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Liu C, Valero-Cuevas FJ, Finley JM. Generalizability of foot placement control strategies during unperturbed and perturbed gait. ROYAL SOCIETY OPEN SCIENCE 2024; 11:231210. [PMID: 38699553 PMCID: PMC11061641 DOI: 10.1098/rsos.231210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Revised: 12/30/2023] [Accepted: 02/15/2024] [Indexed: 05/05/2024]
Abstract
Control of foot placement is an essential strategy for maintaining balance during walking. During unperturbed, steady-state walking, foot placement can be accurately described as a linear function of the body's centre of mass (CoM) state at midstance. However, it is uncertain if this mapping from CoM state to foot placement generalizes to larger perturbations that could potentially cause falls. Recovery from these perturbations may require reactive control strategies not observed during unperturbed walking. Here, we used unpredictable changes in treadmill belt speed to assess the generalizability of foot placement mappings identified during unperturbed walking. We found that foot placement mappings generalized poorly from unperturbed to perturbed walking and differed for forward perturbation versus backward perturbation. We also used the singular value decomposition of the mapping matrix to reveal that people were more sensitive to backward versus forward perturbations. Together, these results indicate that a single linear mapping cannot describe the foot placement control during both forward and backward losses of balance induced by treadmill belt speed perturbations. Better characterization of human balance control strategies could improve our understanding of why different neuromotor disorders result in heightened fall risk and inform the design of controllers for balance-assisting devices.
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Affiliation(s)
- Chang Liu
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, USA
| | - Francisco J. Valero-Cuevas
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, USA
- Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles, CA, USA
- Neuroscience Graduate Program, University of Southern California, Los Angeles, CA, USA
| | - James M. Finley
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, USA
- Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles, CA, USA
- Neuroscience Graduate Program, University of Southern California, Los Angeles, CA, USA
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Santos GV, d'Alencar MS, Helene AF, Roque AC, Miranda JGV, Piemonte MEP. A non-expensive bidimensional kinematic balance assessment can detect early postural instability in people with Parkinson's disease. Front Neurol 2023; 14:1243445. [PMID: 38046589 PMCID: PMC10693416 DOI: 10.3389/fneur.2023.1243445] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Accepted: 10/04/2023] [Indexed: 12/05/2023] Open
Abstract
BackgroundPostural instability is a debilitating cardinal symptom of Parkinson’s disease (PD). Its onset marks a pivotal milestone in PD when balance impairment results in disability in many activities of daily living. Early detection of postural instability by non-expensive tools that can be widely used in clinical practice is a key factor in the prevention of falls in widespread population and their negative consequences.ObjectiveThis study aimed to investigate the effectiveness of a two-dimensional balance assessment to identify the decline in postural control associated with PD progression.MethodsThis study recruited 55 people with PD, of which 37 were men. Eleven participants were in stage I, twenty-three in stage II, and twenty-one in stage III. According to the Hoehn and Yahr (H&Y) rating scale, three clinical balance tests (Timed Up and Go test, Balance Evaluation Systems Test, and Push and Release test) were carried out in addition to a static stance test recorded by a two-dimensional movement analysis software. Based on kinematic variables generated by the software, a Postural Instability Index (PII) was created, allowing a comparison between its results and those obtained by clinical tests.ResultsThere were differences between sociodemographic variables directly related to PD evolution. Although all tests were correlated with H&Y stages, only the PII was able to differentiate the first three stages of disease evolution (H&Y I and II: p = 0.03; H&Y I and III: p = 0.00001; H&Y II and III: p = 0.02). Other clinical tests were able to differentiate only people in the moderate PD stage (H&Y III).ConclusionBased on the PII index, it was possible to differentiate the postural control decline among the first three stages of PD evolution. This study offers a promising possibility of a low-cost, early identification of subtle changes in postural control in people with PD in clinical practice.
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Affiliation(s)
- Gabriel Venas Santos
- Department of Physical Therapy, Speech Therapy and Occupational Therapy, Faculty of Medical Science, University of São Paulo, São Paulo, Brazil
| | - Matheus Silva d'Alencar
- Department of Physical Therapy, Speech Therapy and Occupational Therapy, Faculty of Medical Science, University of São Paulo, São Paulo, Brazil
| | - Andre Frazão Helene
- Department of Physiology, Institute of Biosciences, University of São Paulo, São Paulo, Brazil
| | - Antonio C. Roque
- Department of Physics, School of Philosophy, Sciences and Letters of Ribeirão Preto, University of São Paulo, Ribeirão Preto, Brazil
| | | | - Maria Elisa Pimentel Piemonte
- Department of Physical Therapy, Speech Therapy and Occupational Therapy, Faculty of Medical Science, University of São Paulo, São Paulo, Brazil
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Liu C, Valero-Cuevas FJ, Finley JM. Generalizability of foot-placement control strategies during unperturbed and perturbed gait. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.07.10.548298. [PMID: 37502841 PMCID: PMC10369853 DOI: 10.1101/2023.07.10.548298] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/29/2023]
Abstract
Control of foot placement is an essential strategy for maintaining balance during walking. During unperturbed, steady-state walking, foot placement can be accurately described as a linear function of the body's center of mass state at midstance. However, it is uncertain if this mapping from center of mass state to foot placement generalizes to larger perturbations that may be more likely to cause falls. These perturbations may cause balance disturbances and generate reactive control strategies not observed during unperturbed walking. Here, we used unpredictable changes in treadmill speed to assess the generalizability of foot placement mappings identified during unperturbed walking. We found that foot placement mappings generalized poorly from unperturbed to perturbed walking and differed for forward versus backward perturbations. We also used singular value decomposition of the mapping matrix to reveal that people were more sensitive to backward versus forward perturbations. Together, these results indicate that control of foot placement during losses of balance differs from the control strategies used during unperturbed walking. Better characterization of human balance control strategies could improve our understanding of why different neuromotor disorders result in heightened fall risk and inform the design of controllers for balance-assisting devices.
