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Seifer AK, Kuderle A, Dorschky E, Moradi H, Hannemann R, Eskofier BM. Step Length and Gait Speed Estimation Using a Hearing Aid Integrated Accelerometer: A Comparison of Different Algorithms. IEEE J Biomed Health Inform 2024; 28:6619-6628. [PMID: 39236137 DOI: 10.1109/jbhi.2024.3454824] [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: 09/07/2024]
Abstract
Gait is an indicator of a person's health status and abnormal gait patterns are associated with a higher risk of falls, dementia, and mental health disorders. Wearable sensors facilitate long-term assessment of walking in the user's home environment. Earables, wearable sensors that are worn at the ear, are gaining popularity for digital health assessments because they are unobtrusive and can easily be integrated into the user's daily routine, for example, in hearing aids. A comprehensive gait analysis pipeline for an ear-worn accelerometer that includes spatial-temporal parameters is currently not existing. Therefore, we propose and compare three algorithmic approaches to estimate step length and gait speed based on ear-worn accelerometer data: a biomechanical model, feature-based machine learning (ML) models, and a convolutional neural network. We evaluated their performance on a step and walking bout level and compared it with an optical motion capture system. The feature-based ML model achieved the best performance with a precision of 4.8cm on a walking bout level. For gait speed, the machine learning approach achieved an absolute percentage error of 5.4 % ( ± 4.0 %). We find that the ML model is able to estimate step length and gait speed with clinically relevant precision. Furthermore, the model is insensitive to different age groups and sampling rates but sensitive to walking speed. To our knowledge, this work is the first contribution to estimating step length and gait speed using ear-worn accelerometers. Moreover, it lays the foundation for a comprehensive gait analysis framework for ear-worn sensors enabling continuous and long-term monitoring at home.
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Langer A, Hansen C, Roth D, Santer A, Flotz A, Gruber J, Wizany L, Hasenauer S, Pokan R, Dabnichki P, Treven M, Zimmel S, Schmoeger M, Willinger U, Gassner L, Brücke C, Maetzler W, Zach H. Vertical locomotion improves horizontal locomotion: effects of climbing on gait and other mobility aspects in Parkinson's disease. A secondary analysis from a randomized controlled trial. J Neuroeng Rehabil 2024; 21:63. [PMID: 38678241 PMCID: PMC11055236 DOI: 10.1186/s12984-024-01363-4] [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: 11/04/2023] [Accepted: 04/22/2024] [Indexed: 04/29/2024] Open
Abstract
BACKGROUND In the Climb Up! Head Up! trial, we showed that sport climbing reduces bradykinesia, tremor, and rigidity in mildly to moderately affected participants with Parkinson's disease. This secondary analysis aimed to evaluate the effects of sport climbing on gait and functional mobility in this cohort. METHODS Climb Up! Head Up! was a 1:1 randomized controlled trial. Forty-eight PD participants (Hoehn and Yahr stage 2-3) either participated in a 12-week, 90-min-per-week sport climbing course (intervention group) or were engaged in regular unsupervised physical activity (control group). Relevant outcome measures for this analysis were extracted from six inertial measurement units placed on the extremities, chest, and lower back, that were worn during supervised gait and functional mobility assessments before and after the intervention. Assessments included normal and fast walking, dual-tasking walking, Timed Up and Go test, Instrumented Stand and Walk test, and Five Times Sit to Stand test. RESULTS Compared to baseline, climbing improved gait speed during normal walking by 0.09 m/s (p = 0.005) and during fast walking by 0.1 m/s. Climbing also reduced the time spent in the stance phase during fast walking by 0.03 s. Climbing improved the walking speed in the 7-m- Timed Up and Go test by 0.1 m/s (p < 0.001) and the turning speed by 0.39 s (p = 0.052), the speed in the Instrumented Stand and Walk test by 0.1 m/s (p < 0.001), and the speed in the Five Times Sit to Stand test by 2.5 s (p = 0.014). There was no effect of sport climbing on gait speed or gait variables during dual-task walking. CONCLUSIONS Sport climbing improves gait speed during normal and fast walking, as well as functional mobility in people with Parkinson's disease. Trial registration This study was registered within the U.S. National Library of Medicine (No: NCT04569981, date of registration September 30th, 2020).
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Affiliation(s)
- Agnes Langer
- Department of Neurology, Medical University of Vienna, Waehringerstrasse 18-21, 1090, Vienna, Austria
| | - Clint Hansen
- Department of Neurology, University Hospital Schleswig-Holstein and Kiel University, 24105, Kiel, Germany
| | - Dominik Roth
- Department of Emergency Medicine, Medical University of Vienna, 1090, Vienna, Austria
| | - Agnes Santer
- Department of Neurology, Medical University of Vienna, Waehringerstrasse 18-21, 1090, Vienna, Austria
| | - Anna Flotz
- Department of Neurology, Medical University of Vienna, Waehringerstrasse 18-21, 1090, Vienna, Austria
| | - Jakob Gruber
- Department of Neurology, Medical University of Vienna, Waehringerstrasse 18-21, 1090, Vienna, Austria
| | - Laurenz Wizany
- Department of Neurology, Medical University of Vienna, Waehringerstrasse 18-21, 1090, Vienna, Austria
| | - Sebastian Hasenauer
- Department of Neurology, Medical University of Vienna, Waehringerstrasse 18-21, 1090, Vienna, Austria
| | - Rochus Pokan
- Department of Sport Physiology, Institute of Sports Sciences, University of Vienna, 1090, Vienna, Austria
| | - Peter Dabnichki
- School of Engineering, RMIT University, 3000, Melbourne, VIC, Australia
| | - Marco Treven
- Department of Neurology, Medical University of Vienna, Waehringerstrasse 18-21, 1090, Vienna, Austria
| | - Sarah Zimmel
- Department of Neurology, Medical University of Vienna, Waehringerstrasse 18-21, 1090, Vienna, Austria
| | - Michaela Schmoeger
- Department of Neurology, Medical University of Vienna, Waehringerstrasse 18-21, 1090, Vienna, Austria
| | - Ulrike Willinger
- Department of Neurology, Medical University of Vienna, Waehringerstrasse 18-21, 1090, Vienna, Austria
| | - Lucia Gassner
- Department of Sport Physiology, Institute of Sports Sciences, University of Vienna, 1090, Vienna, Austria
- School of Engineering, RMIT University, 3000, Melbourne, VIC, Australia
| | - Christof Brücke
- Department of Neurology, Medical University of Vienna, Waehringerstrasse 18-21, 1090, Vienna, Austria
| | - Walter Maetzler
- Department of Neurology, University Hospital Schleswig-Holstein and Kiel University, 24105, Kiel, Germany
| | - Heidemarie Zach
- Department of Neurology, Medical University of Vienna, Waehringerstrasse 18-21, 1090, Vienna, Austria.
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Hayworth EM, Casnave SM, Duppen C, Rowland D, Browner N, Lewek MD. Limb and joint kinetics during walking in individuals with Mild-Moderate Parkinson's disease. J Biomech 2024; 167:112076. [PMID: 38583376 DOI: 10.1016/j.jbiomech.2024.112076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Revised: 03/11/2024] [Accepted: 04/03/2024] [Indexed: 04/09/2024]
Abstract
Given the known deficits in spatiotemporal aspects of gait for people with Parkinson's disease (PD), we sought to determine the underlying gait abnormalities in limb and joint kinetics, and examine how deficits in push-off and leg swing might contribute to the shortened step lengths for people with PD. Ten participants with PD and 11 age-matched control participants walked overground and on an instrumented treadmill. Participants with PD then walked on the treadmill with a posteriorly directed restraining force applied to 1) the pelvis to challenge push-off and 2) the ankles to challenge leg swing. Spatiotemporal, kinematic, and force data were collected and compared between groups and conditions. Despite group differences in spatiotemporal measures during overground walking, we did not observe these differences when the groups walked on a treadmill at comparable speeds. Nevertheless, the hip extension impulse appeared smaller in the PD group during their typical walking. When challenging limb propulsion, participants in the PD group maintained step lengths by increasing the propulsive impulse. Participants with PD were also able to maintain their typical step length against resistance intended to impede swing limb advancement, and even increased step lengths with cuing. The presence of reduced hip extension torque might be an early indicator of gait deterioration in this neurodegenerative disease. Our participants with PD were able to increase hip extension torque in response to needed demands. Additionally, participants with PD were able to increase limb propulsion and leg swing against resistance, suggesting a reserve in limb mechanics.
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Affiliation(s)
- Emily M Hayworth
- Division of Physical Therapy, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Stephanie M Casnave
- Division of Physical Therapy, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Chelsea Duppen
- Human Movement Science Curriculum, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - David Rowland
- Human Movement Science Curriculum, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Nina Browner
- Department of Neurology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Michael D Lewek
- Division of Physical Therapy, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Human Movement Science Curriculum, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.
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Rössler R, Wagner J, Knaier R, Rommers N, Kressig RW, Schmidt-Trucksäss A, Hinrichs T. Spatiotemporal gait characteristics across the adult lifespan: Reference values from a healthy population - Analysis of the COmPLETE cohort study. Gait Posture 2024; 109:101-108. [PMID: 38290395 DOI: 10.1016/j.gaitpost.2024.01.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Revised: 11/29/2023] [Accepted: 01/03/2024] [Indexed: 02/01/2024]
Abstract
BACKGROUND Gait changes with aging have been investigated, but few studies have examined a wide range of gait parameters across the adult lifespan. This study aimed to investigate gait differences across age groups stratified by sex. METHODS This cross-sectional study included 629 healthy, normal-weight (i.e., BMI < 30 kg/m2) participants from Switzerland of the COmPLETE cohort study, aged 20 to over 90 years. Gait metrics were assessed using an inertial measurement unit (IMU)-based gait analysis system, including speed, cycle duration variability, asymmetry, stride length, cycle duration, cadence, double support, stance (time foot is on the ground during a gait cycle), swing (time foot is in the air during a gait cycle), loading (early part of the stance phase), foot-flat (mid-stance phase when foot is flat), and pushing (late stance phase leading to toe-off) phases. Percentile curves were calculated using generalized additive models for location, scale, and shape. RESULTS Gait data from 545 participants (273 men and 272 women) were analyzed. Participants were equally distributed across the seven age decades, with an average of 40 men and 40 women representing every decade. Both men and women showed a reduction in gait speed and stride length, and an increase in cycle duration variability and asymmetry with aging. Gait speed and stride length declined across the age groups, with a significant difference found in participants aged 80 to 91 compared to younger age groups. SIGNIFICANCE Age-related changes in gait parameters were seen in both men and women. These may be attributed to the typical decline in muscle strength, balance, coordination, and neuromuscular function. The results of this study contribute to the understanding of gait changes throughout the lifespan and can be used for comparison with other populations and as reference values for individual patients.
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Affiliation(s)
- Roland Rössler
- University Department of Geriatric Medicine FELIX PLATTER, University of Basel, Basel, Switzerland; Department of Sport, Exercise and Health, University of Basel, Basel, Switzerland.
| | - Jonathan Wagner
- Department of Sport, Exercise and Health, University of Basel, Basel, Switzerland
| | - Raphael Knaier
- Department of Sport, Exercise and Health, University of Basel, Basel, Switzerland
| | - Nikki Rommers
- Department of Clinical Research, University of Basel, Switzerland
| | - Reto W Kressig
- University Department of Geriatric Medicine FELIX PLATTER, University of Basel, Basel, Switzerland
| | - Arno Schmidt-Trucksäss
- Department of Sport, Exercise and Health, University of Basel, Basel, Switzerland; Department of Clinical Research, University of Basel, Switzerland
| | - Timo Hinrichs
- Department of Sport, Exercise and Health, University of Basel, Basel, Switzerland
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Tueth LE, Haussler AM, Lohse KR, Rawson KS, Earhart GM, Harrison EC. Effect of musical cues on gait in individuals with Parkinson disease with comorbid dementia. Gait Posture 2024; 107:275-280. [PMID: 37891141 PMCID: PMC10909245 DOI: 10.1016/j.gaitpost.2023.10.015] [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: 08/10/2023] [Revised: 10/16/2023] [Accepted: 10/19/2023] [Indexed: 10/29/2023]
Abstract
BACKGROUND Individuals with Parkinson disease and comorbid dementia (PDD) demonstrate gait impairments, but little is known about how these individuals respond to interventions for gait dysfunction. Rhythmic auditory stimulation (RAS), which utilizes music or other auditory cues to alter gait, has been shown to be effective for improving gait in individuals with PD without dementia, but has not been explored in individuals with PDD. RESEARCH QUESTION Can individuals with PDD modulate their gait in response to music and mental singing cues? METHODS This single center, cross-sectional, interventional study included 17 individuals with PDD. Participants received Music and Mental singing cues at tempos of 90 %, 100 %, 110 %, and 120 % of their uncued walking cadence. Participants were instructed to walk to the beat of the song. Gait variables were collected using APDM Opal sensors. Data were analyzed using mixed effect models to explore the impact of tempo and cue type (Music vs Mental) on selected gait parameters of velocity, cadence, and stride length. RESULTS Mixed effects models showed a significant effect of tempo but not for cue type for velocity (F=11.51, p < .001), cadence (F=11.13, p < .001), and stride length (F=5.68, p = .002). When looking at the marginal means, velocity at a cue rate of 90 % was significantly different from 100 %, indicating participants walked slower with a cue rate of 90 %. Participants did not significantly increase their velocity, cadence, or stride length with faster cue rates of 110 % and 120 % SIGNIFICANCE: Individuals with PDD appear to be able to slow their velocity in response to slower cues, but do not appear to be able to increase their velocity, cadence, or stride length in response to faster cue tempos. This is different from what has been reported in individuals with PD without dementia. Further research is necessary to understand the underlying mechanism for these differences.
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Affiliation(s)
- Lauren E Tueth
- Washington University in St. Louis School of Medicine, Program in Physical Therapy, United States
| | - Allison M Haussler
- Washington University in St. Louis School of Medicine, Program in Physical Therapy, United States
| | - Keith R Lohse
- Washington University in St. Louis School of Medicine, Program in Physical Therapy, United States; Washington University in St. Louis School of Medicine, Department of Neurology, United States
| | - Kerri S Rawson
- Washington University in St. Louis School of Medicine, Program in Physical Therapy, United States; Washington University in St. Louis School of Medicine, Department of Neurology, United States
| | - Gammon M Earhart
- Washington University in St. Louis School of Medicine, Program in Physical Therapy, United States; Washington University in St. Louis School of Medicine, Department of Neurology, United States; Washington University in St. Louis School of Medicine, Department of Neuroscience, United States.
| | - Elinor C Harrison
- Washington University in St. Louis School of Medicine, Program in Physical Therapy, United States; Washington University in St. Louis, Performing Arts Department, United States
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Cheng H, Jiang ZA, Chen L, Wang GD, Liu XY, Sun JM, Tsai TY. Impacts of gait biomechanics of patients with thoracolumbar kyphosis secondary to Scheuermann's disease. Front Bioeng Biotechnol 2023; 11:1192647. [PMID: 37304142 PMCID: PMC10248172 DOI: 10.3389/fbioe.2023.1192647] [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: 03/23/2023] [Accepted: 05/11/2023] [Indexed: 06/13/2023] Open
Abstract
Introduction: Thoracolumbar kyphosis (TLK) is a common feature in patients with spinal deformities. However, due to limited studies, the impacts of TLK on gait have not been reported. The objective of the study was to quantify and evaluate the impacts of gait biomechanics of patients with TLK secondary to Scheuermann's disease. Methods: Twenty cases of Scheuermann's disease patients with TLK and twenty cases of asymptomatic participants were recruited into this study. And the gait motion analysis was conducted. Results: The stride length was shorter in the TLK group compared to control group (1.24 ± 0.11 m vs. 1.36 ± 0.21 m, p = 0.04). Compared to control group, the stride time and step time were more prolonged in the TLK group (1.18 ± 0.11s vs. 1.11 ± 0.08 s, p = 0.03; 0.59 ± 0.06 s vs. 0.56 ± 0.04 s, p = 0.04). The gait speed of the TLK group was significantly slower than it of control group (1.05 ± 0.12 m/s vs. 1.17 ± 0.14 m/s, p = 0.01); In the sagittal plane, the range of motion (ROM) of the hip in the TLK group was significantly smaller than that of the control group (37.71 ± 4.35° vs. 40.05 ± 3.71°, p = 0.00). In the transverse plane, the adduction/abduction ROMs of the knee and ankle, as well as the internal and external rotation of the knee, were smaller in TLK group than ROMs in the control group (4.66 ± 2.21° vs. 5.61 ± 1.82°, p = 0.00; 11.48 ± 3.97° vs. 13.16 ± 5.6°, p = 0.02; 9.00 ± 5.14° vs. 12.95 ± 5.78°, p = 0.00). Discussion: The main finding of this study was that measurements of gait patterns and joint movement of the TLK group were significantly lower than those of the control group. And these impacts have the potential to exacerbate degenerative progress of joints in the lower extremities. These abnormal features of gait can also serve as a guideline for physicians to focus on TLK in these patients.
