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Igarashi Y, Marques AP, Andrade KFA, Brito AL, Xavier MB, Souza GS, Callegari B. Accelerometer approach for anticipatory postural adjustments assessment during step initiation in patients with leprosy. Sci Rep 2024; 14:17409. [PMID: 39075219 PMCID: PMC11286943 DOI: 10.1038/s41598-024-68224-x] [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: 12/06/2023] [Accepted: 07/22/2024] [Indexed: 07/31/2024] Open
Abstract
Anticipatory postural adjustments (APAs) involve a complex coordination of sensorimotor information that can be impaired in diseases that affect nerve conduction. Assessing APAs typically requires costly video recording technology, posing a challenge to the study of postural changes. This hurdle is compounded in impoverished communities affected by diseases such as leprosy, which often receive limited government support. Recent years have seen the validation of inertial sensors in wearable devices and smartphones for APA analysis in diverse populations, including adults, the elderly and people with Parkinson's disease. This progress offers economically efficient alternatives for the study of APA in leprosy. Do patterns of activation of anticipatory postural adjustment differ between leprosy patients and healthy controls? We also investigated the validity and replicability of APAs recorded in leprosy patients using inertial measurements and video capture recordings. Thirty healthy individuals in the control group and 30 individuals with leprosy in the leprosy group performed ten gait initiation trials. To record the APA for gait initiation, the participants stood on a 2 m platform. Each participant was informed that the experimenter would give an signal, after which the participant would initiate a two-step walk on the platform. Inertial recordings (low-cost method) and video capture recordings (gold-standard method) from center of mass displacements were used to extract the APA before gait initiation. The results show that APAs are similar between groups (control and leprosy), but leprosy patients have less consistent APAs. In addition, this study highlights the reproducibility and high correlation between the values of variables obtained from both instruments, the video recording as gold standard method and portable digital inertial sensor as a low-cost alternative method. These promising findings support the use of affordable inertial sensors to track and record APAs in underserved populations that lack easy access to gold standard methods such as video recording. This approach has the potential to improve the therapeutic care and rehabilitation of these patients. Although not currently part of official protocols for leprosy patients, this assessment method could prove particularly valuable in situations where significant sensorimotor impairments are suspected or documented.
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Affiliation(s)
- Yuzo Igarashi
- Laboratório de Estudos da Motricidade Humana, Universidade Federal do Pará, Generalíssimo Deodoro Avenue 92, Umarizal, Belém, Pará, 66055-240, Brazil
- Núcleo de Medicina Tropical, Universidade Federal do Pará, Belém, PA, Brazil
| | - Amelia Pasqual Marques
- Department of Physiotherapy, Speech Therapy and Occupational Therapy, Faculty of Medicine, University of São Paulo, São Paulo, Brazil
| | - Karen Flaviane Assis Andrade
- Laboratório de Estudos da Motricidade Humana, Universidade Federal do Pará, Generalíssimo Deodoro Avenue 92, Umarizal, Belém, Pará, 66055-240, Brazil
| | - Aymee Lobato Brito
- Laboratório de Estudos da Motricidade Humana, Universidade Federal do Pará, Generalíssimo Deodoro Avenue 92, Umarizal, Belém, Pará, 66055-240, Brazil
| | - Marília Brasil Xavier
- Núcleo de Medicina Tropical, Universidade Federal do Pará, Belém, PA, Brazil
- Biological and Health Sciences Center, State University of Pará (UEPA), Belém, Pará, Brazil
| | - Givago Silva Souza
- Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, PA, Brazil
- Núcleo de Medicina Tropical, Universidade Federal do Pará, Belém, PA, Brazil
| | - Bianca Callegari
- Laboratório de Estudos da Motricidade Humana, Universidade Federal do Pará, Generalíssimo Deodoro Avenue 92, Umarizal, Belém, Pará, 66055-240, Brazil.
- Núcleo de Medicina Tropical, Universidade Federal do Pará, Belém, PA, Brazil.
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Gérard M, Bayot M, Dujardin K, Defebvre L, Delval A. The plurality of mechanisms of gait initiation disorders in Parkinson's disease: Relationships with motor, cognitive and limbic functions. Gait Posture 2024; 113:407-411. [PMID: 39088931 DOI: 10.1016/j.gaitpost.2024.07.296] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Revised: 07/25/2024] [Accepted: 07/26/2024] [Indexed: 08/03/2024]
Abstract
BACKGROUND Deficient postural adaptation and freezing lead to gait initiation abnormalities in Parkinson's disease. Gait initiation is characterized by longer motor preparation, which is a marker of increased risk of falling, and by abnormal postural adjustments. Better understanding the nature of these motor preparation disturbances will enable us to adapt rehabilitation and reduce falls. RESEARCH QUESTION Our objective was to describe the different components (in the motor, cognitive and limbic domains) of gait initiation parameters in Parkinson's disease. METHODS Forty-four patients with Parkinson's disease performed repeated step initiations under high attentional load with decision-making. The proportions of multiple anticipatory postural adjustments and anticipatory postural adjustment errors, markers of abnormal motor preparation, were measured. A logistic regression analysis studied the relationships between step initiation perturbations and the demographic, motor, cognitive, and neuropsychiatric characteristics of the patients. RESULTS Multiple anticipatory postural adjustments and anticipatory postural adjustments errors lengthened step execution time. Motor severity explained the multiple anticipatory postural adjustments, suggesting a pathological role. Attentional performance explained anticipatory postural adjustments errors. Demographic and neuropsychiatric characteristics didn't contribute significantly to the abnormal anticipatory postural adjustments. SIGNIFICANCE Motor disability contributes to the delay in step execution in Parkinson's disease through multiple anticipatory postural adjustments, highlighting the need to target motor preparation improvement in rehabilitation.
