independent of the Marker Landmarks. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 20:500. [PMID: 36612839 PMCID: PMC9819753 DOI: 10.3390/ijerph20010500] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Revised: 12/16/2022] [Accepted: 12/22/2022] [Indexed: 06/17/2023]
Abstract
Knee angles are kinematic quantities that are commonly presented in gait analysis reports. They are typically calculated as the relative angles between the anatomical coordinate systems rigidly attached to the femur and the tibia. To give these angles a biomechanical meaning, the coordinate systems must be defined with respect to some anatomical landmarks. For example, if one axis of the joint coordinate systems is directed along the knee flexion/extension axis, then the relative angle assumes the meaning of flexion/extension angle. Defining accurate anatomical coordinate systems is not an easy task, because it requires skills in marker placement, landmark identification and definition of a biomechanical model. In this paper, we present a novel method to (i) functionally define two coordinate systems attached to femur and tibia and (ii) functionally calculate the knee angle based on the relative differential kinematics between the previously defined coordinate systems. As the main limitation, this method is unable to provide an absolute measurement of the knee flexion/extension angle; however, it is able to accurately capture and display the relative angular motion of the knee. We show that our method produced consistent results even when the measured coordinate systems were randomly modified, removing any anatomical referencing. The proposed method has the advantage of being independent/invariant of the choice of the original coordinate systems of the femur and tibia, removing the need for accurate marker placement. Some major consequences are that (i) the markers may be placed on optimal landmarks, for example, minimizing the soft tissue artifacts or improving the subject's comfort, and (ii) there is no need for anatomical calibration when technical marker clusters/triads are used.
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Affiliation(s)
- Andrea Ancillao
- Robotics Research Group, Department of Mechanical Engineering, KU Leuven, 3001 Leuven, Belgium
- Core Lab ROB, Flanders Make, KU Leuven, 3001 Leuven, Belgium
- Functional Biomechanics and Rehabilitation Engineering Research Unit, Institute of Engineering Design and Product Development, TU Wien, 1060 Vienna, Austria
| | - Arno Verduyn
- Robotics Research Group, Department of Mechanical Engineering, KU Leuven, 3001 Leuven, Belgium
- Core Lab ROB, Flanders Make, KU Leuven, 3001 Leuven, Belgium
| | - Maxim Vochten
- Robotics Research Group, Department of Mechanical Engineering, KU Leuven, 3001 Leuven, Belgium
- Core Lab ROB, Flanders Make, KU Leuven, 3001 Leuven, Belgium
| | - Erwin Aertbeliën
- Robotics Research Group, Department of Mechanical Engineering, KU Leuven, 3001 Leuven, Belgium
- Core Lab ROB, Flanders Make, KU Leuven, 3001 Leuven, Belgium
| | - Joris De Schutter
- Robotics Research Group, Department of Mechanical Engineering, KU Leuven, 3001 Leuven, Belgium
- Core Lab ROB, Flanders Make, KU Leuven, 3001 Leuven, Belgium
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96
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Zhou JY, Richards A, Schadl K, Ladd A, Rose J. The swing performance Index: Developing a single-score index of golf swing rotational biomechanics quantified with 3D kinematics. Front Sports Act Living 2022; 4:986281. [PMID: 36619352 PMCID: PMC9816382 DOI: 10.3389/fspor.2022.986281] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Accepted: 11/30/2022] [Indexed: 12/24/2022] Open
Abstract
Introduction Golf swing generates power through coordinated rotations of the pelvis and upper torso, which are highly consistent among professionals. Currently, golf performance is graded on handicap, length-of-shot, and clubhead-speed-at-impact. No performance indices are grading the technique of pelvic and torso rotations. As an initial step toward developing a performance index, we collected kinematic metrics of swing rotational biomechanics and hypothesized that a set of these metrics could differentiate between amateur and pro players. The aim of this study was to develop a single-score index of rotational biomechanics based on metrics that are consistent among pros and could be derived in the future using inertial measurement units (IMU). Methods Golf swing rotational biomechanics was analyzed using 3D kinematics on eleven professional (age 31.0 ± 5.9 years) and five amateur (age 28.4 ± 6.9 years) golfers. Nine kinematic metrics known to be consistent among professionals and could be obtained using IMUs were selected as candidate