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Affiliation(s)
- Hao Cheng
- Department of Spine Surgery, Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China
| | - Zi-Ang Jiang
- School of Biomedical Engineering and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, China
- Department of Orthopaedic Surgery, Shanghai Ninth People’s Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Liang Chen
- Department of Orthopaedic Surgery, Shanghai Ninth People’s Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Department of Sports Science, Nanjing Sport Institute, Nanjing, China
| | - Guo-Dong Wang
- Department of Spine Surgery, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Xiao-Yang Liu
- Department of Spine Surgery, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Jian-Min Sun
- Department of Spine Surgery, Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China
| | - Tsung-Yuan Tsai
- School of Biomedical Engineering and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, China
- Department of Orthopaedic Surgery, Shanghai Ninth People’s Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
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Doyle AM, Bauer D, Hendrix C, Yu Y, Nebeck SD, Fergus S, Krieg J, Wilmerding LK, Blumenfeld M, Lecy E, Spencer C, Luo Z, Sullivan D, Brackman K, Ross D, Best S, Verma A, Havel T, Wang J, Johnson L, Vitek JL, Johnson MD. Spatiotemporal scaling changes in gait in a progressive model of Parkinson's disease. Front Neurol 2022; 13:1041934. [PMID: 36582611 PMCID: PMC9792983 DOI: 10.3389/fneur.2022.1041934] [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: 09/11/2022] [Accepted: 11/30/2022] [Indexed: 12/14/2022] Open
Abstract
Objective Gait dysfunction is one of the most difficult motor signs to treat in patients with Parkinson's disease (PD). Understanding its pathophysiology and developing more effective therapies for parkinsonian gait dysfunction will require preclinical studies that can quantitatively and objectively assess the spatial and temporal features of gait. Design We developed a novel system for measuring volitional, naturalistic gait patterns in non-human primates, and then applied the approach to characterize the progression of parkinsonian gait dysfunction across a sequence of 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP) treatments that allowed for intrasubject comparisons across mild, moderate, and severe stages. Results Parkinsonian gait dysfunction was characterized across treatment levels by a slower stride speed, increased time in both the stance and swing phase of the stride cycle, and decreased cadence that progressively worsened with overall parkinsonian severity. In contrast, decreased stride length occurred most notably in the moderate to severe parkinsonian state. Conclusion The results suggest that mild parkinsonism in the primate model of PD starts with temporal gait deficits, whereas spatial gait deficits manifest after reaching a more severe parkinsonian state overall. This study provides important context for preclinical studies in non-human primates studying the neurophysiology of and treatments for parkinsonian gait.
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Affiliation(s)
- Alex M. Doyle
- Department of Neuroscience, University of Minnesota, Minneapolis, MN, United States
| | - Devyn Bauer
- Department of Neurology, University of Minnesota, Minneapolis, MN, United States
| | - Claudia Hendrix
- Department of Neurology, University of Minnesota, Minneapolis, MN, United States
| | - Ying Yu
- Department of Neurology, University of Minnesota, Minneapolis, MN, United States
| | - Shane D. Nebeck
- Department of Neurology, University of Minnesota, Minneapolis, MN, United States
| | - Sinta Fergus
- Department of Neurology, University of Minnesota, Minneapolis, MN, United States
| | - Jordan Krieg
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, MN, United States
| | - Lucius K. Wilmerding
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, MN, United States
| | - Madeline Blumenfeld
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, MN, United States
| | - Emily Lecy
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, MN, United States
| | - Chelsea Spencer
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, MN, United States
| | - Ziling Luo
- Department of Neurology, University of Minnesota, Minneapolis, MN, United States
| | - Disa Sullivan
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, MN, United States
| | - Krista Brackman
- Department of Neuroscience, University of Minnesota, Minneapolis, MN, United States
| | - Dylan Ross
- Department of Neurology, University of Minnesota, Minneapolis, MN, United States
| | - Sendréa Best
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, MN, United States
| | - Ajay Verma
- Department of Neurology, University of Minnesota, Minneapolis, MN, United States
| | - Tyler Havel
- Department of Neurology, University of Minnesota, Minneapolis, MN, United States
| | - Jing Wang
- Department of Neurology, University of Minnesota, Minneapolis, MN, United States
| | - Luke Johnson
- Department of Neurology, University of Minnesota, Minneapolis, MN, United States
| | - Jerrold L. Vitek
- Department of Neurology, University of Minnesota, Minneapolis, MN, United States
| | - Matthew D. Johnson
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, MN, United States
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Scherbaum R, Moewius A, Oppermann J, Geritz J, Hansen C, Gold R, Maetzler W, Tönges L. Parkinson's disease multimodal complex treatment improves gait performance: an exploratory wearable digital device-supported study. J Neurol 2022; 269:6067-6085. [PMID: 35864214 PMCID: PMC9553759 DOI: 10.1007/s00415-022-11257-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 06/22/2022] [Accepted: 06/23/2022] [Indexed: 11/25/2022]
Abstract
BACKGROUND Wearable device-based parameters (DBP) objectively describe gait and balance impairment in Parkinson's disease (PD). We sought to investigate correlations between DBP of gait and balance and clinical scores, their respective changes throughout the inpatient multidisciplinary Parkinson's Disease Multimodal Complex Treatment (PD-MCT), and correlations between their changes. METHODS This exploratory observational study assessed 10 DBP and clinical scores at the start (T1) and end (T2) of a two-week PD-MCT of 25 PD in patients (mean age: 66.9 years, median HY stage: 2.5). Subjects performed four straight walking tasks under single- and dual-task conditions, and four balance tasks. RESULTS At T1, reduced gait velocity and larger sway area correlated with motor severity. Shorter strides during motor-motor dual-tasking correlated with motor complications. From T1 to T2, gait velocity improved, especially under dual-task conditions, stride length increased for motor-motor dual-tasking, and clinical scores measuring motor severity, balance, dexterity, executive functions, and motor complications changed favorably. Other gait parameters did not change significantly. Changes in motor complications, motor severity, and fear of falling correlated with changes in stride length, sway area, and measures of gait stability, respectively. CONCLUSION DBP of gait and balance reflect clinical scores, e.g., those of motor severity. PD-MCT significantly improves gait velocity and stride length and favorably affects additional DBP. Motor complications and fear of falling are factors that may influence the response to PD-MCT. A DBP-based assessment on admission to PD inpatient treatment could allow for more individualized therapy that can improve outcomes. TRIAL REGISTRATION NUMBER AND DATE DRKS00020948 number, 30-Mar-2020, retrospectively registered.
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Affiliation(s)
- Raphael Scherbaum
- Department of Neurology, St. Josef-Hospital, Ruhr University Bochum, 44791, Bochum, Germany
| | - Andreas Moewius
- Department of Neurology, St. Josef-Hospital, Ruhr University Bochum, 44791, Bochum, Germany
| | - Judith Oppermann
- Department of Neurology, St. Josef-Hospital, Ruhr University Bochum, 44791, Bochum, Germany
| | - Johanna Geritz
- Department of Neurology, Christian-Albrechts-University of Kiel, Kiel, Germany
| | - Clint Hansen
- Department of Neurology, Christian-Albrechts-University of Kiel, Kiel, Germany
| | - Ralf Gold
- Department of Neurology, St. Josef-Hospital, Ruhr University Bochum, 44791, Bochum, Germany
- Neurodegeneration Research, Protein Research Unit Ruhr (PURE), Ruhr University Bochum, 44801, Bochum, Germany
| | - Walter Maetzler
- Department of Neurology, Christian-Albrechts-University of Kiel, Kiel, Germany
| | - Lars Tönges
- Department of Neurology, St. Josef-Hospital, Ruhr University Bochum, 44791, Bochum, Germany.
- Neurodegeneration Research, Protein Research Unit Ruhr (PURE), Ruhr University Bochum, 44801, Bochum, Germany.
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Ogata T, Hashiguchi H, Hori K, Hirobe Y, Ono Y, Sawada H, Inaba A, Orimo S, Miyake Y. Foot Trajectory Features in Gait of Parkinson’s Disease Patients. Front Physiol 2022; 13:726677. [PMID: 35600314 PMCID: PMC9114796 DOI: 10.3389/fphys.2022.726677] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Accepted: 04/05/2022] [Indexed: 11/23/2022] Open
Abstract
Parkinson’s disease (PD) is a progressive neurological disorder characterized by movement disorders, such as gait instability. This study investigated whether certain spatial features of foot trajectory are characteristic of patients with PD. The foot trajectory of patients with mild and advanced PD in on-state and healthy older and young individuals was estimated from acceleration and angular velocity measured by inertial measurement units placed on the subject’s shanks, just above the ankles. We selected six spatial variables in the foot trajectory: forward and vertical displacements from heel strike to toe-off, maximum clearance, and change in supporting leg (F1 to F3 and V1 to V3, respectively). Healthy young individuals had the greatest F2 and F3 values, followed by healthy older individuals, and then mild PD patients. Conversely, the vertical displacements of mild PD patients were larger than the healthy older individuals. Still, those of healthy older individuals were smaller than the healthy young individuals except for V3. All six displacements of the advanced PD patients were smaller than the mild PD patients. To investigate features in foot trajectories in detail, a principal components analysis and soft-margin kernel support vector machine was used in machine learning. The accuracy in distinguishing between mild PD patients and healthy older individuals and between mild and advanced PD patients was 96.3 and 84.2%, respectively. The vertical and forward displacements in the foot trajectory was the main contributor. These results reveal that large vertical displacements and small forward ones characterize mild and advanced PD patients, respectively.
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Affiliation(s)
- Taiki Ogata
- Department of Computer Science, Tokyo Institute of Technology, Yokohama, Japan
- *Correspondence: Taiki Ogata,
| | - Hironori Hashiguchi
- Department of Computational Intelligence and System Science, Tokyo Institute of Technology, Yokohama, Japan
| | - Koyu Hori
- Department of Computational Intelligence and System Science, Tokyo Institute of Technology, Yokohama, Japan
| | - Yuki Hirobe
- Department of Computer Science, Tokyo Institute of Technology, Yokohama, Japan
| | - Yumi Ono
- Department of Computer Science, Tokyo Institute of Technology, Yokohama, Japan
| | - Hiroyuki Sawada
- Department of Neurology, Kanto Central Hospital, Tokyo, Japan
| | - Akira Inaba
- Department of Neurology, Kanto Central Hospital, Tokyo, Japan
| | - Satoshi Orimo
- Department of Neurology, Kanto Central Hospital, Tokyo, Japan
| | - Yoshihiro Miyake
- Department of Computer Science, Tokyo Institute of Technology, Yokohama, Japan
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10
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Three-dimensional continuous gait trajectory estimation using single Shank-Worn inertial measurement units and clinical walk test application. Sci Rep 2022; 12:5368. [PMID: 35354893 PMCID: PMC8967923 DOI: 10.1038/s41598-022-09372-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Accepted: 03/22/2022] [Indexed: 11/21/2022] Open
Abstract
State-of-the-art estimation methods using inertial measurement units (IMUs) for global continuous gait path and local stepwise gait trajectory during walking have been developed. However, estimation methods for continuous gait trajectory integrating both these aspects with high accuracy are almost lacking. Thus, continuous gait trajectory estimation using a single shank-worn IMU with high accuracy is proposed in this study. This method calculates three-dimensional local stepwise gait trajectory based on IMU measurement data extracted between adjacent middle points of stance phases during walking. Continuous gait trajectory is estimated by concatenating adjacent local stepwise gait trajectories based on relative angles determined according to stride vectors and shank orientations. Evaluation experiments results obtained using the optical motion capture system with 12 healthy participants demonstrated estimation errors in the stride length (− 0.027 (− 0.054 to − 0.006) m) and turning angle (0.7 (− 0.2–1.7)°), and normalized endpoint position error (0.029 (0.019–0.04) m). Comparing with previous reports, the proposed method integrally achieves a continuous gait trajectory with a low estimation error level in both local and global aspects despite the continuous measurement of multiple gait cycles. The proposed simple and low-cost method can be applied in the medical field and contribute to expansion of the application of precise gait information in daily life.
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11
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Callais Franco do Nascimento T, Martins Gervásio F, Pignolo A, Augusto Santos Bueno G, Araújo do Carmo A, Martins Ribeiro D, D’Amelio M, Augusto dos Santos Mendes F. Assessment of the Kinematic Adaptations in Parkinson's Disease Using the Gait Profile Score: Influences of Trunk Posture, a Pilot Study. Brain Sci 2021; 11:1605. [PMID: 34942907 PMCID: PMC8699192 DOI: 10.3390/brainsci11121605] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Revised: 11/29/2021] [Accepted: 11/29/2021] [Indexed: 01/14/2023] Open
Abstract
INTRODUCTION Postural abnormalities are common in patients with Parkinson's disease (PD) and lead to gait abnormalities. Relationships between changes in the trunk posture of PD patients and gait profile score (GPS) and gait spatiotemporal parameters are poorly investigated. The aim of the current study was to investigate the relationships between trunk posture, GPS, and gait spatiotemporal parameters, in patients with PD. MATERIALS AND METHODS Twenty-three people with PD and nineteen age-matched healthy people participated in this study. A 3D gait kinematical analysis was applied to all participants using the Plug-In Gait Full BodyTM tool. Trunk and limb kinematics patterns and gait spatio-temporal parameters of patients with PD and the control group were compared. Additionally, correlations between trunk kinematics patterns, gait spatio-temporal parameters, and GPS of the PD group were tested. RESULTS Cadence, opposite foot off, step time, single support, double support, foot off, gait speed, trunk kinematics, and GPS showed significant differences between the two groups (p ≤ 0.05). Posture of the trunk during gait was not related to the spatio-temporal parameters and gait profile score in the PD group. The trunk flexor pattern influenced GPS domains, mainly of the ankle and the knee. DISCUSSION AND CONCLUSIONS Flexed posture of the trunk in patients with PD seems to influence both ankle and knee movement patterns during the gait. The GPS analysis provided direct and simplified kinematic information for the PD group. These results may have implications for understanding the importance of considering the positioning of the trunk during gait.