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Affiliation(s)
- Chang Liu
- Department of Biomedical Engineering, University of Southern California, Los Angeles, USA
| | - Francisco J. Valero-Cuevas
- Department of Biomedical Engineering, University of Southern California, Los Angeles, USA
- Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles, USA
- Neuroscience Graduate Program, University of Southern California, Los Angeles, USA
| | - James M. Finley
- Department of Biomedical Engineering, University of Southern California, Los Angeles, USA
- Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles, USA
- Neuroscience Graduate Program, University of Southern California, Los Angeles, USA
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A type-2 neuro-fuzzy system with a novel learning method for Parkinson’s disease diagnosis. APPL INTELL 2022. [DOI: 10.1007/s10489-022-04276-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Liu C, McNitt-Gray JL, Finley JM. Impairments in the mechanical effectiveness of reactive balance control strategies during walking in people post-stroke. Front Neurol 2022; 13:1032417. [PMID: 36388197 PMCID: PMC9659909 DOI: 10.3389/fneur.2022.1032417] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 10/11/2022] [Indexed: 01/26/2023] Open
Abstract
People post-stroke have an increased risk of falls compared to neurotypical individuals, partly resulting from an inability to generate appropriate reactions to restore balance. However, few studies investigated the effect of paretic deficits on the mechanics of reactive control strategies following forward losses of balance during walking. Here, we characterized the biomechanical consequences of reactive control strategies following perturbations induced by the treadmill belt accelerations. Thirty-eight post-stroke participants and thirteen age-matched and speed-matched neurotypical participants walked on a dual-belt treadmill while receiving perturbations that induced a forward loss of balance. We computed whole-body angular momentum and angular impulse using segment kinematics and reaction forces to quantify the effect of impulse generation by both the leading and trailing limbs in response to perturbations in the sagittal plane. We found that perturbations to the paretic limb led to larger increases in forward angular momentum during the perturbation step than perturbations to the non-paretic limb or to neurotypical individuals. To recover from the forward loss of balance, neurotypical individuals coordinated reaction forces generated by both legs to decrease the forward angular impulse relative to the pre-perturbation step. They first decreased the forward pitch angular impulse during the perturbation step. Then, during the first recovery step, they increased the backward angular impulse by the leading limb and decreased the forward angular impulse by the trailing limb. In contrast to neurotypical participants, people post-stroke did not reduce the forward angular impulse generated by the stance limb during the perturbed step. They also did not increase leading limb angular impulse or decrease the forward trailing limb angular impulse using their paretic limb during the first recovery step. Lastly, post-stroke individuals who scored poorer on clinical assessments of balance and had greater motor impairment made less use of the paretic limb to reduce forward momentum. Overall, these results suggest that paretic deficits limit the ability to recover from forward loss of balance. Future perturbation-based balance training targeting reactive stepping response in stroke populations may benefit from improving the ability to modulate paretic ground reaction forces to better control whole-body dynamics.
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Affiliation(s)
- Chang Liu
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, United States,*Correspondence: Chang Liu
| | - Jill L. McNitt-Gray
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, United States,Department of Biological Science, University of Southern California, Los Angeles, CA, United States
| | - James M. Finley
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, United States,Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles, CA, United States,Neuroscience Graduate Program, University of Southern California, Los Angeles, CA, United States,James M. Finley
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Liu C, Park S, Finley J. The choice of reference point for computing sagittal plane angular momentum affects inferences about dynamic balance. PeerJ 2022; 10:e13371. [PMID: 35582618 PMCID: PMC9107787 DOI: 10.7717/peerj.13371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Accepted: 04/12/2022] [Indexed: 01/13/2023] Open
Abstract
Background Measures of whole-body angular momentum in the sagittal plane are commonly used to characterize dynamic balance during human walking. To compute angular momentum, one must specify a reference point about which momentum is calculated. Although biomechanists primarily compute angular momentum about the center of mass (CoM), momentum-based controllers for humanoid robots often use the center of pressure. Here, we asked if the choice of the reference point influences interpretations of how dynamic balance is controlled in the sagittal plane during perturbed walking. Methods Eleven healthy young individuals walked on a dual-belt treadmill at their self-selected speed. Balance disturbances were generated by treadmill accelerations of varying magnitudes and directions. We computed angular momentum about two reference points: (1) the CoM or (2) the leading edge of the base of support and then projected it along the mediolateral axes that pass through either of the reference points as the sagittal plane angular momentum. We also performed principal component analysis to determine if the choice of reference point influences our interpretations of how intersegmental coordination patterns contribute to perturbation recovery. Results We found that the peak angular momentum was correlated with perturbation amplitude and the slope of this relationship did not differ between reference points. One advantage of using a reference point at the CoM is that one can easily determine how the momenta from contralateral limbs, such as the left and right legs, offset one another to regulate the whole-body angular momentum. Alternatively, analysis of coordination patterns referenced to the leading edge of the base of support may provide more insight into the inverted-pendulum dynamics of walking during responses to sudden losses of balance.
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Affiliation(s)
- Chang Liu
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, United States of America
| | - Sungwoo Park
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, United States of America
| | - James Finley
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, United States of America,Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles, CA, United States of America
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Zhang T, Lv Z, Gao S. Tai Chi Training as a Primary Daily Care Plan for Better Balance Ability in People With Parkinson's Disease: An Opinion and Positioning Article. Front Neurol 2022; 12:812342. [PMID: 35002945 PMCID: PMC8739955 DOI: 10.3389/fneur.2021.812342] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Accepted: 12/03/2021] [Indexed: 11/17/2022] Open
Affiliation(s)
- Ting Zhang
- College of Physical Education and Health Sciences, Zhejiang Normal University, Jinhua, China.,University Hospital, Zhejiang Normal University, Jinhua, China
| | - Zhenyu Lv
- Department of Chinese Medicine, Naval Special Medical Center, Naval Medical University, Shanghai, China
| | - Song Gao
- College of Physical Education and Health Sciences, Zhejiang Normal University, Jinhua, China
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Park S, Liu C, Sánchez N, Tilson JK, Mulroy SJ, Finley JM. Using Biofeedback to Reduce Step Length Asymmetry Impairs Dynamic Balance in People Poststroke. Neurorehabil Neural Repair 2021; 35:738-749. [PMID: 34060926 DOI: 10.1177/15459683211019346] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND People poststroke often walk with a spatiotemporally asymmetric gait, due in part to sensorimotor impairments in the paretic lower extremity. Although reducing asymmetry is a common objective of rehabilitation, the effects of improving symmetry on balance are yet to be determined. OBJECTIVE We established the concurrent validity of whole-body angular momentum as a measure of balance, and we determined if reducing step length asymmetry would improve balance by decreasing whole-body angular momentum. METHODS We performed clinical balance assessments and measured whole-body angular momentum during walking using a full-body marker set in a sample of 36 people with chronic stroke. We then used a biofeedback-based approach to modify step length asymmetry in a subset of 15 of these individuals who had marked asymmetry and we measured the resulting changes in whole-body angular momentum. RESULTS When participants walked without biofeedback, whole-body angular momentum in the sagittal and frontal plane was negatively correlated with scores on the Berg Balance Scale and Functional Gait Assessment supporting the validity of whole-body angular momentum as an objective measure of dynamic balance. We also observed that when participants walked more symmetrically, their whole-body angular momentum in the sagittal plane increased rather than decreased. CONCLUSIONS Voluntary reductions of step length asymmetry in people poststroke resulted in reduced measures of dynamic balance. This is consistent with the idea that after stroke, individuals might have an implicit preference not to deviate from their natural asymmetry while walking because it could compromise their balance. Clinical Trials Number: NCT03916562.