variables. Oversampling was used to account for dataset imbalances. All combinations, up to three metrics, were tested for suitability for factor analysis using Kaiser-Meyer-Olkin tests. Principal component analysis was performed, and the logarithm of Euclidean distance of principal components between golf swings and the average pro vector was used to classify pro vs. amateur golf swings employing logistic regression and leave-one-out cross-validation. The area under the receiver operating characteristic curve was used to determine the optimal set of kinematic metrics. Results A single-score index calculated using peak pelvic rotational velocity pre-impact, pelvic rotational velocity at impact, and peak upper torso rotational velocity post-impact demonstrated strong predictive performance to differentiate pro (mean ± SD:100 ± 10) vs. amateur (mean ± SD:82 ± 4) golfers with an AUC of 0.97 and a standardized mean difference of 2.12. Discussion In this initial analysis, an index derived from peak pelvic rotational velocity pre-impact, pelvic rotational velocity at impact, and peak upper torso rotational velocity post-impact demonstrated strong predictive performance to differentiate pro from amateur golfers. Swing Performance Index was developed using a limited sample size; future research is needed to confirm results. The Swing Performance Index aims to provide quantified feedback on swing technique to improve performance, expedite training, and prevent injuries.
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Affiliation(s)
- Joanne Y. Zhou
- Department of Orthopaedic Surgery, Stanford University, Stanford, CA, United States
| | - Alexander Richards
- Department of Orthopaedic Surgery, Stanford University, Stanford, CA, United States
| | - Kornel Schadl
- Department of Orthopaedic Surgery, Stanford University, Stanford, CA, United States,Motion & Gait Analysis Lab, Lucile Packard Children's Hospital, Palo Alto, CA, United States
| | - Amy Ladd
- Department of Orthopaedic Surgery, Stanford University, Stanford, CA, United States,Motion & Gait Analysis Lab, Lucile Packard Children's Hospital, Palo Alto, CA, United States
| | - Jessica Rose
- Department of Orthopaedic Surgery, Stanford University, Stanford, CA, United States,Motion & Gait Analysis Lab, Lucile Packard Children's Hospital, Palo Alto, CA, United States,Correspondence: Jessica Rose
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97
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Singular value decomposition-based gait characterization. Heliyon 2022; 8:e12006. [DOI: 10.1016/j.heliyon.2022.e12006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2022] [Revised: 08/16/2022] [Accepted: 11/23/2022] [Indexed: 12/05/2022] Open
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Khan A, Hazart A, Galarraga O, Garcia-Salicetti S, Vigneron V. Treatment Outcome Prediction Using Multi-Task Learning: Application to Botulinum Toxin in Gait Rehabilitation. SENSORS (BASEL, SWITZERLAND) 2022; 22:8452. [PMID: 36366149 PMCID: PMC9654854 DOI: 10.3390/s22218452] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Revised: 10/22/2022] [Accepted: 10/28/2022] [Indexed: 06/16/2023]
Abstract
We propose a framework for optimizing personalized treatment outcomes for patients with neurological diseases. A typical consequence of such diseases is gait disorders, partially explained by command and muscle tone problems associated with spasticity. Intramuscular injection of botulinum toxin type A is a common treatment for spasticity. According to the patient's profile, offering the optimal treatment combined with the highest possible benefit-risk ratio is important. For the prediction of knee and ankle kinematics after botulinum toxin type A (BTX-A) treatment, we propose: (1) a regression strategy based on a multi-task architecture composed of LSTM models; (2) to introduce medical treatment data (MTD) for context modeling; and (3) a gating mechanism to model treatment interaction more efficiently. The proposed models were compared with and without metadata describing treatments and with serial models. Multi-task learning (MTL) achieved the lowest root-mean-squared error (RMSE) (5.60°) for traumatic brain injury (TBI) patients on knee trajectories and the lowest RMSE (3.77°) for cerebral palsy (CP) patients on ankle trajectories, with only a difference of 5.60° between actual and predicted. Overall, the best RMSE ranged from 5.24° to 6.24° for the MTL models. To the best of our knowledge, this is the first time that MTL has been used for post-treatment gait trajectory prediction. The MTL models outperformed the serial models, particularly when introducing treatment metadata. The gating mechanism is efficient in modeling treatment interaction and improving trajectory prediction.