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Affiliation(s)
- Tauana Callais Franco do Nascimento
- Graduate Program in Rehabilitation Sciences, University of Brasília, Federal District, Brasília 72220-275, DF, Brazil; (T.C.F.d.N.); (F.A.d.S.M.)
| | - Flavia Martins Gervásio
- Department of Physiotherapy and Physical Education, College of Sport, State University of Goiás, Goiânia 74075-110, GO, Brazil;
| | - Antonia Pignolo
- Department of Biomedicine, Neurosciences and Advanced Diagnostics, University of Palermo, 90129 Palermo, Italy;
| | - Guilherme Augusto Santos Bueno
- Graduate Program in Sciences and Health Technologies, University of Brasília, Federal District, Brasília 72220-275, DF, Brazil;
| | - Aline Araújo do Carmo
- Department of Physiotherapy, University of Brasília, Federal District, Brasília 72220-275, DF, Brazil;
| | - Darlan Martins Ribeiro
- Henrique Santillo State Center of Rehabilitation and Readaptation, Goiânia 74653-230, GO, Brazil;
| | - Marco D’Amelio
- Department of Biomedicine, Neurosciences and Advanced Diagnostics, University of Palermo, 90129 Palermo, Italy;
| | - Felipe Augusto dos Santos Mendes
- Graduate Program in Rehabilitation Sciences, University of Brasília, Federal District, Brasília 72220-275, DF, Brazil; (T.C.F.d.N.); (F.A.d.S.M.)
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12
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Shearin S, Braitsch M, Querry R. The effect of a multi-modal boxing exercise program on cognitive locomotor tasks and gait in persons with Parkinson disease. NeuroRehabilitation 2021; 49:619-627. [PMID: 34806626 DOI: 10.3233/nre-210218] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND Parkinson disease (PD) is a progressive neurological disease resulting in motor impairments, postural instability, and gait alterations which may result in self-care limitations and loss of mobility reducing quality of life. OBJECTIVE This study's purpose was to determine the impact of a community-based boxing program on gait parameters, dual task and backwards walking in individuals with PD. METHODS This study included 26 community dwelling individuals with PD who participated in 12-week boxing classes (1 hour, 2 times a week). The focus was on upper/lower extremity exercises using punching bags, agility drills, and strengthening activities. Pre/post testing was performed for dual task and gait parameters and was analyzed using t-tests. RESULTS Analysis of the scores indicated participants performed significantly better at post-test compared to pre-test on self-selected walking velocity (P = 0.041), cadence (P = 0.021); backwards walking velocity (P = 0.003), step length (P = 0.022); dual task walking velocity (P = 0.044), step length (P = 0.023), and gait variability index (P = 0.008). No significant differences for fast walking. CONCLUSIONS Multi-modal boxing produced improvements in gait velocity, dual task velocity, step length, and gait variability, as well as backwards walking velocity and step length. These improvements may impact independence with functional mobility and may improve safety but require further studies.
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Affiliation(s)
- Staci Shearin
- The University of Texas Southwestern Medical Center, Dallas, TX, USA
| | | | - Ross Querry
- The University of Texas Southwestern Medical Center, Dallas, TX, USA
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13
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Laidig D, Jocham AJ, Guggenberger B, Adamer K, Fischer M, Seel T. Calibration-Free Gait Assessment by Foot-Worn Inertial Sensors. Front Digit Health 2021; 3:736418. [PMID: 34806077 PMCID: PMC8599134 DOI: 10.3389/fdgth.2021.736418] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2021] [Accepted: 09/24/2021] [Indexed: 02/01/2023] Open
Abstract
Walking is a central activity of daily life, and there is an increasing demand for objective measurement-based gait assessment. In contrast to stationary systems, wearable inertial measurement units (IMUs) have the potential to enable non-restrictive and accurate gait assessment in daily life. We propose a set of algorithms that uses the measurements of two foot-worn IMUs to determine major spatiotemporal gait parameters that are essential for clinical gait assessment: durations of five gait phases for each side as well as stride length, walking speed, and cadence. Compared to many existing methods, the proposed algorithms neither require magnetometers nor a precise mounting of the sensor or dedicated calibration movements. They are therefore suitable for unsupervised use by non-experts in indoor as well as outdoor environments. While previously proposed methods are rarely validated in pathological gait, we evaluate the accuracy of the proposed algorithms on a very broad dataset consisting of 215 trials and three different subject groups walking on a treadmill: healthy subjects (n = 39), walking at three different speeds, as well as orthopedic (n = 62) and neurological (n = 36) patients, walking at a self-selected speed. The results show a very strong correlation of all gait parameters (Pearson's r between 0.83 and 0.99, p < 0.01) between the IMU system and the reference system. The mean absolute difference (MAD) is 1.4 % for the gait phase durations, 1.7 cm for the stride length, 0.04 km/h for the walking speed, and 0.7 steps/min for the cadence. We show that the proposed methods achieve high accuracy not only for a large range of walking speeds but also in pathological gait as it occurs in orthopedic and neurological diseases. In contrast to all previous research, we present calibration-free methods for the estimation of gait phases and spatiotemporal parameters and validate them in a large number of patients with different pathologies. The proposed methods lay the foundation for ubiquitous unsupervised gait assessment in daily-life environments.
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Affiliation(s)
- Daniel Laidig
- Control Systems Group, Technische Universität Berlin, Berlin, Germany
| | - Andreas J. Jocham
- Institute of Physiotherapy, FH JOANNEUM University of Applied Sciences, Graz, Austria
| | - Bernhard Guggenberger
- Institute of Physiotherapy, FH JOANNEUM University of Applied Sciences, Graz, Austria
| | - Klemens Adamer
- Vamed Rehabilitation Center Kitzbuehel, Kitzbuehel, Austria
| | - Michael Fischer
- Vamed Rehabilitation Center Kitzbuehel, Kitzbuehel, Austria
- Ludwig Boltzmann Institute for Rehabilitation Research, Vienna, Austria
- Hannover Medical School MHH, Clinic for Rehabilitation Medicine, Hannover, Germany
| | - Thomas Seel
- Department Artificial Intelligence in Biomedical Engineering, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
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14
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Godi M, Arcolin I, Giardini M, Corna S, Schieppati M. A pathophysiological model of gait captures the details of the impairment of pace/rhythm, variability and asymmetry in Parkinsonian patients at distinct stages of the disease. Sci Rep 2021; 11:21143. [PMID: 34707168 PMCID: PMC8551236 DOI: 10.1038/s41598-021-00543-9] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Accepted: 10/05/2021] [Indexed: 01/15/2023] Open
Abstract
Locomotion in people with Parkinson' disease (pwPD) worsens with the progression of disease, affecting independence and quality of life. At present, clinical practice guidelines recommend a basic evaluation of gait, even though the variables (gait speed, cadence, step length) may not be satisfactory for assessing the evolution of locomotion over the course of the disease. Collecting variables into factors of a conceptual model enhances the clinical assessment of disease severity. Our aim is to evaluate if factors highlight gait differences between pwPD and healthy subjects (HS) and do it at earlier stages of disease compared to single variables. Gait characteristics of 298 pwPD and 84 HS able to walk without assistance were assessed using a baropodometric walkway (GAITRite®). According to the structure of a model previously validated in pwPD, eight spatiotemporal variables were grouped in three factors: pace/rhythm, variability and asymmetry. The model, created from the combination of three factor scores, proved to outperform the single variables or the factors in discriminating pwPD from HS. When considering the pwPD split into the different Hoehn and Yahr (H&Y) stages, the spatiotemporal variables, factor scores and the model showed that multiple impairments of gait appear at H&Y stage 2.5, with the greatest difference from HS at stage 4. A contrasting behavior was found for the asymmetry variables and factor, which showed differences from the HS already in the early stages of PD. Our findings support the use of factor scores and of the model with respect to the single variables in gait staging in PD.
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Affiliation(s)
- Marco Godi
- Division of Physical Medicine and Rehabilitation, Scientific Institute of Veruno, Istituti Clinici Scientifici Maugeri IRCCS, 28010, Gattico-Veruno, NO, Italy
| | - Ilaria Arcolin
- Division of Physical Medicine and Rehabilitation, Scientific Institute of Veruno, Istituti Clinici Scientifici Maugeri IRCCS, 28010, Gattico-Veruno, NO, Italy.
| | - Marica Giardini
- Division of Physical Medicine and Rehabilitation, Scientific Institute of Veruno, Istituti Clinici Scientifici Maugeri IRCCS, 28010, Gattico-Veruno, NO, Italy
| | - Stefano Corna
- Division of Physical Medicine and Rehabilitation, Scientific Institute of Veruno, Istituti Clinici Scientifici Maugeri IRCCS, 28010, Gattico-Veruno, NO, Italy
| | - Marco Schieppati
- Scientific Institute of Pavia, Istituti Clinici Scientifici Maugeri IRCCS, 27100, Pavia, Italy
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15
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Bouça-Machado R, Jalles C, Guerreiro D, Pona-Ferreira F, Branco D, Guerreiro T, Matias R, Ferreira JJ. Gait Kinematic Parameters in Parkinson's Disease: A Systematic Review. JOURNAL OF PARKINSONS DISEASE 2021; 10:843-853. [PMID: 32417796 PMCID: PMC7458503 DOI: 10.3233/jpd-201969] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
BACKGROUND Gait impairments are common and highly disabling for Parkinson's disease (PD) patients. With the development of technology-based tools, it is now possible to measure the spatiotemporal parameters of gait with a reduced margin of error, thereby enabling a more accurate characterization of impairment. OBJECTIVE To summarize and critically appraise the characteristics of technology-based gait analysis in PD and to provide mean and standard deviation values for spatiotemporal gait parameters. METHODS A systematic review was conducted using the databases CENTRAL, MEDLINE, Embase, and PEDro from their inception to September 2019 to identify all observational and experimental studies conducted in PD or atypical parkinsonism that included a technology-based gait assessment. Two reviewers independently screened citations and extracted data. RESULTS We included 95 studies, 82.1% (n = 78) reporting a laboratory gait assessment and 61.1% (n = 58 studies) using a wearable sensor. The most frequently reported parameters were gait velocity, stride and step length, and cadence. A statistically significant difference was found when comparing the mean values of each of these parameters in PD patients versus healthy controls. No statistically significant differences were found in the mean value of the parameters when comparing wearable versus non-wearable sensors, different types of wearable sensors, and different sensor locations. CONCLUSION Our results provide useful information for performing objective technology-based gait assessment in PD, as well as mean values to better interpret the results. Further studies should explore the clinical meaningfulness of each parameter and how they behave in a free-living context and throughout disease progression.
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Affiliation(s)
- Raquel Bouça-Machado
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Avenida Professor Egas Moniz, Lisboa, Portugal.,CNS - Campus Neurológico Sénior, Torres Vedras, Portugal
| | - Constança Jalles
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Avenida Professor Egas Moniz, Lisboa, Portugal
| | | | | | - Diogo Branco
- LASIGE, Faculdade de Ciências, Universidade de Lisboa, Lisboa, Portugal
| | - Tiago Guerreiro
- LASIGE, Faculdade de Ciências, Universidade de Lisboa, Lisboa, Portugal
| | - Ricardo Matias
- Champalimaud Research and Clinical Centre, Champalimaud Centre for the Unknown, Lisbon, Portugal.,Human Movement Analysis Lab, Escola Superior Saúde - Instituto Politécnico de Setúbal, Setúbal, Portugal
| | - Joaquim J Ferreira
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Avenida Professor Egas Moniz, Lisboa, Portugal.,CNS - Campus Neurológico Sénior, Torres Vedras, Portugal.,Laboratory of Clinical Pharmacology and Therapeutics, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
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16
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Bhatt M, Mahana B, Ko JH, Kolesar TA, Kanitkar A, Szturm T. Computerized Dual-Task Testing of Gait Visuomotor and Cognitive Functions in Parkinson's Disease: Test-Retest Reliability and Validity. Front Hum Neurosci 2021; 15:706230. [PMID: 34335213 PMCID: PMC8320846 DOI: 10.3389/fnhum.2021.706230] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Accepted: 06/15/2021] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND Mobility and cognitive impairments in Parkinson's disease (PD) often coexist and are prognostic of adverse health events. Consequently, assessment and training that simultaneously address both gait function and cognition are important to consider in rehabilitation and promotion of healthy aging. For this purpose, a computer game-based rehabilitation treadmill platform (GRP) was developed for dual-task (DT) assessment and training. OBJECTIVE The first objective was to establish the test-retest reliability of the GRP assessment protocol for DT gait, visuomotor and executive cognitive function in PD patients. The second objective was to examine the effect of task condition [single task (ST) vs. DT] and disease severity (stage 2 vs. stage 3) on gait, visuomotor and cognitive function. METHODS Thirty individuals aged 55 to 70 years, diagnosed with PD; 15 each at Hoehn and Yahr scale stage 2 (PD-2) and 3 (PD-3) performed a series of computerized visuomotor and cognitive game tasks while sitting (ST) and during treadmill walking (DT). A treadmill instrumented with a pressure mat was used to record center of foot pressure and compute the average and coefficient of variation (COV) of step time, step length, and drift during 1-min, speed-controlled intervals. Visuomotor and cognitive game performance measures were quantified using custom software. Testing was conducted on two occasions, 1 week apart. RESULTS With few exceptions, the assessment protocol showed moderate to high intraclass correlation coefficient (ICC) values under both ST and DT conditions for the spatio-temporal gait measures (average and COV), as well as the visuomotor tracking and cognitive game performance measures. A significant decline in gait, visuomotor, and cognitive game performance measures was observed during DT compared to ST conditions, and in the PD-3 compared to PD-2 groups. CONCLUSION The high to moderate ICC values along with the lack of systematic errors in the measures indicate that this tool has the ability to repeatedly record reliable DT interference (DTI) effects over time. The use of interactive digital media provides a flexible method to produce and evaluate DTI for a wide range of executive cognitive activities. This also proves to be a sensitive tool for tracking disease progression. CLINICAL TRIAL REGISTRATION www.ClinicalTrials.gov, identifier NCT03232996.