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Affiliation(s)
- Sungwoo Park
- University of Southern California, Los Angeles, CA, USA
| | - Chang Liu
- University of Southern California, Los Angeles, CA, USA
| | | | | | - Sara J Mulroy
- Rancho Los Amigos National Rehabilitation Center, Downey, CA, USA
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Nam JS, Kim YW, Shin J, Chang JS, Yoon SY. Hip Fracture in Patients with Parkinson's Disease and Related Mortality: A Population-Based Study in Korea. Gerontology 2021; 67:544-553. [PMID: 33735882 DOI: 10.1159/000513730] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Accepted: 12/13/2020] [Indexed: 11/19/2022] Open
Abstract
INTRODUCTION Patients with Parkinson's disease (PD) are prone to falls, thereby increasing the risk of fractures and mortality. This population-based study investigated the risk of hip fractures and their effect on mortality in patients with PD in Korea. METHODS National Health Insurance Service-National Sample Cohort data were used. Patients newly diagnosed with PD between 2006 and 2015 and age- and sex-matched individuals were classified into the PD group and the comparison group, respectively, with a 1:9 ratio. The Cox proportional hazards model was used to calculate hazard ratios (HRs), and the Kaplan-Meier method to identify survivorship. RESULTS In total, 26,570 individuals were enrolled in the study: 2,657 in the PD cohort and 23,913 in the matched comparison cohort. The PD group had about a 2 times higher risk of hip fracture than the comparison group (3.95 vs. 1.94%, p < 0.001). According to sex, the difference between the PD and comparison groups for the risk of hip fracture was greater in males than in females. The highest difference in HR for hip fracture between the PD and comparison groups was found in individuals aged between 60 and 69 years. Regarding post-fracture mortality in patients with PD, the mortality risk was twice as high in the patients with hip fracture than in those without. The effect of hip fracture on mortality between these 2 groups was also the highest in individuals aged between 60 and 69 years. CONCLUSION The PD group showed an approximately 2 times higher risk of hip fracture compared with the comparison group, and the post-fracture mortality rate was 2 times higher in the patients with PD with hip fracture than in those without. Those aged 60-69 years were associated with the highest risk of hip fracture and post-hip fracture mortality among patients with PD.
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Affiliation(s)
- Je Shik Nam
- Department of Rehabilitation Medicine, Bundang Jesaeng General Hospital, Seongnam, Republic of Korea
| | - Yong Wook Kim
- Department and Research Institute of Rehabilitation Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Jaeyong Shin
- Department of Preventive Medicine and Public Health, Ajou University School of Medicine, Suwon, Republic of Korea
| | - Jee Suk Chang
- Department of Radiation Oncology, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Seo Yeon Yoon
- Department of Rehabilitation Medicine, Bundang Jesaeng General Hospital, Seongnam, Republic of Korea,
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Buurke TJW, Liu C, Park S, den Otter R, Finley JM. Maintaining sagittal plane balance compromises frontal plane balance during reactive stepping in people post-stroke. Clin Biomech (Bristol, Avon) 2020; 80:105135. [PMID: 32818902 PMCID: PMC8128665 DOI: 10.1016/j.clinbiomech.2020.105135] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2019] [Revised: 06/16/2020] [Accepted: 07/21/2020] [Indexed: 02/07/2023]
Abstract
BACKGROUND Maintaining balance in response to perturbations during walking often requires the use of corrective responses to keep the center of mass within the base of support. The relationship between the center of mass and base of support is often quantified using the margin of stability. Although people post-stroke increase the margin of stability following perturbations, control deficits may lead to asymmetries in regulation of margins of stability, which may also cause maladaptive coupling between the sagittal and frontal planes during balance-correcting responses. METHODS We assessed how paretic and non-paretic margins of stability are controlled during recovery from forward perturbations and determined how stroke-related impairments influence the coupling between the anteroposterior and mediolateral margins of stability. Twenty-one participants with post-stroke hemiparesis walked on a treadmill while receiving slip-like perturbations on both limbs at foot-strike. We assessed anteroposterior and mediolateral margins of stability before perturbations and during perturbation recovery. FINDINGS Participants walked with smaller anteroposterior and larger mediolateral margins of stability on the paretic versus non-paretic sides. When responding to perturbations, participants increased the anteroposterior margin of stability bilaterally by extending the base of support and reducing the excursion of the extrapolated center of mass. The anteroposterior and mediolateral margins of stability in the paretic limb negatively covaried during reactive steps such that increases in anteroposterior were associated with reductions in mediolateral margins of stability. INTERPRETATION Balance training interventions to reduce fall risk post-stroke may benefit from incorporating strategies to reduce maladaptive coupling of frontal and sagittal plane stability.
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Affiliation(s)
- Tom J W Buurke
- University of Groningen, University Medical Center Groningen, Department of Human Movement Sciences, Antonius Deusinglaan 1, 9713AV, Groningen, the Netherlands
| | - Chang Liu
- University of Southern California, Department of Biomedical Engineering, 1042 Downey Way, Los Angeles, CA, USA
| | - Sungwoo Park
- University of Southern California, Division of Biokinesiology and Physical Therapy, 1540 E. Alcazar St, CHP, 155, Los Angeles, CA, USA
| | - Rob den Otter
- University of Groningen, University Medical Center Groningen, Department of Human Movement Sciences, Antonius Deusinglaan 1, 9713AV, Groningen, the Netherlands
| | - James M Finley
- University of Southern California, Department of Biomedical Engineering, 1042 Downey Way, Los Angeles, CA, USA; University of Southern California, Division of Biokinesiology and Physical Therapy, 1540 E. Alcazar St, CHP, 155, Los Angeles, CA, USA.
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Álvarez I, Latorre J, Aguilar M, Pastor P, Llorens R. Validity and sensitivity of instrumented postural and gait assessment using low-cost devices in Parkinson's disease. J Neuroeng Rehabil 2020; 17:149. [PMID: 33176833 PMCID: PMC7656721 DOI: 10.1186/s12984-020-00770-7] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Accepted: 10/07/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Accurate assessment of balance and gait is necessary to monitor the clinical progress of Parkinson's disease (PD). Conventional clinical scales can be biased and have limited accuracy. Novel interactive devices are potentially useful to detect subtle posture or gait-related impairments. METHODS Posturographic and single and dual-task gait assessments were performed to 54 individuals with PD and 43 healthy controls with the Wii Balance Board and the Kinect v2 and the, respectively. Individuals with PD were also assessed with the Tinetti Performance Oriented Mobility Assessment, the Functional Gait Assessment and the 10-m Walking Test. The influence of demographic and clinical variables on the performance in the instrumented posturographic and gait tests, the sensitivity of these tests to the clinical condition and phenotypes, and their convergent validity with clinical scales were investigated. RESULTS Individuals with PD in H&Y I and I.5 stages showed similar performance to controls. The greatest differences in posture and gait were found between subjects in H&Y II.5 and H&Y I-I.5 stage, as well as controls. Dual-tasking enhanced the differences among all groups in gait parameters. Akinetic/rigid phenotype showed worse postural control and gait than other phenotypes. High significant correlations were found between the limits of stability and most of gait parameters with the clinical scales. CONCLUSIONS Low-cost devices showed potential to objectively quantify posture and gait in established PD (H&Y ≥ II). Dual-tasking gait evaluation was more sensitive to detect differences among PD stages and compared to controls than free gait. Gait and posture were more impaired in akinetic/rigid PD.