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Affiliation(s)
- Adil Khan
- Informatique, Bio-Informatique et Systèmes Complexes (IBISC) EA 4526, Univ Evry, Université Paris-Saclay, 91020 Evry, France
- Department of Computer Science, Sukkur IBA University, Sukkur 65200, Sindh, Pakistan
| | - Antoine Hazart
- Informatique, Bio-Informatique et Systèmes Complexes (IBISC) EA 4526, Univ Evry, Université Paris-Saclay, 91020 Evry, France
| | - Omar Galarraga
- UGECAM Ile-de-France, Movement Analysis Laboratory, 77170 Coubert, France
| | | | - Vincent Vigneron
- Informatique, Bio-Informatique et Systèmes Complexes (IBISC) EA 4526, Univ Evry, Université Paris-Saclay, 91020 Evry, France
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Semaan K, Rachkidi R, Saad E, Massaad A, Kawkabani G, Saliby RM, Mekhael M, Abi Karam K, Fakhoury M, Jaber E, Ghanem I, Skalli W, Lafage V, Assi A. Alterations of gait kinematics depend on the deformity type in the setting of adult spinal deformity. EUROPEAN SPINE JOURNAL : OFFICIAL PUBLICATION OF THE EUROPEAN SPINE SOCIETY, THE EUROPEAN SPINAL DEFORMITY SOCIETY, AND THE EUROPEAN SECTION OF THE CERVICAL SPINE RESEARCH SOCIETY 2022; 31:3069-3080. [PMID: 36028589 DOI: 10.1007/s00586-022-07348-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Revised: 07/13/2022] [Accepted: 08/03/2022] [Indexed: 06/15/2023]
Abstract
PURPOSE To evaluate 3D kinematic alterations during gait in Adult Spinal Deformity (ASD) subjects with different deformity presentations. METHODS One hundred nineteen primary ASD (51 ± 19y, 90F), age and sex-matched to 60 controls, underwent 3D gait analysis with subsequent calculation of 3D lower limb, trunk and segmental spine kinematics as well as the gait deviation index (GDI). ASD were classified into three groups: 51 with sagittal malalignment (ASD-Sag: SVA > 50 mm, PT > 25°, and/or PI-LL > 10°), 28 with only frontal deformity (ASD-Front: Cobb > 20°) and 40 with only hyperkyphosis (ASD-HyperTK: TK > 60°). Kinematics were compared between groups. RESULTS ASD-Sag had a decreased pelvic mobility compared to controls with a decreased ROM of hips (38 vs. 45°) and knees (51 vs. 61°). Furthermore, ASD-Sag exhibited a decreased walking speed (0.8 vs. 1.2 m/s) and GDI (80 vs. 95, all p < 0.05) making them more prone to falls. ASD-HyperTK showed similar patterns but in a less pronounced way. ASD-Front had normal walking patterns. GDI, knee flex/extension and walking speed were significantly associated with SVA and PT (r = 0.30-0.65). CONCLUSION Sagittal spinal malalignment seems to be the driver of gait alterations in ASD. Patients with higher GT, SVA, PT or PI-LL tended to walk slower, with shorter steps in order to maintain stability with a limited flexibility in the pelvis, hips and knees. These changes were found to a lesser extent in ASD with only hyperkyphosis but not in those with only frontal deformity. 3D gait analysis is an objective tool to evaluate functionality in ASD patients depending on their type of spinal deformity. LEVEL OF EVIDENCE I Diagnostic: individual cross-sectional studies with consistently applied reference standard and blinding.