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Affiliation(s)
- Mayank Bhatt
- College of Rehabilitation Sciences, University of Manitoba, Winnipeg, MB, Canada
| | - Bhuvan Mahana
- College of Rehabilitation Sciences, University of Manitoba, Winnipeg, MB, Canada
| | - Ji Hyun Ko
- Department of Human Anatomy and Cell Science, University of Manitoba, Winnipeg, MB, Canada
| | - Tiffany A. Kolesar
- Department of Human Anatomy and Cell Science, University of Manitoba, Winnipeg, MB, Canada
| | - Anuprita Kanitkar
- College of Rehabilitation Sciences, University of Manitoba, Winnipeg, MB, Canada
| | - Tony Szturm
- College of Rehabilitation Sciences, University of Manitoba, Winnipeg, MB, Canada
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17
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Park KS, Hass CJ, Janelle CM. Familiarity with music influences stride amplitude and variability during rhythmically-cued walking in individuals with Parkinson's disease. Gait Posture 2021; 87:101-109. [PMID: 33895635 DOI: 10.1016/j.gaitpost.2021.04.028] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Revised: 04/14/2021] [Accepted: 04/16/2021] [Indexed: 02/02/2023]
Abstract
BACKGROUND Entrainment of walking with rhythmic auditory cues (e.g., metronome or music) induces gait improvements in people with Parkinson's disease (PD). However, evidence regarding acute impacts of music cues on parkinsonian gait is lacking. Findings in healthy adults imply that familiarity with music cues modulates stride amplitude and stride-to-stride variability; yet the role of familiarity with music on parkinsonian gait remains unknown. RESEARCH QUESTION To investigate 1) whether familiar and unfamiliar music cueing differentially influences stride and arm swing amplitude and stride-to-stride variability, 2) how stride and arm swing amplitude and stride-to-stride variability are altered by enhanced familiarity with music by repeated listening and walking during rhythmically-cued walking in persons with PD. METHODS Twenty individuals with idiopathic PD (mean age = 68.9 years, 7 females, H&Y stage 1-3) walked in time with familiar and unfamiliar music cues (Session 1). Participants then repeatedly listened and walked to the same familiar and unfamiliar music cues (Session 2). Spatiotemporal gait parameters in each 2-min trial were recorded with motion capture wearable sensors. RESULTS In Session 1, gait velocity, stride length, arm swing peak velocity and range of motion, and stride-to-stride variability increased with both music cues compared with baseline; stride length, enjoyment and beat salience were greater in familiar than unfamiliar music cues. In Session 2, repeatedly listening and walking to unfamiliar music, but not familiar music, increased gait velocity, stride length, familiarity, enjoyment, and beat salience, and reduced stride-to-stride time variability. SIGNIFICANCE Music cues in general induced acute improvements of stride and arm swing amplitude but not stride-to-stride variability, and enhanced familiarity with music improved stride amplitude and variability along with increased enjoyment and reduced cognitive demand in people with PD. Our findings aid in understanding the role of familiarity with music in alleviating gait disturbance and optimizing music-based interventions for PD.
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Affiliation(s)
- Kyoung Shin Park
- Department of Kinesiology, University of North Carolina at Greensboro, Greensboro, NC, USA.
| | - Chris J Hass
- Department of Applied Physiology and Kinesiology, University of Florida, Gainesville, FL, USA.
| | - Christopher M Janelle
- Department of Applied Physiology and Kinesiology, University of Florida, Gainesville, FL, USA.
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18
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Changes in Spatiotemporal Measures and Variability During User-Driven Treadmill, Fixed-Speed Treadmill, and Overground Walking in Young Adults: A Pilot Study. J Appl Biomech 2021; 37:277-281. [PMID: 33931571 DOI: 10.1123/jab.2020-0109] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2020] [Revised: 12/21/2020] [Accepted: 01/27/2021] [Indexed: 11/18/2022]
Abstract
Walking is an integral indicator of human health commonly investigated while walking overground and with the use of a treadmill. Unlike fixed-speed treadmills, overground walking is dependent on the preferred walking speed under the individuals' control. Thus, user-driven treadmills may have the ability to better simulate the characteristics of overground walking. This pilot study is the first investigation to compare a user-driven treadmill, a fixed-speed treadmill, and overground walking to understand differences in variability and mean spatiotemporal measures across walking environments. Participants walked fastest overground compared to both fixed and user-driven treadmill conditions. However, gait cycle speed variability in the fixed-speed treadmill condition was significantly lower than the user-driven and overground conditions, with no significant differences present between overground and user-driven treadmill walking. The lack of differences in variability between the user-driven treadmill and overground walking may indicate that the user-driven treadmill can better simulate the variability of overground walking, potentially leading to more natural adaptation and motor control patterns of walking.
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Welzel J, Wendtland D, Warmerdam E, Romijnders R, Elshehabi M, Geritz J, Berg D, Hansen C, Maetzler W. Step Length Is a Promising Progression Marker in Parkinson's Disease. SENSORS 2021; 21:s21072292. [PMID: 33805914 PMCID: PMC8037757 DOI: 10.3390/s21072292] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 03/12/2021] [Accepted: 03/18/2021] [Indexed: 12/21/2022]
Abstract
Current research on Parkinson’s disease (PD) is increasingly concerned with the identification of objective and specific markers to make reliable statements about the effect of therapy and disease progression. Parameters from inertial measurement units (IMUs) are objective and accurate, and thus an interesting option to be included in the regular assessment of these patients. In this study, 68 patients with PD (PwP) in Hoehn and Yahr (H&Y) stages 1–4 were assessed with two gait tasks—20 m straight walk and circular walk—using IMUs. In an ANCOVA model, we found a significant and large effect of the H&Y scores on step length in both tasks, and only a minor effect on step time. This study provides evidence that from the two potentially most important gait parameters currently accessible with wearable technology under supervised assessment strategies, step length changes substantially over the course of PD, while step time shows surprisingly little change in the progression of PD. These results show the importance of carefully evaluating quantitative gait parameters to make assumptions about disease progression, and the potential of the granular evaluation of symptoms such as gait deficits when monitoring chronic progressive diseases such as PD.
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Affiliation(s)
- Julius Welzel
- Department of Neurology, Kiel University, Arnold-Heller-Straße 3, 24105 Kiel, Germany; (D.W.); (E.W.); (R.R.); (M.E.); (J.G.); (D.B.); (C.H.); (W.M.)
- Correspondence:
| | - David Wendtland
- Department of Neurology, Kiel University, Arnold-Heller-Straße 3, 24105 Kiel, Germany; (D.W.); (E.W.); (R.R.); (M.E.); (J.G.); (D.B.); (C.H.); (W.M.)
| | - Elke Warmerdam
- Department of Neurology, Kiel University, Arnold-Heller-Straße 3, 24105 Kiel, Germany; (D.W.); (E.W.); (R.R.); (M.E.); (J.G.); (D.B.); (C.H.); (W.M.)
- Faculty of Engineering, Kiel University, Kaiserstraße 2, 24143 Kiel, Germany
| | - Robbin Romijnders
- Department of Neurology, Kiel University, Arnold-Heller-Straße 3, 24105 Kiel, Germany; (D.W.); (E.W.); (R.R.); (M.E.); (J.G.); (D.B.); (C.H.); (W.M.)
- Faculty of Engineering, Kiel University, Kaiserstraße 2, 24143 Kiel, Germany
| | - Morad Elshehabi
- Department of Neurology, Kiel University, Arnold-Heller-Straße 3, 24105 Kiel, Germany; (D.W.); (E.W.); (R.R.); (M.E.); (J.G.); (D.B.); (C.H.); (W.M.)
| | - Johanna Geritz
- Department of Neurology, Kiel University, Arnold-Heller-Straße 3, 24105 Kiel, Germany; (D.W.); (E.W.); (R.R.); (M.E.); (J.G.); (D.B.); (C.H.); (W.M.)
| | - Daniela Berg
- Department of Neurology, Kiel University, Arnold-Heller-Straße 3, 24105 Kiel, Germany; (D.W.); (E.W.); (R.R.); (M.E.); (J.G.); (D.B.); (C.H.); (W.M.)
| | - Clint Hansen
- Department of Neurology, Kiel University, Arnold-Heller-Straße 3, 24105 Kiel, Germany; (D.W.); (E.W.); (R.R.); (M.E.); (J.G.); (D.B.); (C.H.); (W.M.)
| | - Walter Maetzler
- Department of Neurology, Kiel University, Arnold-Heller-Straße 3, 24105 Kiel, Germany; (D.W.); (E.W.); (R.R.); (M.E.); (J.G.); (D.B.); (C.H.); (W.M.)
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Molina R, Hass CJ, Cernera S, Sowalsky K, Schmitt AC, Roper JA, Martinez-Ramirez D, Opri E, Hess CW, Eisinger RS, Foote KD, Gunduz A, Okun MS. Closed-Loop Deep Brain Stimulation to Treat Medication-Refractory Freezing of Gait in Parkinson's Disease. Front Hum Neurosci 2021; 15:633655. [PMID: 33732122 PMCID: PMC7959768 DOI: 10.3389/fnhum.2021.633655] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2020] [Accepted: 01/19/2021] [Indexed: 11/13/2022] Open
Abstract
Background: Treating medication-refractory freezing of gait (FoG) in Parkinson’s disease (PD) remains challenging despite several trials reporting improvements in motor symptoms using subthalamic nucleus or globus pallidus internus (GPi) deep brain stimulation (DBS). Pedunculopontine nucleus (PPN) region DBS has been used for medication-refractory FoG, with mixed findings. FoG, as a paroxysmal phenomenon, provides an ideal framework for the possibility of closed-loop DBS (CL-DBS). Methods: In this clinical trial (NCT02318927), five subjects with medication-refractory FoG underwent bilateral GPi DBS implantation to address levodopa-responsive PD symptoms with open-loop stimulation. Additionally, PPN DBS leads were implanted for CL-DBS to treat FoG. The primary outcome of the study was a 40% improvement in medication-refractory FoG in 60% of subjects at 6 months when “on” PPN CL-DBS. Secondary outcomes included device feasibility to gauge the recruitment potential of this four-lead DBS approach for a potentially larger clinical trial. Safety was judged based on adverse events and explantation rate. Findings: The feasibility of this approach was demonstrated as we recruited five subjects with both “on” and “off” medication freezing. The safety for this population of patients receiving four DBS leads was suboptimal and associated with a high explantation rate of 40%. The primary clinical outcome in three of the five subjects was achieved at 6 months. However, the group analysis of the primary clinical outcome did not reveal any benefit. Interpretation: This study of a human PPN CL-DBS trial in medication-refractory FoG showed feasibility in recruitment, suboptimal safety, and a heterogeneous clinical effect in FoG outcomes.
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Affiliation(s)
- Rene Molina
- Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, United States.,Norman Fixel Institute for Neurological Diseases and The Program for Movement Disorders and Neurorestoration, University of Florida, Gainesville, FL, United States
| | - Chris J Hass
- Norman Fixel Institute for Neurological Diseases and The Program for Movement Disorders and Neurorestoration, University of Florida, Gainesville, FL, United States.,Department of Applied Physiology and Kinesiology, University of Florida, Gainesville, FL, United States
| | - Stephanie Cernera
- Norman Fixel Institute for Neurological Diseases and The Program for Movement Disorders and Neurorestoration, University of Florida, Gainesville, FL, United States.,J. Crayton Pruitt Department of Biomedical Engineering, University of Florida, Gainesville, FL, United States
| | - Kristen Sowalsky
- Department of Applied Physiology and Kinesiology, University of Florida, Gainesville, FL, United States
| | - Abigail C Schmitt
- Norman Fixel Institute for Neurological Diseases and The Program for Movement Disorders and Neurorestoration, University of Florida, Gainesville, FL, United States.,Department of Applied Physiology and Kinesiology, University of Florida, Gainesville, FL, United States
| | - Jaimie A Roper
- Department of Applied Physiology and Kinesiology, University of Florida, Gainesville, FL, United States
| | | | - Enrico Opri
- Norman Fixel Institute for Neurological Diseases and The Program for Movement Disorders and Neurorestoration, University of Florida, Gainesville, FL, United States.,J. Crayton Pruitt Department of Biomedical Engineering, University of Florida, Gainesville, FL, United States
| | - Christopher W Hess
- Norman Fixel Institute for Neurological Diseases and The Program for Movement Disorders and Neurorestoration, University of Florida, Gainesville, FL, United States.,Department of Neurology, University of Florida, Gainesville, FL, United States
| | - Robert S Eisinger
- Norman Fixel Institute for Neurological Diseases and The Program for Movement Disorders and Neurorestoration, University of Florida, Gainesville, FL, United States.,Department of Neuroscience, University of Florida, Gainesville, FL, United States
| | - Kelly D Foote
- Norman Fixel Institute for Neurological Diseases and The Program for Movement Disorders and Neurorestoration, University of Florida, Gainesville, FL, United States.,Department of Neurosurgery, University of Florida, Gainesville, FL, United States
| | - Aysegul Gunduz
- Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, United States.,Norman Fixel Institute for Neurological Diseases and The Program for Movement Disorders and Neurorestoration, University of Florida, Gainesville, FL, United States.,J. Crayton Pruitt Department of Biomedical Engineering, University of Florida, Gainesville, FL, United States
| | - Michael S Okun
- Norman Fixel Institute for Neurological Diseases and The Program for Movement Disorders and Neurorestoration, University of Florida, Gainesville, FL, United States.,Department of Neurology, University of Florida, Gainesville, FL, United States.,Department of Neurosurgery, University of Florida, Gainesville, FL, United States
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21
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Estimation of stride-by-stride spatial gait parameters using inertial measurement unit attached to the shank with inverted pendulum model. Sci Rep 2021; 11:1391. [PMID: 33446858 PMCID: PMC7809129 DOI: 10.1038/s41598-021-81009-w] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2020] [Accepted: 12/30/2020] [Indexed: 11/17/2022] Open
Abstract
Inertial measurement unit (IMU)-based gait analysis systems have become popular in clinical environments because of their low cost and quantitative measurement capability. When a shank is selected as the IMU mounting position, an inverted pendulum model (IPM) can accurately estimate its spatial gait parameters. However, the stride-by-stride estimation of gait parameters using one IMU on each shank and the IPMs has not been validated. This study validated a spatial gait parameter estimation method using a shank-based IMU system. Spatial parameters were estimated via the double integration of the linear acceleration transformed by the IMU orientation information. To reduce the integral drift error, an IPM, applied with a linear error model, was introduced at the mid-stance to estimate the update velocity. the gait data of 16 healthy participants that walked normally and slowly were used. The results were validated by comparison with those extracted from an optical motion-capture system; the results showed strong correlation (\documentclass[12pt]{minimal}
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\begin{document}$$r>0.9$$\end{document}r>0.9) and good agreement with the gait metrics (stride length, stride velocity, and shank vertical displacement). In addition, the biases of the stride length and stride velocity extracted using the motion capture system were smaller in the IPM than those in the previous method using the zero-velocity-update. The error variabilities of the gait metrics were smaller in the IPM than those in the previous method. These results indicated that the reconstructed shank trajectory achieved a greater accuracy and precision than that of previous methods. This was attributed to the IPM, which demonstrates that shank-based IMU systems with IPMs can accurately reflect many spatial gait parameters including stride velocity.
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22
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Park KS, Hass CJ, Patel B, Janelle CM. Musical pleasure beneficially alters stride and arm swing amplitude during rhythmically-cued walking in people with Parkinson's disease. Hum Mov Sci 2020; 74:102718. [DOI: 10.1016/j.humov.2020.102718] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2020] [Revised: 11/09/2020] [Accepted: 11/11/2020] [Indexed: 11/16/2022]
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23
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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: 2.4] [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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24
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Stuck AK, Bachmann M, Füllemann P, Josephson KR, Stuck AE. Effect of testing procedures on gait speed measurement: A systematic review. PLoS One 2020; 15:e0234200. [PMID: 32479543 PMCID: PMC7263604 DOI: 10.1371/journal.pone.0234200] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2020] [Accepted: 05/20/2020] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Although gait speed is a widely used measure in older people, testing methods are highly variable. We conducted a systematic review to investigate the influence of testing procedures on resulting gait speed. METHODS We followed the PRISMA checklist for this systematic review. Two independent reviewers screened Pubmed and Embase for publications on pairwise comparisons of testing procedures of usual gait speed. Descriptives were abstracted from the included publications using a predefined extraction tool by two independent reviewers. We defined the cut-off for the minimal clinically imporant diffence in gait speed as 0.1 m/sec. RESULTS Of a total of 2109 records identified for screening, 29 reports on 53 pairwise comparisons were analyzed. The median (range) difference in gait speed for dynamic versus static start was 0.06 (-0.02 to 0.35) m/sec (14 reports); for longer versus shorter test distance 0.04 (-0.05 to 0.23) m/sec (14 reports); for automatic versus manual timing 0.00 (-0.05 to 0.07) m/sec (12 reports), for hard versus soft surfaces -0.11 (-0.18 to 0.08) m/sec (six reports), and electronic walkways versus usual walk test 0.04 (-0.08 to 0.14) m/sec (seven reports), respectively. No report compared the effect of finishing procedures. CONCLUSIONS The type of starting procedure, the length of the test distance, and the surface of the walkway may have a clinically relevant impact on measured gait speed. Manual timing resulted in statistically significant differences of measured gait speed as compared to automatic timing, but was below the level of clinical importance. These results emphasize that it is key to use a strictly standardized method for obtaining a reliable and valid measurement of gait speed.