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Affiliation(s)
- Ignacio Álvarez
- Fundació Docència i Recerca Mútua de Terrassa, Terrassa, Barcelona, Spain
- Movement disorders Unit, Department of Neurology, Memory Disorders Unit, Hospital Universitari Mútua de Terrassa, Terrassa, Barcelona, Spain
| | - Jorge Latorre
- Neurorehabilitation and Brain Research Group, Instituto Interuniversitario de Investigación en Bioingeniería, Universitat Politècnica de València, Ciudad Politécnica de la Innovación-Building 8B-Access M-Floor 0, Camino de Vera s/n, 46022, Valencia, Spain
- NEURORHB. Servicio de Neurorrehabilitación de Hospitales Vithas, Río Tajo 1, 46011, Valencia, Spain
| | - Miquel Aguilar
- Fundació Docència i Recerca Mútua de Terrassa, Terrassa, Barcelona, Spain
- Movement disorders Unit, Department of Neurology, Memory Disorders Unit, Hospital Universitari Mútua de Terrassa, Terrassa, Barcelona, Spain
| | - Pau Pastor
- Fundació Docència i Recerca Mútua de Terrassa, Terrassa, Barcelona, Spain
- Movement disorders Unit, Department of Neurology, Memory Disorders Unit, Hospital Universitari Mútua de Terrassa, Terrassa, Barcelona, Spain
| | - Roberto Llorens
- Neurorehabilitation and Brain Research Group, Instituto Interuniversitario de Investigación en Bioingeniería, Universitat Politècnica de València, Ciudad Politécnica de la Innovación-Building 8B-Access M-Floor 0, Camino de Vera s/n, 46022, Valencia, Spain.
- NEURORHB. Servicio de Neurorrehabilitación de Hospitales Vithas, Río Tajo 1, 46011, Valencia, Spain.
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Longitudinal prediction of falls and near falls frequencies in Parkinson's disease: a prospective cohort study. J Neurol 2020; 268:997-1005. [PMID: 32970193 PMCID: PMC7914172 DOI: 10.1007/s00415-020-10234-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Revised: 09/16/2020] [Accepted: 09/17/2020] [Indexed: 11/05/2022]
Abstract
Introduction and objective Several prediction models for falls/near falls in Parkinson’s disease (PD) have been proposed. However, longitudinal predictors of frequency of falls/near falls are poorly investigated. Therefore, we aimed to identify short- and long-term predictors of the number of falls/near falls in PD. Methods A prospective cohort of 58 persons with PD was assessed at baseline (mean age and PD duration, 65 and 3.2 years, respectively) and 3.5 years later. Potential predictors were history of falls and near falls, comfortable gait speed, freezing of gate, dyskinesia, retropulsion, tandem gait (TG), pain, and cognition (Mini-Mental State Exam, MMSE). After each assessment, the participants registered a number of falls/near falls during the following 6 months. Multivariate Poisson regression was used to identify short- and long-term predictors of a number of falls/near falls. Results Baseline median (q1–q3) motor (UPDRS) and MMSE scores were 10 (6.75–14) and 28.5 (27–29), respectively. History of falls was the only significant short-time predictor [incidence rate ratio (IRR), 15.17] for the number of falls/near falls during 6 months following baseline. Abnormal TG (IRR, 3.77) and lower MMSE scores (IRR, 1.17) were short-term predictors 3.5 years later. Abnormal TG (IRR, 7.79) and lower MMSE scores (IRR, 1.49) at baseline were long-term predictors of the number of falls/near falls 3.5 years later. Conclusion Abnormal TG and MMSE scores predict the number of falls/near falls in short and long term, and may be indicative of disease progression. Our observations provide important additions to the evidence base for clinical fall prediction in PD.
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Dias SB, Grammatikopoulou A, Diniz JA, Dimitropoulos K, Grammalidis N, Zilidou V, Savvidis T, Konstantinidis E, Bamidis PD, Jaeger H, Stadtschnitzer M, Silva H, Telo G, Ioakeimidis I, Ntakakis G, Karayiannis F, Huchet E, Hoermann V, Filis K, Theodoropoulou E, Lyberopoulos G, Kyritsis K, Papadopoulos A, Delopoulos A, Trivedi D, Chaudhuri KR, Klingelhoefer L, Reichmann H, Bostantzopoulou S, Katsarou Z, Iakovakis D, Hadjidimitriou S, Charisis V, Apostolidis G, Hadjileontiadis LJ. Innovative Parkinson's Disease Patients' Motor Skills Assessment: The i-PROGNOSIS Paradigm. FRONTIERS IN COMPUTER SCIENCE 2020. [DOI: 10.3389/fcomp.2020.00020] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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Liu C, Finley JM. Asymmetric gait patterns alter the reactive control of intersegmental coordination patterns in the sagittal plane during walking. PLoS One 2020; 15:e0224187. [PMID: 32437458 PMCID: PMC7241778 DOI: 10.1371/journal.pone.0224187] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2019] [Accepted: 04/30/2020] [Indexed: 11/19/2022] Open
Abstract
Recovery from perturbations during walking is primarily mediated by reactive control strategies that coordinate multiple body segments to maintain balance. Balance control is often impaired in clinical populations who walk with spatiotemporally asymmetric gait, and, as a result, rehabilitation efforts often seek to reduce asymmetries in these populations. Previous work has demonstrated that the presence of spatiotemporal asymmetries during walking does not impair the control of whole-body dynamics during perturbation recovery. However, it remains to be seen how the neuromotor system adjusts intersegmental coordination patterns to maintain invariant whole-body dynamics. Here, we determined if the neuromotor system generates stereotypical coordination patterns irrespective of the level of asymmetry or if the neuromotor system allows for variance in intersegmental coordination patterns to stabilize whole-body dynamics in the sagittal plane. Nineteen healthy participants walked on a dual-belt treadmill at a range of step length asymmetries, and they responded to unpredictable, slip-like perturbations. We used principal component analysis of segmental angular momenta to characterize intersegmental coordination patterns before, during, and after imposed perturbations. We found that two principal components were sufficient to explain ~ 95% of the variance in segmental angular momentum during both steady-state walking and responses to perturbations. Our results also revealed that walking with asymmetric step lengths led to changes in intersegmental coordination patterns during the perturbation and during subsequent recovery steps without affecting whole-body angular momentum. These results suggest that the nervous system allows for variance in segment-level coordination patterns to maintain invariant control of whole-body angular momentum during walking. Future studies exploring how these segmental coordination patterns change in individuals with asymmetries that result from neuromotor impairments can provide further insight into how the healthy and impaired nervous system regulates dynamic balance during walking.