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Affiliation(s)
- Karl Semaan
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon
| | - Rami Rachkidi
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon
| | - Eddy Saad
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon
| | - Abir Massaad
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon
| | - Georges Kawkabani
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon
| | - Renée Maria Saliby
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon
| | - Mario Mekhael
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon
| | - Krystel Abi Karam
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon
| | - Marc Fakhoury
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon
| | - Elena Jaber
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon
| | - Ismat Ghanem
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon
| | - Wafa Skalli
- Institut de Biomécanique Humaine Georges Charpak, Arts Et Métiers, Paris, France
| | | | - Ayman Assi
- Laboratory of Biomechanics and Medical Imaging, Faculty of Medicine, Saint-Joseph University, Beirut, Lebanon.
- Institut de Biomécanique Humaine Georges Charpak, Arts Et Métiers, Paris, France.
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100
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Basteck S, Guder WK, Dirksen U, Krombholz A, Streitbürger A, Reinhardt D, Götte M. Effects of an Exercise Intervention on Gait Function in Young Survivors of Osteosarcoma with Megaendoprosthesis of the Lower Extremity-Results from the Pilot Randomized Controlled Trial proGAIT. Curr Oncol 2022; 29:7754-7767. [PMID: 36290890 PMCID: PMC9599989 DOI: 10.3390/curroncol29100613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 09/27/2022] [Accepted: 10/12/2022] [Indexed: 11/06/2022] Open
Abstract
Limb preservation with megaendoprosthesis in adolescents and young adults (AYA) with bone tumors is associated with functional limitations and gait abnormalities. The proGAIT trial evaluated the effectiveness of an exercise program on gait function and quality of life, functional scales (MSTS, TESS), functional mobility, and fatigue as secondary outcomes. Eleven AYA survivors of malignant osteosarcoma with a tumor endoprosthesis around the knee (mean age: 26.6 (±8.4) years) were randomized into an intervention group receiving an 8-week exercise program or into a control group. Gait function was assessed via 3D motion capture and analyzed using the Gait Profile Score (GPS) and the Gait Deviation Index (GDI). GDI and GPS scores of participants suggest deviations from a healthy reference group. The exercise intervention had small-to-medium positive effects on gait score GDI |d| = 0.50 (unaffected leg), |d| = 0.24 (affected leg), subjective functional scores TESS |d| = 0.74 and MSTS |d| = 0.49, and functional tests TUG and TUDS |d| = 0.61 and |d| = 0.52. None of these changes showed statistical significance. Promising intervention effects suggest that regular exercise could improve lower limb function and follow-up care for survivors; however, a powered RCT as a follow-up project needs to confirm the pilot findings.
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Affiliation(s)
- Simon Basteck
- Department of Pediatric Hematology/Oncology, Clinic for Pediatrics III, West German Cancer Centre, University Hospital Essen, 45147 Essen, Germany
- German Cancer Consortium (DKTK), Partner Site Essen, 45147 Essen, Germany
| | - Wiebke K. Guder
- Department of Orthopedic Oncology, West German Cancer Center, University Hospital Essen, 45147 Essen, Germany
| | - Uta Dirksen
- Department of Pediatric Hematology/Oncology, Clinic for Pediatrics III, West German Cancer Centre, University Hospital Essen, 45147 Essen, Germany
- German Cancer Consortium (DKTK), Partner Site Essen, 45147 Essen, Germany
| | - Arno Krombholz
- Faculty of Sport Science, Ruhr University Bochum, 44801 Bochum, Germany
| | - Arne Streitbürger
- Department of Orthopedic Oncology, West German Cancer Center, University Hospital Essen, 45147 Essen, Germany
| | - Dirk Reinhardt
- Department of Pediatric Hematology/Oncology, Clinic for Pediatrics III, West German Cancer Centre, University Hospital Essen, 45147 Essen, Germany
- German Cancer Consortium (DKTK), Partner Site Essen, 45147 Essen, Germany
| | - Miriam Götte
- Department of Pediatric Hematology/Oncology, Clinic for Pediatrics III, West German Cancer Centre, University Hospital Essen, 45147 Essen, Germany
- German Cancer Consortium (DKTK), Partner Site Essen, 45147 Essen, Germany
- Correspondence: ; Tel.: +49-201-723-8083
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