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Affiliation(s)
- Anna K. Stuck
- Department of Geriatrics, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Madeleine Bachmann
- Department of Geriatrics, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Pia Füllemann
- Department of Geriatrics, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Karen R. Josephson
- Geriatric Research Education & Clinical Center, Veterans Administration Greater Los Angeles Healthcare System, Los Angeles, California, United States of America
| | - Andreas E. Stuck
- Department of Geriatrics, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
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25
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Bouça-Machado R, Pona-Ferreira F, Gonçalves N, Leitão M, Cacho R, Castro-Caldas A, Ferreira JJ, and CNS Multidisciplinary Team. Outcome Measures for Evaluating the Effect of a Multidisciplinary Intervention on Axial Symptoms of Parkinson's Disease. Front Neurol 2020; 11:328. [PMID: 32477239 PMCID: PMC7235279 DOI: 10.3389/fneur.2020.00328] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2019] [Accepted: 04/03/2020] [Indexed: 11/13/2022] Open
Abstract
Introduction: The satisfactory symptomatic control of the axial symptoms of Parkinson's disease (PD) remains challenging. As these symptoms are an important cause of disability, new therapeutic strategies should be developed and evaluated. To do this, it is necessary to select the outcomes to be measured and reported in a clinical trial. In this study, we sought to identify the most responsive outcome measures for assessing the efficacy of a multidisciplinary intervention on the axial symptoms of PD. Methods: An exploratory prospective clinical study was conducted. PD patients engaged in a pre-defined multidisciplinary intervention program for parkinsonian patients were assessed at admission and discharge by a multidisciplinary team. The responsiveness to intervention was evaluated and the smallest sample size needed to enable statistically significant results for an expected 30% change from baseline for each outcome was calculated. Results: Twenty-two patients were included in the study. The effect size detected varied between 0.04 and 0.83. The Movement Disorder Society-Unified Parkinson's Disease Rating Scale (MDS-UPDRS) total score and each subsection, the N-FOG questionnaire, the 10-m walk test, and Frenchay Dysarthria Assessment-2 Edition (FDA-2) showed a medium to large effect size. Sample size calculations for 90% power and assuming 30% change from baseline ranged from eight to 180 participants. The outcome measures that require a small number of participants to enable statistically significant results were the FDA-2 rating scale (n = 4 participants), the MDS-UPDRS total score (n = 9), the 10-m walk test (n = 9), and the MDS-UPDRS motor examination (n = 10). Conclusions: The MDS-UPDRS part III and total score and the 10-m walk test were the outcomes with the best responsiveness to a multidisciplinary intervention and required a small number of participants to enable statistically significant results. Further studies are needed to clarify the suitability of the Timed Up and Go test.
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Affiliation(s)
- Raquel Bouça-Machado
- Instituto de Medicina Molecular, Lisbon, Portugal
- CNS—Campus Neurológico Sénior, Torres Vedras, Portugal
| | | | | | | | - Ricardo Cacho
- CNS—Campus Neurológico Sénior, Torres Vedras, Portugal
| | | | - Joaquim J. Ferreira
- Instituto de Medicina Molecular, Lisbon, Portugal
- CNS—Campus Neurológico Sénior, Torres Vedras, Portugal
- Laboratory of Clinical Pharmacology and Therapeutics, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
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Kishi T, Ogata T, Ora H, Shigeyama R, Nakayama M, Seki M, Orimo S, Miyake Y. Synchronized Tactile Stimulation on Upper Limbs Using a Wearable Robot for Gait Assistance in Patients With Parkinson's Disease. Front Robot AI 2020; 7:10. [PMID: 33501179 PMCID: PMC7806086 DOI: 10.3389/frobt.2020.00010] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2019] [Accepted: 01/20/2020] [Indexed: 12/14/2022] Open
Abstract
This study aimed to investigate whether using a wearable robot applying interactive rhythmic stimulation on the upper limbs of patients with Parkinson's disease (PD) could affect their gait. The wearable robot presented tactile stimuli on the patients' upper limbs, which was mutually synchronized with the swing of their upper limbs. We conducted an evaluation experiment with PD patients (n = 30, Modified Hoehn-Yahr = 1-3, on-state) to investigate the assistance effect by the robot and the immediate after-effect of intervention. The participants were instructed to walk 30 m under four different conditions: (1) not wearing the robot before the intervention (Pre-condition), (2) wearing the robot without the rhythm assistance (RwoA condition), (3) wearing the robot with rhythm assistance (RwA condition), and (4) not wearing the robot immediately after the intervention (Post-condition). These conditions were conducted in this order over a single day. The third condition was performed three times and the others, once. The arm swing amplitude, stride length, and velocity were increased in the RwA condition compared to the RwoA condition. The coefficient of variance (CV) of the stride duration was decreased in the RwA condition compared to the RwoA condition. These results revealed that the assistance by the robot increased the gait performance of PD patients. In addition, the stride length and velocity were increased and the stride duration CV was decreased in the Post-condition compared to the Pre-condition. These results show that the effect of robot assistance on the patient's gait remained immediately after the intervention. These findings suggest that synchronized rhythmic stimulation on the upper limbs could influence the gait of PD patients and that the robot may assist with gait rehabilitation in these patients.
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Affiliation(s)
- Takayuki Kishi
- Department of Systems and Control Engineering, Tokyo Institute of Technology, Yokohama, Japan
| | - Taiki Ogata
- Department of Computer Science, Tokyo Institute of Technology, Yokohama, Japan
| | - Hiroki Ora
- Department of Computer Science, Tokyo Institute of Technology, Yokohama, Japan
| | - Ryo Shigeyama
- Department of Systems and Control Engineering, Tokyo Institute of Technology, Yokohama, Japan
| | | | | | - Satoshi Orimo
- Department of Neurology, Kanto Central Hospital, Setagaya, Japan
| | - Yoshihiro Miyake
- Department of Computer Science, Tokyo Institute of Technology, Yokohama, Japan
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Assessing the Relationship between the Enhanced Gait Variability Index and Falls in Individuals with Parkinson's Disease. PARKINSON'S DISEASE 2020; 2020:5813049. [PMID: 32089816 PMCID: PMC7029296 DOI: 10.1155/2020/5813049] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 10/03/2019] [Revised: 12/10/2019] [Accepted: 01/09/2020] [Indexed: 11/17/2022]
Abstract
Gait impairment and increased gait variability are common among individuals with Parkinson's disease (PD) and have been associated with increased risk for falls. The development of composite scores has gained interest to aggregate multiple aspects of gait into a single metric. The Enhanced Gait Variability Index (EGVI) was developed to compare an individual's gait variability to the amount of variability in a healthy population, yet the EGVI's individual parts may also provide important information that may be lost in this conversion. We sought to contrast individual gait measures as predictors of fall frequency and the EGVI as a single predictor of fall frequency in individuals with PD. 273 patients (189M, 84F; 68 ± 10 yrs) with idiopathic PD walked over an instrumented walkway and reported fall frequency over three months (never, rarely, monthly, weekly, or daily). The predictive ability of gait velocity, step length, step time, stance time, and single support time and the EGVI was assessed using regression techniques to predict fall frequency. The EGVI explained 15.1% of the variance in fall frequency (p < 0.001, r = 0.389). Although the regression using the combined spatiotemporal measures to predict fall frequency was significant (p=0.002, r = 0.264), none of the components reached significance (gait velocity: p=0.640, step length: p=0.900, step time: p=0.525, stance time: p=0.532, single support time: p=0.480). The EGVI is a better predictor of fall frequency in persons with PD than its individual spatiotemporal components. Patients who fall more frequently have more variable gait, based on the interpretation of the EGVI. While the EGVI provides an objective measure of gait variability with some ability to predict fall frequency, full clinical interpretations and applications are currently unknown.
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A turn for the worse: Turning performance in Parkinson's disease and Essential tremor. Clin Biomech (Bristol, Avon) 2019; 70:245-248. [PMID: 31669958 DOI: 10.1016/j.clinbiomech.2019.09.008] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/28/2019] [Revised: 07/24/2019] [Accepted: 09/22/2019] [Indexed: 02/07/2023]
Abstract
BACKGROUND Turning is an activity of daily living known to elicit falls in older adults and particularly in persons with movement disorders. Specifically, those with Parkinson's disease have marked impairments in forward walking and turning. Although recent work has identified gait impairment in those with Essential tremor, turning has not been extensively evaluated. As the cerebellum is key in the pathophysiology of Essential tremor, complex tasks like turning, may be impaired for this population. The purpose of this study was to investigate turning behavior and falls in those with Essential tremor and Parkinson's disease. METHODS 15 persons with Essential tremor and 15 persons with Parkinson's disease performed forward walking and turns on an instrumented walkway. t-tests compared groups and a regression was performed to predict fall frequency. FINDINGS During turning, those with Essential tremor had lower cadence (p = .042) and took more time (p = .05). No other variables, including forward walking variables, differed between groups. When pooling groups, the significant fall frequency predictor model (p = .003) included decreased forward cadence, increased turning cadence, and female sex. Overall, the model explained 40.7% of the variance. INTERPRETATION While forward gait performance was similar between groups, those with Essential tremor had increased turn time, a measure often associated with turning impairment. Together, these results suggest overall gait impairment in Essential tremor is more prevalent than recognized. Walking performance, both turning and forward, and sex were predictive of fall frequency. Therapeutic interventions in these populations should include both forward walking and turns to mitigate fall risk.
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Ogawa EF, Shi L, Bean JF, Hausdorff JM, Dong Z, Manor B, McLean RR, Leveille SG. Chronic Pain Characteristics and Gait in Older Adults: The MOBILIZE Boston Study II. Arch Phys Med Rehabil 2019; 101:418-425. [PMID: 31634443 DOI: 10.1016/j.apmr.2019.09.010] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2019] [Revised: 09/13/2019] [Accepted: 09/16/2019] [Indexed: 11/19/2022]
Abstract
OBJECTIVE To investigate a proposed cognitively-mediated pathway whereby pain contributes to gait impairments by acting as a distractor in community-living older adults. DESIGN A cross-sectional study of a population-based cohort of older adults. SETTING Urban and suburban communities in a large metropolitan area. PARTICIPANTS Community-living participants (N=302) 70 years and older recruited from a previous population-based cohort. INTERVENTIONS Not applicable. MAIN OUTCOME MEASURES Gait parameters including gait speed, stride length, double support and swing characteristics, and variability were assessed under single- and dual-task conditions involving cognitive challenges (eg, counting backward). A joint pain questionnaire assessed pain distribution in the back and major joints. We examined pain-gait relationships using multivariable linear regression and bootstrapping mediation procedures. RESULTS Forty-three percent of participants had pain in 2 or more musculoskeletal sites. Pain distribution was related to slower gait speed and other gait characteristics for all gait conditions. Associations persisted after adjustment for age, sex, education, body mass index, medication, and vision. Decrements in gait measures related to pain were comparable with decrements in gait related to dual-task conditions. There were no differences in dual-task cost among the pain distribution groups. Adjusted for confounders, pain-gait relationships appear mediated by selective attention. CONCLUSIONS These findings suggest that chronic pain contributes to decrements in gait, including slower gait speed, and that it operates through a cognitively-mediated pathway. Further research is needed to understand the mechanisms via pain alters mobility and to develop interventions to improve mobility among older adults with chronic pain.
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Affiliation(s)
- Elisa F Ogawa
- New England GRECC, VA Boston Healthcare System, Boston, Massachusetts
| | - Ling Shi
- College of Nursing and Health Sciences, University of Massachusetts Boston, Boston, Massachusetts
| | - Jonathan F Bean
- New England GRECC, VA Boston Healthcare System, Boston, Massachusetts; Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, Massachusetts; Spaulding Rehabilitation Hospital, Boston, Massachusetts
| | - Jeffrey M Hausdorff
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel; Department of Physical Therapy, Sackler Faculty of Medicine, and Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel; Rush Alzheimer's Disease Center and Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, Illinois
| | - Zhiyong Dong
- College of Nursing and Health Sciences, University of Massachusetts Boston, Boston, Massachusetts
| | - Brad Manor
- Institute for Aging Research, Hebrew SeniorLife, Boston, Massachusetts; Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Robert R McLean
- Institute for Aging Research, Hebrew SeniorLife, Boston, Massachusetts; Department of Medicine, Harvard Medical School, Boston, Massachusetts; Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts
| | - Suzanne G Leveille
- College of Nursing and Health Sciences, University of Massachusetts Boston, Boston, Massachusetts; Department of Medicine, Harvard Medical School, Boston, Massachusetts; Division of General Medicine and Primary Care, Beth Israel Deaconess Medical Center, Boston, Massachusetts.
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30
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Wellons RD, Duhe S, MacDowell S, Diaz G, Poche C, Johnson M, Steen B. Validation of the StepWatch activity monitor in individuals with vestibular disorders. Physiother Theory Pract 2019; 37:1060-1066. [PMID: 31599185 DOI: 10.1080/09593985.2019.1675208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
Purpose: The purpose of this study is to investigate the accuracy of the StepWatch Activity Monitor (SAM in measuring step count for individuals with vestibular disorders.Materials and Methods: Subjects were individuals with a vestibular disorder. The StepWatch Activity Monitor (SAM) was programed, placed on the patient's right ankle, and calibrated. Subjects completed a 2 Minute Walk Test (2 MWT) wearing the SAM. All steps were counted live and by video using a tally counter (TC).Results: Twenty-Six (N = 26) subjects, 9 males and 17 females, with an average age of 61.5 ± 12.4 years (36-80) completed the study. The average number of steps counted by the TC during the 2 MWT was 219.1 ± 25.9 (168-251) compared to 217.4 ± 27.3 (153-252) counted by SAM, an average difference of 1.6 ± 4.6 steps. Regression analysis demonstrated that the mean difference in step count was not significantly different from 0 (t = -1.588, sig. = 0.125). A Bland-Altman plot was created using the 95% upper and lower confidence interval (-0.29-3.44).Conclusion: The results indicate that the SAM accurately measures step count in individuals with vestibular disorders. Researchers and vestibular therapists can use the SAM to collect step count data in individuals with vestibular disorders.