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Affiliation(s)
- Chang Liu
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, United States of America
| | - James M. Finley
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, United States of America
- Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles, CA, United States of America
- Neuroscience Graduate Program, University of Southern California, Los Angeles, CA, United States of America
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15
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Godi M, Giardini M, Schieppati M. Walking Along Curved Trajectories. Changes With Age and Parkinson's Disease. Hints to Rehabilitation. Front Neurol 2019; 10:532. [PMID: 31178816 PMCID: PMC6543918 DOI: 10.3389/fneur.2019.00532] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2019] [Accepted: 05/03/2019] [Indexed: 01/11/2023] Open
Abstract
In this review, we briefly recall the fundamental processes allowing us to change locomotion trajectory and keep walking along a curved path and provide a review of contemporary literature on turning in older adults and people with Parkinson's Disease (PD). The first part briefly summarizes the way the body exploits the physical laws to produce a curved walking trajectory. Then, the changes in muscle and brain activation underpinning this task, and the promoting role of proprioception, are briefly considered. Another section is devoted to the gait changes occurring in curved walking and steering with aging. Further, freezing during turning and rehabilitation of curved walking in patients with PD is mentioned in the last part. Obviously, as the research on body steering while walking or turning has boomed in the last 10 years, the relevant critical issues have been tackled and ways to improve this locomotor task proposed. Rationale and evidences for successful training procedures are available, to potentially reduce the risk of falling in both older adults and patients with PD. A better understanding of the pathophysiology of steering, of the subtle but vital interaction between posture, balance, and progression along non-linear trajectories, and of the residual motor learning capacities in these cohorts may provide solid bases for new rehabilitative approaches.
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Affiliation(s)
- Marco Godi
- Division of Physical Medicine and Rehabilitation, ICS Maugeri SPA SB, Pavia, Italy
| | - Marica Giardini
- Division of Physical Medicine and Rehabilitation, ICS Maugeri SPA SB, Pavia, Italy
| | - Marco Schieppati
- Department of Exercise and Sport Science, International University of Health, Exercise and Sports, LUNEX University, Differdange, Luxembourg
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16
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Khoury N, Attal F, Amirat Y, Oukhellou L, Mohammed S. Data-Driven Based Approach to Aid Parkinson's Disease Diagnosis. SENSORS (BASEL, SWITZERLAND) 2019; 19:E242. [PMID: 30634600 PMCID: PMC6359125 DOI: 10.3390/s19020242] [Citation(s) in RCA: 53] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/03/2018] [Revised: 01/03/2019] [Accepted: 01/04/2019] [Indexed: 11/22/2022]
Abstract
This article presents a machine learning methodology for diagnosing Parkinson's disease (PD) based on the use of vertical Ground Reaction Forces (vGRFs) data collected from the gait cycle. A classification engine assigns subjects to healthy or Parkinsonian classes. The diagnosis process involves four steps: data pre-processing, feature extraction and selection, data classification and performance evaluation. The selected features are used as inputs of each classifier. Feature selection is achieved through a wrapper approach established using the random forest algorithm. The proposed methodology uses both supervised classification methods including K-nearest neighbour (K-NN), decision tree (DT), random forest (RF), Naïve Bayes (NB), support vector machine (SVM) and unsupervised classification methods such as K-means and the Gaussian mixture model (GMM). To evaluate the effectiveness of the proposed methodology, an online dataset collected within three different studies is used. This data set includes vGRF measurements collected from eight force sensors placed under each foot of the subjects. Ninety-three patients suffering from Parkinson's disease and 72 healthy subjects participated in the experiments. The obtained performances are compared with respect to various metrics including accuracy, precision, recall and F-measure. The classification performance evaluation is performed using the leave-one-out cross validation. The results demonstrate the ability of the proposed methodology to accurately differentiate between PD subjects and healthy subjects. For the purpose of validation, the proposed methodology is also evaluated with an additional dataset including subjects with neurodegenerative diseases (Amyotrophic Lateral Sclerosis (ALS) and Huntington's disease (HD)). The obtained results show the effectiveness of the proposed methodology to discriminate PD subjects from subjects with other neurodegenerative diseases with a relatively high accuracy.
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Affiliation(s)
- Nicolas Khoury
- Laboratory of Images, Signals and Intelligent Systems (LISSI), University of Paris-Est Créteil (UPEC), 122 rue Paul Armangot, 94400 Vitry-Sur-Seine, France.
| | - Ferhat Attal
- Laboratory of Images, Signals and Intelligent Systems (LISSI), University of Paris-Est Créteil (UPEC), 122 rue Paul Armangot, 94400 Vitry-Sur-Seine, France.
| | - Yacine Amirat
- Laboratory of Images, Signals and Intelligent Systems (LISSI), University of Paris-Est Créteil (UPEC), 122 rue Paul Armangot, 94400 Vitry-Sur-Seine, France.
| | - Latifa Oukhellou
- French Institute of Science and Technology for Transport, Development and Networks (IFSTTAR), University of Paris-Est, COSYS, GRETTIA, F-77447 Marne la Vallée, France.
| | - Samer Mohammed
- Laboratory of Images, Signals and Intelligent Systems (LISSI), University of Paris-Est Créteil (UPEC), 122 rue Paul Armangot, 94400 Vitry-Sur-Seine, France.
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17
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Jones GD, James DC, Thacker M, Green DA. Parameters that remain consistent independent of pausing before gait-initiation during normal rise-to-walk behaviour delineated by sit-to-walk and sit-to-stand-and-walk. PLoS One 2018; 13:e0205346. [PMID: 30300414 PMCID: PMC6177161 DOI: 10.1371/journal.pone.0205346] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2018] [Accepted: 09/24/2018] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Rising-to-walk is an everyday transitional movement task rarely employed in gait rehabilitation. Sit-to-walk (STW) and sit-to-stand-and-walk (STSW), where a pause separates sit-to-stand and gait-initiation (GI) represent extremes of rising-to-walk behaviour. Delayed GI can indicate pathological impairment but is also observed in healthy individuals. We hypothesise that healthy subjects express consistent biomechanical parameters, among others that differ, during successful rising-to-walk task performance regardless of behaviour. This study therefore sought to identify if any parameters are consistent between STW and STSW in health because they represent normal rise-to-walk performance independent of pause, and also because they represent candidate parameters sensitive enough to monitor change in pathology. METHODS Ten healthy volunteers performed 5 trials of STW and STSW. Event timing, ground-reaction-forces (GRFs), whole-body-centre-of-mass (BCoM) displacement, and centre-of-pressure (CoP) to extrapolated BCoM (xCoM) distance (indicator of positional stability) up to the 3rd step were compared between-tasks with paired t-tests. For consistent parameters; agreement between-tasks was assessed using Bland-Altman analyses and minimal-detectable-change (MDC) calculations. RESULTS Mean vertical GRFs, peak forward momentum and fluidity during rising; CoP-xCoM separation at seat-off, upright, GI-onset, and steps1-2; and forward BCoM velocity were all significantly greater in STW. In contrast, peak BCoM vertical momentum, flexion-momentum time, and 3rd step stability were consistent between tasks and yielded acceptable reliability. CONCLUSION STW is a more challenging task due to the merging of rising with GI reflected by greater CoP-xCoM separation compared to STSW indicative of more positional instability. However, BCoM vertical momentum, flexion-momentum time, and step3 stability remained consistent in healthy individuals and are therefore candidates with which to monitor change in gait rehabilitation following pathology. Future studies should impose typical pause-durations observed in pathology upon healthy subjects to determine if the parameters we have identified remain consistent.
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Affiliation(s)
- Gareth D. Jones
- Centre for Human and Applied Physiological Sciences (CHAPS), King's College London, London, United Kingdom
- Physiotherapy Department, Guy’s & St. Thomas’ NHS Foundation Trust, London, United Kingdom
- * E-mail:
| | - Darren C. James
- Sport and Exercise Science Research Centre, London South Bank University, London, United Kingdom
| | - Michael Thacker
- Centre for Human and Applied Physiological Sciences (CHAPS), King's College London, London, United Kingdom
| | - David A. Green
- Centre for Human and Applied Physiological Sciences (CHAPS), King's College London, London, United Kingdom
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18
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Liu C, Macedo LD, Finley JM. Conservation of Reactive Stabilization Strategies in the Presence of Step Length Asymmetries During Walking. Front Hum Neurosci 2018; 12:251. [PMID: 29997488 PMCID: PMC6030543 DOI: 10.3389/fnhum.2018.00251] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2017] [Accepted: 05/30/2018] [Indexed: 11/13/2022] Open
Abstract
The ability to maintain dynamic balance in response to unexpected perturbations during walking is largely mediated by reactive control strategies. Reactive control during perturbed walking can be characterized by multiple metrics such as measures of whole-body angular momentum (WBAM), which capture the rotational dynamics of the body, and through Floquet analysis which captures the orbital stability of a limit cycle attractor. Recent studies have demonstrated that people with spatiotemporal asymmetries during gait have impaired control of whole-body dynamics as evidenced by higher peak-to-peak ranges of WBAM over the gait cycle. While this may suggest that spatiotemporal asymmetries could impair stability, no studies have quantified how direct modification of asymmetry influences reactive balance control. Here, we used a biofeedback paradigm that allows participants to systematically adopt different levels of step length asymmetry to test the hypothesis that walking asymmetrically impairs the reactive control of balance. In addition, we tested the hypothesis that perturbations to the non-dominant leg would cause less whole-body rotation due to its hypothesized role in weight support during walking. We characterized reactive control strategies in two ways. We first computed integrated angular momentum to characterize changes in whole-body configuration during multi-step responses to perturbations. We also computed the maximum Floquet multipliers (FMs) across the gait cycle, which represent the rate of convergence back to limit cycle behavior. Our results show that integrated angular momentum during the perturbation step and subsequent recovery steps, as well as the magnitude of maximum FMs over the gait cycle, do not change across levels of asymmetry. However, our results showed both limb-dependent and limb-independent responses to unexpected perturbations. Overall, our findings suggest that there is no causal relationship between step length asymmetry and impaired reactive control of balance in the absence of neuromotor impairments. Our approach could be used in future studies to determine if reducing asymmetries in populations with neuromotor impairments, such people post-stroke or amputees improves dynamic stability.
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Affiliation(s)
- Chang Liu
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, United States
| | - Lucas De Macedo
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, United States.,Departamento de Engenharia Eletrica, Universidade de Brasília, Brasília, Brazil
| | - James M Finley
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, United States.,Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles, CA, United States.,Neuroscience Graduate Program, University of Southern California, Los Angeles, CA, United States
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19
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Park S, Finley JM. Characterizing dynamic balance during adaptive locomotor learning. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2018; 2017:50-53. [PMID: 29059808 DOI: 10.1109/embc.2017.8036760] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
In recent years, adaptation to walking on a split-belt treadmill has been used as a common paradigm to explore how humans and other vertebrates adapt to walking in an asymmetric environment. When people walk on a split-belt treadmill, they initially walk with an asymmetry characterized by steps of unequal length, then gradually adopt a symmetric walking pattern characterized by steps of the same length. Although it has been proposed that the adoption of a symmetric walking pattern may result from a desired to maintain dynamic balance, this has yet to be investigated. Therefore, we used a model and experiment to explore how dynamic balance is influenced by spatiotemporal asymmetry during walking on a split-belt treadmill. The model was constructed based on a two-state exponential model which updates foot placement at each step based on the asymmetry from the previous. In the experiment, participants adapted to walking on a split-belt treadmill with the left belt moving at 1.5 m/s and the right belt moving at 0.5 m/s. Retroreflective markers were used to measure lower extremity kinematics and to compute spatiotemporal metrics such as step length, dynamic margins of stability, and time-to-contact. We found that people showed greater margins of stability on the fast belt than on the slow belt during adaptation. This was accomplished by adjusting the angle of the leading limb, which determined the placement of their feet relative to the body's center of mass. The results also showed greater times to contact on the slow belt than on the fast belt during adaptation and the difference between the fast and slow belt decayed during adaptation. These experimental results were consistent with the simulation using the computational model. Our results help to improve our understanding of the role of biomechanics in driving adaptive changes to coordination when walking in novel environments.
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20
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Analysis of biases in dynamic margins of stability introduced by the use of simplified center of mass estimates during walking and turning. Gait Posture 2018; 59:162-167. [PMID: 29031999 PMCID: PMC5690861 DOI: 10.1016/j.gaitpost.2017.10.002] [Citation(s) in RCA: 47] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2017] [Revised: 09/01/2017] [Accepted: 10/02/2017] [Indexed: 02/02/2023]
Abstract
The ability to control the body's center of mass (CoM) is critical for preventing falls, which are a major health concern in aging populations. Control of the CoM has been assessed by characterizing dynamic margins of stability (MoS) which capture the dynamic relationship between the CoM and the base of support. Accurate estimation of CoM dynamics is best accomplished using a full-body marker set. However, a number of simplified estimates have been used throughout literature. Here, we determined the biases and sources of bias when computing MoS using four simplified CoM models, and we characterized how these biases varied in straight walking versus turning. CoM kinematics were characterized using a full-body marker set, the lower extremities and trunk, lower extremities only, an average of four pelvic markers, and one pelvic marker alone. Significant bias was demonstrated for most methods and was larger during turning tasks compared to straight walking. In the fore-aft direction, only overestimates in the MoS were observed, and these ranged from 15 to 110% larger than the true MoS value. In the mediolateral direction, both under- and over-estimates were observed and ranged from -175 to 225%. Across tasks, bias was smallest when using the lower extremity plus trunk (-23 to 62%) and pelvis average methods (-71 to 43%). Sources of bias were attributed to misestimates of CoM height, velocity, and position. Together, our findings suggest that the 1) lower extremity and trunk model and 2) pelvis average model should be considered in future studies to minimize bias when simplified models of CoM dynamics are desired.