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Affiliation(s)
- Rachel D Wellons
- School of Allied Health, Department of Physical Therapy, Louisiana State University Health Sciences Center New Orleans, New Orleans, LA, USA
| | - Sydney Duhe
- Hearing and Balance Center, Our Lady of the Lake Regional Medical Center, Baton Rouge, LA, USA
| | - Sara MacDowell
- Hearing and Balance Center, Our Lady of the Lake Regional Medical Center, Baton Rouge, LA, USA
| | - Gabrielle Diaz
- School of Allied Health, Department of Physical Therapy, Louisiana State University Health Sciences Center New Orleans, New Orleans, LA, USA
| | - Crystal Poche
- School of Allied Health, Department of Physical Therapy, Louisiana State University Health Sciences Center New Orleans, New Orleans, LA, USA
| | - Mark Johnson
- School of Allied Health, Department of Physical Therapy, Louisiana State University Health Sciences Center New Orleans, New Orleans, LA, USA
| | - Byron Steen
- School of Allied Health, Department of Physical Therapy, Louisiana State University Health Sciences Center New Orleans, New Orleans, LA, USA
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Schmitt AC, Daniels JN, Baudendistel ST, Okun MS, Hass CJ. The Primary Gait Screen in Parkinson's disease: Comparison to standardized measures. Gait Posture 2019; 73:71-73. [PMID: 31301561 DOI: 10.1016/j.gaitpost.2019.07.132] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/11/2019] [Revised: 04/30/2019] [Accepted: 07/04/2019] [Indexed: 02/02/2023]
Abstract
BACKGROUND Persons with Parkinson's disease exhibit gait deficits during comfortable-pace overground walking and data from pressure sensitive mats have been used to quantify gait performance. The Primary Gait Screen is a new assessment which includes gait initiation, overground walking, turning, and gait termination. Although overground assessments are useful, the Primary Gait Screen offers a more complex evaluation than traditional gait assessments. RESEARCH QUESTION Is the overground walking portion of the Primary Gait Screen comparable to traditional gait assessments? METHODS Persons with Parkinson's disease (N = 175; 47 F, 128 M; 67 ± 9 yrs) prospectively completed 4 passes at a self-selected speed and two trials of the Primary Gait Screen on an 8 m long pressure-sensing mat. Spatiotemporal gait variables were computed and a repeated-measures MANOVA with a Bonferroni correction compared the spatiotemporal variables from the Primary Gait Screen to the self-selected trials: gait velocity, cadence, step length, step time, and stride length. RESULTS The analyses failed to detect differences between the Primary Gait Screen and self-selected trials for gait velocity, step length, or stride length (p > .01). Post-hoc tests revealed decreased cadence and increased step time were the only differences between the Primary Gait Screen trials and the self-selected trial (p < .001). SIGNIFICANCE Differences seen in cadence and step time during the Primary Gait Screen may be attributed to patients' strategy, but are likely not clinically meaningful. The Primary Gait Screen appears to be a comparable assessment of overground walking in persons with Parkinson's disease, and may be a useful and accurate clinical assessment of walking.
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Affiliation(s)
- Abigail C Schmitt
- Applied Neuromechanics Laboratory, Department of Applied Physiology and Kinesiology, University of Florida, 1864 Stadium Road, Gainesville, FL 32611, USA; Fixel Institute for Neurological Diseases, Movement Disorders and Neurorestoration Program, UF Health, University of Florida, 3450 Hull Road, Gainesville, FL 32607, USA.
| | - Justin N Daniels
- Applied Neuromechanics Laboratory, Department of Applied Physiology and Kinesiology, University of Florida, 1864 Stadium Road, Gainesville, FL 32611, USA
| | - Sidney T Baudendistel
- Applied Neuromechanics Laboratory, Department of Applied Physiology and Kinesiology, University of Florida, 1864 Stadium Road, Gainesville, FL 32611, USA; Fixel Institute for Neurological Diseases, Movement Disorders and Neurorestoration Program, UF Health, University of Florida, 3450 Hull Road, Gainesville, FL 32607, USA
| | - Michael S Okun
- Fixel Institute for Neurological Diseases, Movement Disorders and Neurorestoration Program, UF Health, University of Florida, 3450 Hull Road, Gainesville, FL 32607, USA
| | - Chris J Hass
- Applied Neuromechanics Laboratory, Department of Applied Physiology and Kinesiology, University of Florida, 1864 Stadium Road, Gainesville, FL 32611, USA; Fixel Institute for Neurological Diseases, Movement Disorders and Neurorestoration Program, UF Health, University of Florida, 3450 Hull Road, Gainesville, FL 32607, USA
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Fundarò C, Maestri R, Ferriero G, Chimento P, Taveggia G, Casale R. Self-selected speed gait training in Parkinson's disease: robot-assisted gait training with virtual reality versus gait training on the ground. Eur J Phys Rehabil Med 2019; 55:456-462. [DOI: 10.23736/s1973-9087.18.05368-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Vallabhajosula S, Humphrey SK, Cook AJ, Freund JE. Concurrent Validity of the Zeno Walkway for Measuring Spatiotemporal Gait Parameters in Older Adults. J Geriatr Phys Ther 2019; 42:E42-E50. [DOI: 10.1519/jpt.0000000000000168] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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34
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Roper JA, Terza MJ, De Jesus S, Jacobson CE, Hess CW, Hass CJ. Spatiotemporal gait parameters and tremor distribution in essential tremor. Gait Posture 2019; 71:32-37. [PMID: 31004995 DOI: 10.1016/j.gaitpost.2019.04.004] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Revised: 03/26/2019] [Accepted: 04/07/2019] [Indexed: 02/02/2023]
Abstract
BACKGROUND Essential Tremor is characterized by an action tremor of the upper extremities, which may or may not be accompanied by a head, voice, leg or trunk tremor. Problems with gait and balance have also been identified in persons with Essential Tremor. Therefore, understanding gait performance is an important area of focus for clinicians and researchers. RESEARCH QUESTION We sought to 1) conduct a factor analysis on a broad spectrum of spatiotemporal gait parameters 2) build upon the normative database of gait measures in persons with Essential Tremor 3) understand the influence of age on gait speed in persons with Essential Tremor and 4) identify the relationships between gait performance and clinical measures of disease severity. METHODS Gait data and Tremor Rating Scale scores were retrospectively collected from one hundred and forty-two ambulatory participants with a diagnosis of Essential Tremor. A factor analysis was used to characterize spatiotemporal gait parameters and regression models were applied to associate tremor scores to gait performance factors. RESULTS Three domains of gait performance factors were identified in persons with Essential Tremor. Specifically, we observed a pace, rhythm, and stability factor. In sum, these factors accounted for 91.9% of the variance in gait performance. Only the pace and stability factors were associated with disease severity, suggesting these factors are most sensitive to disease severity compared to the rhythm factor. Our linear regression analysis revealed a significant influence of age on gait speed. Gait speed decreased with age significantly by 0.64 cm/s/year. SIGNIFICANCE Reference values for 12 gait parameters will be highly useful for assessing gait performance in individuals with Essential Tremor. Our observations suggest that a clinical assessment of gait and balance would be an important measure to consider in routine clinical practice when treating persons with Essential Tremor.
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Affiliation(s)
| | | | - Sol De Jesus
- Pennsylvania State University-Milton S. Hershey Medical Center, Hershey, PA, United States
| | | | | | - Chris J Hass
- University of Florida, Gainesville, FL, United States
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Steib S, Klamroth S, Gaßner H, Pasluosta C, Eskofier B, Winkler J, Klucken J, Pfeifer K. Exploring gait adaptations to perturbed and conventional treadmill training in Parkinson’s disease: Time-course, sustainability, and transfer. Hum Mov Sci 2019; 64:123-132. [DOI: 10.1016/j.humov.2019.01.007] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2018] [Revised: 12/21/2018] [Accepted: 01/14/2019] [Indexed: 10/27/2022]
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Raffegeau TE, Krehbiel LM, Kang N, Thijs FJ, Altmann LJP, Cauraugh JH, Hass CJ. A meta-analysis: Parkinson's disease and dual-task walking. Parkinsonism Relat Disord 2018; 62:28-35. [PMID: 30594454 DOI: 10.1016/j.parkreldis.2018.12.012] [Citation(s) in RCA: 97] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2018] [Revised: 10/24/2018] [Accepted: 12/11/2018] [Indexed: 01/14/2023]
Abstract
A growing body of literature has reported the effects of dual tasks on gait performance in people with Parkinson's disease (PD). The purpose of this meta-analysis was to synthesize the existing literature and quantify the overall influence of dual tasks on gait performance in PD. A thorough literature search was conducted, and 19 studies met the stringent inclusion criteria. Two moderator variable analyses examined the dual-task effect by: (a) mean single-task gait speed for each study (≥1.1 m/s or < 1.1 m/s), and (b) the type of dual task (arithmetic, language, memory, and motor). Three main findings were revealed by a random effects model analysis. First, a strong negative effect of dual tasks on walking performance (SMD = -0.68) confirmed that gait performance is adversely affected by dual tasks in people with PD. Second, the significant negative effect of dual tasks is present regardless of the mean level of single-task gait speed in a study. Third, dual-task walking speed deteriorates regardless of the type of dual task. Together, these results confirm that dual tasks severely affect walking performances in people with PD.
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Affiliation(s)
- Tiphanie E Raffegeau
- Applied Physiology and Kinesiology Department, University of Florida, Gainesville, FL, USA
| | - Lisa M Krehbiel
- Applied Physiology and Kinesiology Department, University of Florida, Gainesville, FL, USA
| | - Nyeonju Kang
- Applied Physiology and Kinesiology Department, University of Florida, Gainesville, FL, USA; Division of Sport Science & Sport Science Institute, Incheon National University, Seoul, South Korea
| | - Frency J Thijs
- Applied Physiology and Kinesiology Department, University of Florida, Gainesville, FL, USA
| | - Lori J P Altmann
- Department of Speech, Language, and Hearing Sciences, University of Florida, Gainesville, FL, USA
| | - James H Cauraugh
- Applied Physiology and Kinesiology Department, University of Florida, Gainesville, FL, USA
| | - Chris J Hass
- Applied Physiology and Kinesiology Department, University of Florida, Gainesville, FL, USA.
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Turcato AM, Godi M, Giardini M, Arcolin I, Nardone A, Giordano A, Schieppati M. Abnormal gait pattern emerges during curved trajectories in high-functioning Parkinsonian patients walking in line at normal speed. PLoS One 2018; 13:e0197264. [PMID: 29750815 PMCID: PMC5947908 DOI: 10.1371/journal.pone.0197264] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2017] [Accepted: 04/30/2018] [Indexed: 12/22/2022] Open
Abstract
Background Several patients with Parkinson´s disease (PD) can walk normally along straight trajectories, and impairment in their stride length and cadence may not be easily discernible. Do obvious abnormalities occur in these high-functioning patients when more challenging trajectories are travelled, such as circular paths, which normally implicate a graded modulation in the duration of the interlimb gait cycle phases? Methods We compared a cohort of well-treated mildly to moderately affected PD patients to a group of age-matched healthy subjects (HS), by deliberately including HS spontaneously walking at the same speed of the patients with PD. All participants performed, in random order: linear and circular walking (clockwise and counter-clockwise) at self-selected speed. By means of pressure-sensitive insoles, we recorded walking speed, cadence, duration of single support, double support, swing phase, and stride time. Stride length-cadence relationships were built for linear and curved walking. Stride-to-stride variability of temporal gait parameters was also estimated. Results Walking speed, cadence or stride length were not different between PD and HS during linear walking. Speed, cadence and stride length diminished during curved walking in both groups, stride length more in PD than HS. In PD compared to HS, the stride length-cadence relationship was altered during curved walking. Duration of the double-support phase was also increased during curved walking, as was variability of the single support, swing phase and double support phase. Conclusion The spatio-temporal gait pattern and variability are significantly modified in well-treated, high-functioning patients with PD walking along circular trajectories, even when they exhibit no changes in speed in straight-line walking. The increased variability of the gait phases during curved walking is an identifying characteristic of PD. We discuss our findings in term of interplay between control of balance and of locomotor progression: the former is challenged by curved trajectories even in high-functioning patients, while the latter may not be critically affected.
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Affiliation(s)
- Anna Maria Turcato
- Division of Physical Medicine and Rehabilitation, ICS Maugeri SPA SB, Institute of Veruno, IRCCS, Veruno, Novara, Italy
| | - Marco Godi
- Division of Physical Medicine and Rehabilitation, ICS Maugeri SPA SB, Institute of Veruno, IRCCS, Veruno, Novara, Italy
- * E-mail:
| | - Marica Giardini
- Division of Physical Medicine and Rehabilitation, ICS Maugeri SPA SB, Institute of Veruno, IRCCS, Veruno, Novara, Italy
| | - Ilaria Arcolin
- Division of Physical Medicine and Rehabilitation, ICS Maugeri SPA SB, Institute of Veruno, IRCCS, Veruno, Novara, Italy
| | - Antonio Nardone
- Centro Studi Attività Motorie, ICS Maugeri SPA SB, Institute of Pavia, IRCCS, Pavia, Italy
- Neurorehabilitation and Spinal Units, ICS Maugeri SPA SB, Institute of Pavia, IRCCS, Pavia, Italy
- Department of Clinical-Surgical, Diagnostic and Pediatric Sciences, University of Pavia, Pavia, Italy
| | - Andrea Giordano
- Unit of Bioengineering, ICS Maugeri SPA SB, Institute of Veruno, IRCCS, Veruno, Novara, Italy
| | - Marco Schieppati
- Department of Exercise & Sports Science, International University of Health, Exercise and Sports, LUNEX University, Differdange, Luxembourg
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Bertoli M, Cereatti A, Trojaniello D, Avanzino L, Pelosin E, Del Din S, Rochester L, Ginis P, Bekkers EMJ, Mirelman A, Hausdorff JM, Della Croce U. Estimation of spatio-temporal parameters of gait from magneto-inertial measurement units: multicenter validation among Parkinson, mildly cognitively impaired and healthy older adults. Biomed Eng Online 2018; 17:58. [PMID: 29739456 PMCID: PMC5941594 DOI: 10.1186/s12938-018-0488-2] [Citation(s) in RCA: 45] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2017] [Accepted: 04/23/2018] [Indexed: 11/11/2022] Open
Abstract
Background The use of miniaturized magneto-inertial measurement units (MIMUs) allows for an objective evaluation of gait and a quantitative assessment of clinical outcomes. Spatial and temporal parameters are generally recognized as key metrics for characterizing gait. Although several methods for their estimate have been proposed, a thorough error analysis across different pathologies, multiple clinical centers and on large sample size is still missing. The aim of this study was to apply a previously presented method for the estimate of spatio-temporal parameters, named Trusted Events and Acceleration Direct and Reverse Integration along the direction of Progression (TEADRIP), on a large cohort (236 patients) including Parkinson, mildly cognitively impaired and healthy older adults collected in four clinical centers. Data were collected during straight-line gait, at normal and fast walking speed, by attaching two MIMUs just above the ankles. The parameters stride, step, stance and swing durations, as well as stride length and gait velocity, were estimated for each gait cycle. The TEADRIP performance was validated against data from an instrumented mat. Results Limits of agreements computed between the TEADRIP estimates and the reference values from the instrumented mat were − 27 to 27 ms for Stride Time, − 68 to 44 ms for Stance Time, − 31 to 31 ms for Step Time and − 67 to 52 mm for Stride Length. For each clinical center, the mean absolute errors averaged across subjects for the estimation of temporal parameters ranged between 1 and 4%, being on average less than 3% (< 30 ms). Stride length mean absolute errors were on average 2% (≈ 25 mm). Error comparisons across centers did not show any significant difference. Significant error differences were found exclusively for stride and step durations between healthy elderly and Parkinsonian subjects, and for the stride length between walking speeds. Conclusions The TEADRIP method was effectively validated on a large number of healthy and pathological subjects recorded in four different clinical centers. Results showed that the spatio-temporal parameters estimation errors were consistent with those previously found on smaller population samples in a single center. The combination of robustness and range of applicability suggests the use of the TEADRIP as a suitable MIMU-based method for gait spatio-temporal parameter estimate in the routine clinical use. The present paper was awarded the “SIAMOC Best Methodological Paper 2017”.
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Affiliation(s)
- Matilde Bertoli
- Department of Biomedical Sciences, University of Sassari, Sassari, Italy.,Interuniversity Centre of Bioengineering of the Human Neuromusculoskeletal System, Sassari, Italy
| | - Andrea Cereatti
- Department of Biomedical Sciences, University of Sassari, Sassari, Italy.,Interuniversity Centre of Bioengineering of the Human Neuromusculoskeletal System, Sassari, Italy.,Department of Electronics and Telecommunications, Politecnico di Torino, Turin, Italy
| | | | - Laura Avanzino
- Department of Experimental Medicine, Section of Human Physiology and Centro Polifunzionale di Scienze Motorie, University of Genoa, Genoa, Italy
| | - Elisa Pelosin
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics and Maternal Child Health, University of Genoa, Genoa, Italy
| | - Silvia Del Din
- Institute of Neuroscience/Newcastle University Institute for Ageing, Clinical Ageing Research Unit, Campus for Ageing and Vitality, Newcastle University, Newcastle, UK
| | - Lynn Rochester
- Institute of Neuroscience/Newcastle University Institute for Ageing, Clinical Ageing Research Unit, Campus for Ageing and Vitality, Newcastle University, Newcastle, UK.,Newcastle Upon Tyne Hospitals NHS Foundation Trust, Newcastle, UK
| | - Pieter Ginis
- Department of Rehabilitation Sciences, Neuromotor Rehabilitation Research Group, KU Leuven, Louvain, Belgium
| | - Esther M J Bekkers
- Department of Rehabilitation Sciences, Neuromotor Rehabilitation Research Group, KU Leuven, Louvain, Belgium.,Department of Neurology, Donders Institute for Brain, Cognition and Behaviour, Parkinson Centre Nijmegen, Radboud University Medical Centre, Nijmegen, The Netherlands
| | - Anat Mirelman
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel.,Sagol School of Neuroscience and Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Jeffrey M Hausdorff
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel.,Sagol School of Neuroscience and Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel.,Rush Alzheimer's Disease Center and Department of Orthopaedic Surgery, Rush University Medical Center, Tel Aviv, Israel
| | - Ugo Della Croce
- Department of Biomedical Sciences, University of Sassari, Sassari, Italy. .,Interuniversity Centre of Bioengineering of the Human Neuromusculoskeletal System, Sassari, Italy.
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Niu HX, Wang RH, Xu HL, Song B, Yang J, Shi CH, Li YS, Zhang BQ, Wang SP, Yong Q, Wang YY, Xu YM. Nine-hole Peg Test and Ten-meter Walk Test for Evaluating Functional Loss in Chinese Charcot-Marie-Tooth Disease. Chin Med J (Engl) 2018; 130:1773-1778. [PMID: 28748848 PMCID: PMC5547827 DOI: 10.4103/0366-6999.211550] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Background: The 9-hole peg test (9-HPT) and 10-meter walk test (10-MWT) are commonly used to test finger motor function and walking ability. The aim of this present study was to investigate the efficacy of these tests for evaluating functional loss in Chinese Charcot-Marie-Tooth (CMT) disease. Methods: Thirty-four Chinese CMT patients (CMT group) from August 2015 to December 2016 were evaluated with 9-HPT, 10-MWT, CMT disease examination score, overall neuropathy limitation scale (ONLS), functional disability score, and Berg Balance Scale (BBS). Thirty-five age- and gender-matched healthy controls (control group) were also included in the study. Student's nonpaired or paired t-test were performed to compare data between two independent or related groups, respectively. The Pearson test was used to examine the correlations between recorded parameters. Results: The mean 9-HPT completion time in the dominant hand of CMT patients was significantly slower than that in the healthy controls (29.60 ± 11.89 s vs. 19.58 ± 3.45 s; t = −4.728, P < 0.001). Women with CMT completed the 9-HPT significantly faster than men with CMT (dominant hand: 24.74 ± 7.93 s vs. 33.01 ± 13.14 s, t = 2.097, P = 0.044). The gait speed of the average self-selected velocity and the average fast-velocity assessed using 10-MWT for CMT patients were significantly slower than those in the control group (1.03 ± 0.18 m/s vs. 1.44 ± 0.17 m/s, t = 9.333, P < 0.001; 1.31 ± 0.30 m/s vs. 1.91 ± 0.25 m/s, t = 8.853, P < 0.001, respectively). There was no difference in gait speed between men and women. Both 9-HPT and 10-MWT were significantly correlated with the ONLS, functional disability score, and BBS (P < 0.05 for all). Conclusion: The 9-HPT and 10-MWT might be useful for functional assessment in Chinese patients with CMT.
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Affiliation(s)
- Hui-Xia Niu
- Department of Neurology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan 450052, China
| | - Rui-Hao Wang
- Department of Neurology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan 450052, China
| | - Hong-Liang Xu
- Department of Neurology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan 450052, China
| | - Bo Song
- Department of Neurology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan 450052, China
| | - Jing Yang
- Department of Neurology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan 450052, China
| | - Chang-He Shi
- Department of Neurology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan 450052, China
| | - Yu-Sheng Li
- Department of Neurology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan 450052, China
| | - Bing-Qian Zhang
- Department of Neurology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan 450052, China
| | - Shao-Ping Wang
- Department of Neurology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan 450052, China
| | - Quan Yong
- Department of Neurology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan 450052, China
| | - Yuan-Yuan Wang
- Department of Neurology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan 450052, China
| | - Yu-Ming Xu
- Department of Neurology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan 450052, China
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Alcock L, Galna B, Perkins R, Lord S, Rochester L. Step length determines minimum toe clearance in older adults and people with Parkinson's disease. J Biomech 2018; 71:30-36. [PMID: 29429622 PMCID: PMC5887869 DOI: 10.1016/j.jbiomech.2017.12.002] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2017] [Revised: 12/04/2017] [Accepted: 12/04/2017] [Indexed: 11/29/2022]
Abstract
Reduced foot clearance when walking may increase the risk of trips and falls in people with Parkinson's disease (PD). Changes in foot clearance in people with PD are likely to be associated with temporal-spatial characteristics of gait such as walking slowly which evokes alterations in the temporal-spatial control of stepping patterns. Enhancing our understanding of the temporal-spatial determinants of foot clearance may inform the design of falls prevention therapies. Thirty-six people with PD and 38 age-matched controls completed four intermittent walks under two conditions: self-selected and fast gait velocity. Temporal-spatial characteristics of gait and foot (heel and toe) clearance outcomes were obtained using an instrumented walkway and 3D motion capture, respectively. A general linear model was used to quantify the effect of PD and gait velocity on gait and foot clearance. Regression evaluated the temporal and spatial gait predictors of minimum toe clearance (MTC). PD walked slower regardless of condition (p = .016) and tended to increase their step length to achieve a faster gait velocity. Step length and the walk ratio consistently explained the greatest proportion of variance in MTC (>28% and >33%, respectively) regardless of group or walking condition (p < .001). Our results suggest step length is the primary determinant of MTC regardless of pathology. Interventions that focus on increasing step length may help to reduce the risk of trips and falls during gait, however, clinical trials are required for robust evaluation.
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Affiliation(s)
- Lisa Alcock
- Institute of Neuroscience, Newcastle University, Newcastle upon Tyne, United Kingdom; Newcastle University Institute for Ageing, Newcastle University, Newcastle upon Tyne, United Kingdom.
| | - Brook Galna
- Institute of Neuroscience, Newcastle University, Newcastle upon Tyne, United Kingdom; Newcastle University Institute for Ageing, Newcastle University, Newcastle upon Tyne, United Kingdom; School of Biomedical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Ruth Perkins
- School of Biomedical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Sue Lord
- Institute of Neuroscience, Newcastle University, Newcastle upon Tyne, United Kingdom; Newcastle University Institute for Ageing, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Lynn Rochester
- Institute of Neuroscience, Newcastle University, Newcastle upon Tyne, United Kingdom; Newcastle University Institute for Ageing, Newcastle University, Newcastle upon Tyne, United Kingdom; The Newcastle upon Tyne NHS Foundation Trust, Newcastle upon Tyne, United Kingdom
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Nonnekes J, Goselink RJM, Růžička E, Fasano A, Nutt JG, Bloem BR. Neurological disorders of gait, balance and posture: a sign-based approach. Nat Rev Neurol 2018; 14:183-189. [DOI: 10.1038/nrneurol.2017.178] [Citation(s) in RCA: 58] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Effects of Transcranial Direct Current Stimulation Plus Physical Therapy on Gait in Patients With Parkinson Disease. Am J Phys Med Rehabil 2018. [DOI: 10.1097/phm.0000000000000783] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Dopaminergic polymorphisms associated with medication responsiveness of gait in Parkinson's disease. Parkinsonism Relat Disord 2017; 48:54-60. [PMID: 29249680 DOI: 10.1016/j.parkreldis.2017.12.010] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/14/2017] [Revised: 12/03/2017] [Accepted: 12/11/2017] [Indexed: 11/22/2022]
Abstract
BACKGROUND Gait dysfunction is a common symptom of Parkinson's disease that can cause significant disability and put patients at risk for falls. These symptoms show variable responsiveness to dopaminergic therapy. OBJECTIVE To determine whether dopaminergic (rs1076560 DRD2 G > T and rs4680 catechole-o-methyltranspherase (COMT) Val158Met) or brain derived neurotrophic factor (rs6265 BDNF Val66Met) genetic polymorphisms are associated with gait function and medication responsiveness in Parkinson's disease. METHOD Gait function was evaluated on two days for patients (ON and OFF medication in a counterbalanced fashion) and a single session for controls. Investigators were blinded to genotype during data collection. Associations between genotype and medication responsiveness were analyzed using mixed model ANOVAs. A priori hypotheses were tested using GAITRite® electronic mat spatiotemporal gait parameters including step length, step width, velocity, portion of double and single support per gait cycle, and variability of these measures ON and OFF medication. RESULTS We found that the DRD2 polymorphism, but neither COMT nor BDNF, was consistently associated with gait function and medication responsiveness in the patients. Specifically, Parkinson's disease patients with reduced striatal D2 expression (DRD2 T allele carriers) had worse gait dysfunction and showed greater dopamine responsiveness of gait function compared to patients who were homozygous for the G allele. There was no effect of any of the genetic polymorphisms on gait for controls. CONCLUSIONS AND RELEVANCE The findings suggest that genetic subgrouping, in particular for DRD2, may be used to identify Parkinson's disease patient subgroups that are more dopamine responsive for gait function.
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Biomechanical Analysis of Dance for Parkinson’s Disease: A Paradoxical Case Study of Balance and Gait Effects? Explore (NY) 2017; 13:409-413. [DOI: 10.1016/j.explore.2017.03.009] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2017] [Accepted: 03/13/2017] [Indexed: 11/24/2022]
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Schlachetzki JCM, Barth J, Marxreiter F, Gossler J, Kohl Z, Reinfelder S, Gassner H, Aminian K, Eskofier BM, Winkler J, Klucken J. Wearable sensors objectively measure gait parameters in Parkinson's disease. PLoS One 2017; 12:e0183989. [PMID: 29020012 PMCID: PMC5636070 DOI: 10.1371/journal.pone.0183989] [Citation(s) in RCA: 196] [Impact Index Per Article: 24.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2017] [Accepted: 08/15/2017] [Indexed: 11/18/2022] Open
Abstract
Distinct gait characteristics like short steps and shuffling gait are prototypical signs commonly observed in Parkinson's disease. Routinely assessed by observation through clinicians, gait is rated as part of categorical clinical scores. There is an increasing need to provide quantitative measurements of gait, e.g. to provide detailed information about disease progression. Recently, we developed a wearable sensor-based gait analysis system as diagnostic tool that objectively assesses gait parameter in Parkinson's disease without the need of having a specialized gait laboratory. This system consists of inertial sensor units attached laterally to both shoes. The computed target of measures are spatiotemporal gait parameters including stride length and time, stance phase time, heel-strike and toe-off angle, toe clearance, and inter-stride variation from gait sequences. To translate this prototype into medical care, we conducted a cross-sectional study including 190 Parkinson's disease patients and 101 age-matched controls and measured gait characteristics during a 4x10 meter walk at the subjects' preferred speed. To determine intraindividual changes in gait, we monitored the gait characteristics of 63 patients longitudinally. Cross-sectional analysis revealed distinct spatiotemporal gait parameter differences reflecting typical Parkinson's disease gait characteristics including short steps, shuffling gait, and postural instability specific for different disease stages and levels of motor impairment. The longitudinal analysis revealed that gait parameters were sensitive to changes by mirroring the progressive nature of Parkinson's disease and corresponded to physician ratings. Taken together, we successfully show that wearable sensor-based gait analysis reaches clinical applicability providing a high biomechanical resolution for gait impairment in Parkinson's disease. These data demonstrate the feasibility and applicability of objective wearable sensor-based gait measurement in Parkinson's disease reaching high technological readiness levels for both, large scale clinical studies and individual patient care.