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21
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Claesson IM, Ståhle A, Lökk J, Grooten WJA. Somatosensory Focused Balance Training without cues can improve balance and gait in early Parkinson’s disease – a randomised pilot study. EUROPEAN JOURNAL OF PHYSIOTHERAPY 2017. [DOI: 10.1080/21679169.2017.1363284] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Ingrid M. Claesson
- Functional Area Occupational therapy and Physiotherapy, Allied Health Professionals Function, Karolinska University Hospital, Stockholm, Sweden
- Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden
| | - Agneta Ståhle
- Functional Area Occupational therapy and Physiotherapy, Allied Health Professionals Function, Karolinska University Hospital, Stockholm, Sweden
- Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden
| | - Johan Lökk
- Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden
- Department of Geriatric Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Wilhelmus J. A. Grooten
- Functional Area Occupational therapy and Physiotherapy, Allied Health Professionals Function, Karolinska University Hospital, Stockholm, Sweden
- Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden
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22
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An SJ, Lee SH, Lee SY, Kwon JW, Lee SJ, Kim YJ. Femur Fractures in Parkinsonism: Analysis of a National Sample Cohort in South Korea. J Clin Neurol 2017; 13:380-386. [PMID: 29057630 PMCID: PMC5653626 DOI: 10.3988/jcn.2017.13.4.380] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2017] [Revised: 06/14/2017] [Accepted: 06/16/2017] [Indexed: 11/18/2022] Open
Abstract
Background and Purpose Falling with a femur fracture is a serious event that negatively affects the quality of life of elderly individuals as well as patients with parkinsonism. This study investigated the association between parkinsonism and femur fracture and compared the risk of femur fracture between subjects with and without parkinsonism. Methods This study examined a population-based matched cohort constructed using the National Sample Cohort data set, which comprises approximately one million subscribers to medical insurance and aid in South Korea. Subjects with parkinsonism during 2003–2013 were identified as the exposed group, and up to five individuals matched for age, sex, and index years were identified as the controls for each parkinsonism subject. The risk of femur fracture for parkinsonism was evaluated using Cox regression. Results The incidence of femur fracture according to age, sex, and body mass index varied significantly between subjects with parkinsonism and controls (p<0.001). The presence of parkinsonism was associated with a higher risk of femur fractures for males [hazard ratio (HR)=2.85, 95% confidence interval [CI]=1.87–4.34], subjects younger than 65 years (HR=2.89, 95% CI=1.64–5.11), and underweight subjects (HR=3.90, 95% CI=1.82–8.35). The adjusted HR for femur fracture with parkinsonism was highest within 2 years of the disease diagnosis (HR=3.10, 95% CI=2.12–4.53). Conclusions Our study found that the presence of parkinsonism is more strongly related to femur fracture in males, and increases the influence of traditional risk factors on femur fracture. It is necessary to consider how factors associated with the amount of ambulatory activity–even in an early diagnosed state–can play an important role in femur fracture in subjects with parkinsonism.
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Affiliation(s)
- Soo Jeong An
- Department of Statistics, Kangwon National University, Chuncheon, Korea
| | - Seung Hwan Lee
- Department of Neurology, Kangwon National University School of Medicine, Chuncheon, Korea.
| | - Seo Young Lee
- Department of Neurology, Kangwon National University School of Medicine, Chuncheon, Korea
| | - Jae Woo Kwon
- Department of Internal Medicine, Kangwon National University School of Medicine, Chuncheon, Korea
| | - Seung Joon Lee
- Department of Internal Medicine, Kangwon National University School of Medicine, Chuncheon, Korea
| | - Young Ju Kim
- Department of Statistics, Kangwon National University, Chuncheon, Korea
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23
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Lindholm B, Nilsson MH, Hansson O, Hagell P. External validation of a 3-step falls prediction model in mild Parkinson's disease. J Neurol 2016; 263:2462-2469. [PMID: 27646115 PMCID: PMC5110600 DOI: 10.1007/s00415-016-8287-9] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2016] [Revised: 09/08/2016] [Accepted: 09/09/2016] [Indexed: 11/19/2022]
Abstract
The 3-step falls prediction model (3-step model) that include history of falls, history of freezing of gait and comfortable gait speed <1.1 m/s was suggested as a clinical fall prediction tool in Parkinson’s disease (PD). We aimed to externally validate this model as well as to explore the value of additional predictors in 138 individuals with relatively mild PD. We found the discriminative ability of the 3-step model in identifying fallers to be comparable to previously studies [area under curve (AUC), 0.74; 95 % CI 0.65–0.84] and to be better than that of single predictors (AUC, 0.61–0.69). Extended analyses generated a new model for prediction of falls and near falls (AUC, 0.82; 95 % CI 0.75–0.89) including history of near falls, retropulsion according to the Nutt Retropulsion test (NRT) and tandem gait (TG). This study confirms the value of the 3-step model as a clinical falls prediction tool in relatively mild PD and illustrates that it outperforms the use of single predictors. However, to improve future outcomes, further studies are needed to firmly establish a scoring system and risk categories based on this model. The influence of methodological aspects of data collection also needs to be scrutinized. A new model for prediction of falls and near falls, including history of near falls, TG and retropulsion (NRT) may be considered as an alternative to the 3-step model, but needs to be tested in additional samples before being recommended. Taken together, our observations provide important additions to the evidence base for clinical fall prediction in PD.
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Affiliation(s)
- Beata Lindholm
- Department of Neurology and Rehabilitation Medicine, Skåne University Hospital, Malmö, Sweden. .,Clinical Memory Research Unit, Department of Clinical Sciences, Lund University, Malmö, Sweden.
| | - Maria H Nilsson
- Department of Health Sciences, Lund University, Lund, Sweden.,Memory Clinic, Skåne University Hospital, Malmö, Sweden
| | - Oskar Hansson
- Clinical Memory Research Unit, Department of Clinical Sciences, Lund University, Malmö, Sweden.,Memory Clinic, Skåne University Hospital, Malmö, Sweden
| | - Peter Hagell
- The PRO-CARE Group, School of Health and Society, Kristianstad University, Kristianstad, Sweden
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24
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Elshehabi M, Maier KS, Hasmann SE, Nussbaum S, Herbst H, Heger T, Berg D, Hobert MA, Maetzler W. Limited Effect of Dopaminergic Medication on Straight Walking and Turning in Early-to-Moderate Parkinson's Disease during Single and Dual Tasking. Front Aging Neurosci 2016; 8:4. [PMID: 26858638 PMCID: PMC4728201 DOI: 10.3389/fnagi.2016.00004] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2015] [Accepted: 01/07/2016] [Indexed: 11/13/2022] Open
Abstract
Background In Parkinson’s disease (PD), the effects of dopaminergic medication on straight walking and turning were mainly investigated under single tasking (ST) conditions. However, multitasking situations are considered more daily relevant. Methods Thirty-nine early-to-moderate PD patients performed the following standardized ST and dual tasks as fast as possible for 1 min during On- and Off-medication while wearing inertial sensors: straight walking and turning, checking boxes, and subtracting serial 7s. Quantitative gait parameters as well as velocity of the secondary tasks were analyzed. Results The following parameters improved significantly in On-medication during ST: gait velocity during straight walking (p = 0.03); step duration (p = 0.048) and peak velocity (p = 0.04) during turning; velocity of checking boxes during ST (p = 0.04) and DT (p = 0.04). Velocity of checking boxes was the only parameter that also improved during DT. Conclusion These results suggest that dopaminergic medication does not relevantly influence straight walking and turning in early-to-moderate PD during DT.
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Affiliation(s)
- Morad Elshehabi
- Department of Neurodegeneration, Center for Neurology, Hertie Institute for Clinical and Brain Research, University of Tuebingen, Tuebingen, Germany; German Center for Neurodegenerative Disease (DZNE), Tuebingen, Germany
| | - Katrin S Maier
- Department of Neurodegeneration, Center for Neurology, Hertie Institute for Clinical and Brain Research, University of Tuebingen, Tuebingen, Germany; German Center for Neurodegenerative Disease (DZNE), Tuebingen, Germany
| | - Sandra E Hasmann
- Department of Neurodegeneration, Center for Neurology, Hertie Institute for Clinical and Brain Research, University of Tuebingen, Tuebingen, Germany; German Center for Neurodegenerative Disease (DZNE), Tuebingen, Germany
| | - Susanne Nussbaum
- Department of Neurodegeneration, Center for Neurology, Hertie Institute for Clinical and Brain Research, University of Tuebingen, Tuebingen, Germany; German Center for Neurodegenerative Disease (DZNE), Tuebingen, Germany
| | - Heinz Herbst
- Neurozentrum Sophienstrasse , Stuttgart , Germany
| | - Tanja Heger
- Department of Neurodegeneration, Center for Neurology, Hertie Institute for Clinical and Brain Research, University of Tuebingen, Tuebingen, Germany; German Center for Neurodegenerative Disease (DZNE), Tuebingen, Germany
| | - Daniela Berg
- Department of Neurodegeneration, Center for Neurology, Hertie Institute for Clinical and Brain Research, University of Tuebingen, Tuebingen, Germany; German Center for Neurodegenerative Disease (DZNE), Tuebingen, Germany
| | - Markus A Hobert
- Department of Neurodegeneration, Center for Neurology, Hertie Institute for Clinical and Brain Research, University of Tuebingen, Tuebingen, Germany; German Center for Neurodegenerative Disease (DZNE), Tuebingen, Germany
| | - Walter Maetzler
- Department of Neurodegeneration, Center for Neurology, Hertie Institute for Clinical and Brain Research, University of Tuebingen, Tuebingen, Germany; German Center for Neurodegenerative Disease (DZNE), Tuebingen, Germany
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25
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Physical demand profiles of hatha yoga postures performed by older adults. EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE 2013; 2013:165763. [PMID: 24282431 PMCID: PMC3814077 DOI: 10.1155/2013/165763] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/03/2013] [Revised: 07/30/2013] [Accepted: 08/04/2013] [Indexed: 11/17/2022]
Abstract
Understanding the physical demands placed upon the musculoskeletal system by individual postures may allow experienced instructors and therapists to develop safe and effective yoga programs which reduce undesirable side effects. Thus, we used biomechanical methods to quantify the lower extremity joint angles, joint moments of force, and muscle activities of 21 Hatha yoga postures, commonly used in senior yoga programs. Twenty older adults, 70.7 years ± 3.8 years, participated in a 32-wk yoga class (2 d/wk) where they learned introductory and intermediate postures (asanas). They then performed the asanas in a motion analysis laboratory. Kinematic, kinetic, and electromyographic data was collected over three seconds while the participants held the poses statically. Profiles illustrating the postures and including the biomechanical data were then generated for each asana. Our findings demonstrated that Hatha yoga postures engendered a range of appreciable joint angles, JMOFs, and muscle activities about the ankle, knee, and hip, and that demands associated with some postures and posture modifications were not always intuitive. They also demonstrated that all of the postures elicited appreciable rectus abdominis activity, which was up to 70% of that induced during walking.
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Kim SD, Allen NE, Canning CG, Fung VSC. Postural instability in patients with Parkinson's disease. Epidemiology, pathophysiology and management. CNS Drugs 2013; 27:97-112. [PMID: 23076544 DOI: 10.1007/s40263-012-0012-3] [Citation(s) in RCA: 140] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Postural instability is one of the cardinal signs in Parkinson's disease (PD). It can be present even at diagnosis, but becomes more prevalent and worsens with disease progression. It represents one of the most disabling symptoms in the advanced stages of the disease, as it is associated with increased falls and loss of independence. Clinical and posturographic studies have contributed to significant advances in unravelling the complex pathophysiology of postural instability in patients with PD, but it still remains yet to be fully clarified, partly due to the difficulty in distinguishing between the disease process and the compensatory mechanisms, but also due to the fact that non-standardized techniques are used to measure balance and postural instability. There is increasing evidence that physical therapy, especially highly challenging balance exercises, can improve postural stability and reduce the risk of falls, although the long-term effects of physical therapy interventions on postural stability need to be explored given the progressive nature of PD. Pharmacotherapy with dopaminergic medications can provide significant improvements in postural instability in early- to mid-stage PD but the effects tend to wane with time consistent with spread of the disease process to non-dopaminergic pathways in advanced PD. Donepezil has been associated with a reduced risk of falls and methylphenidate has shown potential benefit against freezing of gait, but the results are yet to be replicated in large randomized studies. Surgical treatments, including lesioning and deep brain stimulation surgery targeting the subthalamic nucleus and the globus pallidus internus, tend to only provide modest benefit for postural instability. New surgical targets such as the pedunculopontine nucleus have emerged as a potential specific therapy for postural instability and gait disorder but remain experimental.
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Affiliation(s)
- Samuel D Kim
- Movement Disorders Unit, Department of Neurology, Westmead Hospital, Darcy Rd, Westmead, NSW, 2145, Australia
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