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Affiliation(s)
- Johannes C. M. Schlachetzki
- Department of Molecular Neurology, University Hospital Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg (FAU), Erlangen, Germany
| | - Jens Barth
- Department of Molecular Neurology, University Hospital Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg (FAU), Erlangen, Germany
- Digital Sports Group, Pattern Recognition Lab, Department of Computer Science, FAU Erlangen-Nürnberg, Erlangen, Germany
- ASTRUM IT GmbH, Am Wolfsmantel 2, Erlangen, Germany
| | - Franz Marxreiter
- Department of Molecular Neurology, University Hospital Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg (FAU), Erlangen, Germany
| | - Julia Gossler
- Department of Molecular Neurology, University Hospital Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg (FAU), Erlangen, Germany
| | - Zacharias Kohl
- Department of Molecular Neurology, University Hospital Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg (FAU), Erlangen, Germany
| | - Samuel Reinfelder
- Digital Sports Group, Pattern Recognition Lab, Department of Computer Science, FAU Erlangen-Nürnberg, Erlangen, Germany
| | - Heiko Gassner
- Department of Molecular Neurology, University Hospital Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg (FAU), Erlangen, Germany
| | - Kamiar Aminian
- Ecole Polytechnique Fédérale de Lausanne (EPFL), Laboratory of Movement Analysis and Measurement, Station 11, Lausanne, Switzerland
| | - Bjoern M. Eskofier
- Digital Sports Group, Pattern Recognition Lab, Department of Computer Science, FAU Erlangen-Nürnberg, Erlangen, Germany
| | - Jürgen Winkler
- Department of Molecular Neurology, University Hospital Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg (FAU), Erlangen, Germany
| | - Jochen Klucken
- Department of Molecular Neurology, University Hospital Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg (FAU), Erlangen, Germany
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Beauchet O, Allali G, Sekhon H, Verghese J, Guilain S, Steinmetz JP, Kressig RW, Barden JM, Szturm T, Launay CP, Grenier S, Bherer L, Liu-Ambrose T, Chester VL, Callisaya ML, Srikanth V, Léonard G, De Cock AM, Sawa R, Duque G, Camicioli R, Helbostad JL. Guidelines for Assessment of Gait and Reference Values for Spatiotemporal Gait Parameters in Older Adults: The Biomathics and Canadian Gait Consortiums Initiative. Front Hum Neurosci 2017; 11:353. [PMID: 28824393 PMCID: PMC5540886 DOI: 10.3389/fnhum.2017.00353] [Citation(s) in RCA: 112] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2017] [Accepted: 06/20/2017] [Indexed: 11/13/2022] Open
Abstract
Background: Gait disorders, a highly prevalent condition in older adults, are associated with several adverse health consequences. Gait analysis allows qualitative and quantitative assessments of gait that improves the understanding of mechanisms of gait disorders and the choice of interventions. This manuscript aims (1) to give consensus guidance for clinical and spatiotemporal gait analysis based on the recorded footfalls in older adults aged 65 years and over, and (2) to provide reference values for spatiotemporal gait parameters based on the recorded footfalls in healthy older adults free of cognitive impairment and multi-morbidities. Methods: International experts working in a network of two different consortiums (i.e., Biomathics and Canadian Gait Consortium) participated in this initiative. First, they identified items of standardized information following the usual procedure of formulation of consensus findings. Second, they merged databases including spatiotemporal gait assessments with GAITRite® system and clinical information from the "Gait, cOgnitiOn & Decline" (GOOD) initiative and the Generation 100 (Gen 100) study. Only healthy-free of cognitive impairment and multi-morbidities (i.e., ≤ 3 therapeutics taken daily)-participants aged 65 and older were selected. Age, sex, body mass index, mean values, and coefficients of variation (CoV) of gait parameters were used for the analyses. Results: Standardized systematic assessment of three categories of items, which were demographics and clinical information, and gait characteristics (clinical and spatiotemporal gait analysis based on the recorded footfalls), were selected for the proposed guidelines. Two complementary sets of items were distinguished: a minimal data set and a full data set. In addition, a total of 954 participants (mean age 72.8 ± 4.8 years, 45.8% women) were recruited to establish the reference values. Performance of spatiotemporal gait parameters based on the recorded footfalls declined with increasing age (mean values and CoV) and demonstrated sex differences (mean values). Conclusions: Based on an international multicenter collaboration, we propose consensus guidelines for gait assessment and spatiotemporal gait analysis based on the recorded footfalls, and reference values for healthy older adults.
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Affiliation(s)
- Olivier Beauchet
- Department of Medicine, Division of Geriatric Medicine, Sir Mortimer B. Davis-Jewish General Hospital and Lady Davis Institute for Medical Research, McGill UniversityMontreal, QC, Canada.,Dr. Joseph Kaufmann Chair in Geriatric Medicine, Faculty of Medicine, McGill UniversityMontreal, QC, Canada.,Centre of Excellence on Aging and Chronic Diseases of McGill Integrated University Health NetworkQC, Canada
| | - Gilles Allali
- Department of Neurology, Geneva University Hospital and University of GenevaGeneva, Switzerland.,Division of Cognitive & Motor Aging, Department of Neurology, Albert Einstein College of Medicine, Yeshiva UniversityBronx, NY, United States
| | - Harmehr Sekhon
- Department of Medicine, Division of Geriatric Medicine, Sir Mortimer B. Davis-Jewish General Hospital and Lady Davis Institute for Medical Research, McGill UniversityMontreal, QC, Canada
| | - Joe Verghese
- Division of Cognitive & Motor Aging, Department of Neurology, Albert Einstein College of Medicine, Yeshiva UniversityBronx, NY, United States
| | - Sylvie Guilain
- Geriatric Department, Liège University HospitalLiege, Belgium.,Laboratory of Human Motion Analysis, Liège UniversityLiege, Belgium
| | | | - Reto W Kressig
- Basel University Center for Medicine of Aging, Felix Platter Hospital and University of BaselBasel, Switzerland
| | - John M Barden
- Faculty of Kinesiology and Health Studies, Neuromechanical Research Centre, University of ReginaRegina, SK, Canada
| | - Tony Szturm
- Department of Physical Therapy, College of Rehabilitation Sciences, University of ManitobaWinnipeg, MB, Canada
| | - Cyrille P Launay
- Division of Geriatrics, Angers University HospitalAngers, France
| | - Sébastien Grenier
- Centre de Recherche, Institut Universitaire de Gériatrie de MontréalMontreal, QC, Canada
| | - Louis Bherer
- Centre de Recherche, Institut Universitaire de Gériatrie de MontréalMontreal, QC, Canada.,Department of Medicine and Montreal Heart Institute, University of MontrealMontreal, Canada
| | - Teresa Liu-Ambrose
- Aging, Mobility and Cognitive Neuroscience Laboratory, University of British ColumbiaVancouver, BC, Canada
| | - Vicky L Chester
- Andrew and Marjorie McCain Human Performance Laboratory, Richard J. Currie Center, Faculty of Kinesiology, University of New BrunswickFredericton, NB, Canada
| | - Michele L Callisaya
- Menzies Institute of Medical Research, University of TasmaniaHobart, TAS, Australia.,Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash UniversityMelbourne, VIC, Australia
| | - Velandai Srikanth
- Stroke and Ageing Research Group, Department of Medicine, Southern Clinical School, Monash UniversityMelbourne, VIC, Australia
| | - Guillaume Léonard
- Research Center on Aging, CIUSSS de l'Estrie-CHUSSherbrooke, QC, Canada
| | - Anne-Marie De Cock
- Department of Geriatrics and Department of Primary and Interdisciplinary Care (ELIZA), University of Antwerp and AZ St. Maarten MechelenAntwerp, Belgium
| | - Ryuichi Sawa
- Department of Physical Therapy, School of Health Sciences at Narita, International University of Health and WelfareNarita, Japan
| | - Gustavo Duque
- Australian Institute for Musculoskeletal Science, University of Melbourne and Western HealthSt. Albans, VIC, Australia
| | - Richard Camicioli
- Division of Neurology, Department of Medicine, University of AlbertaEdmonton, AB, Canada
| | - Jorunn L Helbostad
- Department of Neuro-Medicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and TechnologyTrondheim, Norway.,Clinic for Clinical Services, St. Olav University HospitalTrondheim, Norway
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Steib S, Klamroth S, Gaßner H, Pasluosta C, Eskofier B, Winkler J, Klucken J, Pfeifer K. Perturbation During Treadmill Training Improves Dynamic Balance and Gait in Parkinson’s Disease: A Single-Blind Randomized Controlled Pilot Trial. Neurorehabil Neural Repair 2017; 31:758-768. [DOI: 10.1177/1545968317721976] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Background. Gait and balance dysfunction are major symptoms in Parkinson’s disease (PD). Treadmill training improves gait characteristics in this population but does not reflect the dynamic nature of controlling balance during ambulation in everyday life contexts. Objective. To evaluate whether postural perturbations during treadmill walking lead to superior effects on gait and balance performance compared with standard treadmill training. Methods. In this single-blind randomized controlled trial, 43 PD patients (Hoehn & Yahr stage 1-3.5) were assigned to either an 8-week perturbed treadmill intervention (n = 21) or a control group (n = 22) training on the identical treadmill without perturbations. Patients were assessed at baseline, postintervention, and at 3 months’ follow-up. Primary endpoints were overground gait speed and balance (Mini-BESTest). Secondary outcomes included fast gait speed, walking capacity (2-Minute Walk Test), dynamic balance (Timed Up-and-Go), static balance (postural sway), and balance confidence (Activities-Specific Balance Confidence [ABC] scale). Results. There were no significant between-group differences in change over time for the primary outcomes. At postintervention, both groups demonstrated similar improvements in overground gait speed ( P = .009), and no changes in the Mini-BESTest ( P = .641). A significant group-by-time interaction ( P = .048) existed for the Timed Up-and-Go, with improved performance only in the perturbation group. In addition, the perturbation but not the control group significantly increased walking capacity ( P = .038). Intervention effects were not sustained at follow-up. Conclusions. Our primary findings suggest no superior effect of perturbation training on gait and balance in PD patients. However, some favorable trends existed for secondary gait and dynamic balance parameters, which should be investigated in future trials.
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Affiliation(s)
- Simon Steib
- Friedrich-Alexander-University (FAU) Erlangen-Nürnberg, Erlangen, Germany
| | - Sarah Klamroth
- Friedrich-Alexander-University (FAU) Erlangen-Nürnberg, Erlangen, Germany
| | - Heiko Gaßner
- University Hospital Erlangen, FAU Erlangen-Nürnberg, Erlangen, Germany
| | - Cristian Pasluosta
- Friedrich-Alexander-University (FAU) Erlangen-Nürnberg, Erlangen, Germany
- University of Freiburg, Freiburg, Germany
| | - Björn Eskofier
- Friedrich-Alexander-University (FAU) Erlangen-Nürnberg, Erlangen, Germany
| | - Jürgen Winkler
- University Hospital Erlangen, FAU Erlangen-Nürnberg, Erlangen, Germany
| | - Jochen Klucken
- University Hospital Erlangen, FAU Erlangen-Nürnberg, Erlangen, Germany
| | - Klaus Pfeifer
- Friedrich-Alexander-University (FAU) Erlangen-Nürnberg, Erlangen, Germany
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Mihailovic A, Swenor BK, Friedman DS, West SK, Gitlin LN, Ramulu PY. Gait Implications of Visual Field Damage from Glaucoma. Transl Vis Sci Technol 2017; 6:23. [PMID: 28660098 PMCID: PMC5484170 DOI: 10.1167/tvst.6.3.23] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2017] [Accepted: 04/01/2017] [Indexed: 11/24/2022] Open
Abstract
PURPOSE To evaluate fall-relevant gait features in older glaucoma patients. METHODS The GAITRite Electronic Walkway was used to define fall-related gait parameters in 239 patients with suspected or manifest glaucoma under normal usual-pace walking conditions and while carrying a cup or tray. Multiple linear regression models assessed the association between gait parameters and integrated visual field (IVF) sensitivity after controlling for age, race, sex, medications, and comorbid illness. RESULTS Under normal walking conditions, worse IVF sensitivity was associated with a wider base of support (β = 0.60 cm/5 dB IVF sensitivity decrement, 95% confidence interval [CI] = 0.12-1.09, P = 0.016). Worse IVF sensitivity was not associated with slower gait speed, shorter step or stride length, or greater left-right drift under normal walking conditions (P > 0.05 for all), but was during cup and/or tray carrying conditions (P < 0.05 for all). Worse IVF sensitivity was positively associated with greater stride-to-stride variability in step length, stride length, and stride velocity (P < 0.005 for all). Inferior and superior IVF sensitivity demonstrated associations with each of the above gait parameters as well, though these associations were consistently similar to, or weaker than, the associations noted for overall IVF sensitivity. CONCLUSION Glaucoma severity was associated with several gait parameters predictive of higher fall risk in prior studies, particularly measures of stride-to-stride variability. Gait may be useful in identifying glaucoma patients at higher risk of falls, and in designing and testing interventions to prevent falls in this high-risk group. TRANSLATIONAL RELEVANCE These findings could serve to inform the development of the interventions for falls prevention in glaucoma patients.
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Affiliation(s)
| | | | | | - Sheila K. West
- Wilmer Eye Institute, Johns Hopkins University, Baltimore, MD, USA
| | - Laura N. Gitlin
- Center for Innovative Care in Aging, School of Nursing, Johns Hopkins University, Baltimore, MD, USA
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Forsell C, Conradsson D, Paquette C, Franzén E. Reducing gait speed affects axial coordination of walking turns. Gait Posture 2017; 54:71-75. [PMID: 28273601 DOI: 10.1016/j.gaitpost.2017.02.020] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2016] [Revised: 02/05/2017] [Accepted: 02/20/2017] [Indexed: 02/02/2023]
Abstract
Turning is a common feature of daily life and dynamic coordination of the axial body segments is a cornerstone for safe and efficient turning. Although slow walking speed is a common trait of old age and neurological disorders, little is known about the effect of walking speed on axial coordination during walking turns. The aim of this study was to investigate the influence of walking speed on axial coordination during walking turns in healthy elderly adults. Seventeen healthy elderly adults randomly performed 180° left and right turns while walking in their self-selected comfortable pace and in a slow pace speed. Turning velocity, spatiotemporal gait parameters (step length and step time), angular rotations and angular velocity of the head and pelvis, head-pelvis separation (i.e. the angular difference in degrees between the rotation of the head and pelvis) and head-pelvis velocity were analyzed using Wilcoxon signed-rank tests. During slow walking, turning velocity was 15% lower accompanied by shorter step length and longer step time compared to comfortable walking. Reducing walking speed also led to a decrease in the amplitude and velocity of the axial rotation of the head and pelvis as well as a reduced head-pelvis separation and angular velocity. This study demonstrates that axial coordination during turning is speed dependent as evidenced by a more 'en bloc' movement pattern (i.e. less separation between axial segments) at reduced speeds in healthy older adults. This emphasizes the need for matching speed when comparing groups with diverse walking speeds to differentiate changes due to speed from changes due to disease.
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Affiliation(s)
- Caroline Forsell
- Karolinska Institutet, Department of Neurobiology, Care Sciences and Society, Division of Physiotherapy, Stockholm, Sweden
| | - David Conradsson
- Karolinska Institutet, Department of Neurobiology, Care Sciences and Society, Division of Physiotherapy, Stockholm, Sweden; Function Area Occupational Therapy & Physiotherapy, Allied Health Professionals Function, Karolinska University Hospital, Stockholm, Sweden
| | - Caroline Paquette
- Department of Kinesiology and Physical Education, McGill University and Centre for Interdisciplinary Research in Rehabilitation, Montreal, Canada
| | - Erika Franzén
- Karolinska Institutet, Department of Neurobiology, Care Sciences and Society, Division of Physiotherapy, Stockholm, Sweden; Function Area Occupational Therapy & Physiotherapy, Allied Health Professionals Function, Karolinska University Hospital, Stockholm, Sweden.
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Hannink J, Kautz T, Pasluosta CF, Barth J, Schulein S, GaBmann KG, Klucken J, Eskofier BM. Mobile Stride Length Estimation With Deep Convolutional Neural Networks. IEEE J Biomed Health Inform 2017; 22:354-362. [PMID: 28333648 DOI: 10.1109/jbhi.2017.2679486] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
OBJECTIVE Accurate estimation of spatial gait characteristics is critical to assess motor impairments resulting from neurological or musculoskeletal disease. Currently, however, methodological constraints limit clinical applicability of state-of-the-art double integration approaches to gait patterns with a clear zero-velocity phase. METHODS We describe a novel approach to stride length estimation that uses deep convolutional neural networks to map stride-specific inertial sensor data to the resulting stride length. The model is trained on a publicly available and clinically relevant benchmark dataset consisting of 1220 strides from 101 geriatric patients. Evaluation is done in a tenfold cross validation and for three different stride definitions. RESULTS Even though best results are achieved with strides defined from midstance to midstance with average accuracy and precision of , performance does not strongly depend on stride definition. The achieved precision outperforms state-of-the-art methods evaluated on the same benchmark dataset by . CONCLUSION Due to the independence of stride definition, the proposed method is not subject to the methodological constrains that limit applicability of state-of-the-art double integration methods. Furthermore, it was possible to improve precision on the benchmark dataset. SIGNIFICANCE With more precise mobile stride length estimation, new insights to the progression of neurological disease or early indications might be gained. Due to the independence of stride definition, previously uncharted diseases in terms of mobile gait analysis can now be investigated by retraining and applying the proposed method.
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