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Affiliation(s)
- Morgane Gérard
- Univ. Lille, Inserm, CHU Lille, U1172 - LilNCog - Lille Neuroscience & Cognition, Department of Clinical Neurophysiology, Lille F-59000, France
| | - Madli Bayot
- Univ. Lille, Inserm, CHU Lille, U1172 - LilNCog - Lille Neuroscience & Cognition, Department of Clinical Neurophysiology, Lille F-59000, France
| | - Kathy Dujardin
- Univ. Lille, Inserm, CHU Lille, U1172 - LilNCog - Lille Neuroscience & Cognition, Department of Neurology and Movement Disorders, Lille F-59000, France
| | - Luc Defebvre
- Univ. Lille, Inserm, CHU Lille, U1172 - LilNCog - Lille Neuroscience & Cognition, Department of Neurology and Movement Disorders, Lille F-59000, France
| | - Arnaud Delval
- Univ. Lille, Inserm, CHU Lille, U1172 - LilNCog - Lille Neuroscience & Cognition, Department of Clinical Neurophysiology, Lille F-59000, France.
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Hu CH, Lai YR, Huang CC, Lien CY, Chen YS, Yu CC, Lee SY, Lin WC, Cheng BC, Chiu WC, Chiang YF, Kung CF, Lu CH. Exploring the role of anticipatory postural adjustment duration within APA2 subphase as a potential mediator between clinical disease severity and fall risk in Parkinson's disease. Front Aging Neurosci 2024; 16:1354387. [PMID: 38988326 PMCID: PMC11234839 DOI: 10.3389/fnagi.2024.1354387] [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: 12/12/2023] [Accepted: 06/05/2024] [Indexed: 07/12/2024] Open
Abstract
Introduction People with Parkinson's Disease (PD) often show reduced anticipatory postural adjustments (APAs) before voluntary steps, impacting their stability. The specific subphase within the APA stage contributing significantly to fall risk remains unclear. Methods We analyzed center of pressure (CoP) trajectory parameters, including duration, length, and velocity, throughout gait initiation. This examination encompassed both the postural phase, referred to as anticipatory postural adjustment (APA) (APA1, APA2a, APA2b), and the subsequent locomotor phases (LOC). Participants were instructed to initiate a step and then stop (initiating a single step). Furthermore, we conducted assessments of clinical disease severity using the Unified Parkinson's Disease Rating Scale (UPDRS) and evaluated fall risk using Tinetti gait and balance scores during off-medication periods. Results Freezing of gait (FOG) was observed in 18 out of 110 participants during the measurement of CoP trajectories. The Ramer-Douglas-Peucker algorithm successfully identified CoP displacement trajectories in 105 participants (95.5%), while the remaining 5 cases could not be identified due to FOG. Tinetti balance and gait score showed significant associations with levodopa equivalent daily dose, UPDRS total score, disease duration, duration (s) in APA2a (s) and LOC (s), length in APA1 (cm) and APA2b (cm), mediolateral velocity in APA1 (X) (cm/s), APA2a (X) (cm/s), APA2b (X) (cm/s) and LOC (X) (cm/s), and anterior-posterior velocity in APA2a (Z) (cm/s) and APA2b (Z) (cm/s). Multiple linear regression revealed that only duration (s) in APA2a and UPDRS total score was independently associated with Tinetti gait and balance score. Further mediation analysis showed that the duration (s) in APA2a served as a mediator between UPDRS total score and Tinetti balance and gait score (Sobel test, p = 0.047). Conclusion APA2 subphase duration mediates the link between disease severity and fall risk in PD, suggesting that longer APA2a duration may indicate reduced control during gait initiation, thereby increasing fall risk.
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Affiliation(s)
- Cheng-Hao Hu
- Department of Neurology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Yun-Ru Lai
- Department of Neurology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan
- Department of Hyperbaric Oxygen Therapy Center, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Chih-Cheng Huang
- Department of Neurology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Chia-Yi Lien
- Department of Neurology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Yueh-Sheng Chen
- Department of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Chiun-Chieh Yu
- Department of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Sieh-Yang Lee
- Department of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Wei-Che Lin
- Department of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Ben-Chung Cheng
- Department of Internal Medicine, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Wen-Chan Chiu
- Department of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Yi-Fang Chiang
- Department of Neurology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Chien-Feng Kung
- Department of Internal Medicine, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Cheng-Hsien Lu
- Department of Neurology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan
- Department of Intelligent Commerce, National Kaohsiung University of Science and Technology, Kaohsiung, Taiwan
- Department of Biological Science, National Sun Yat-Sen University, Kaohsiung, Taiwan
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Onuma R, Hoshi F, Yamasaki HR, Sakai T, Jinno T. New quantitative evaluation of anticipatory postural adjustments using a smartphone in patients with Parkinson's disease. Physiother Theory Pract 2024; 40:1022-1027. [PMID: 36335436 DOI: 10.1080/09593985.2022.2142921] [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: 06/12/2022] [Revised: 10/24/2022] [Accepted: 10/25/2022] [Indexed: 11/08/2022]
Abstract
OBJECTIVE To investigate a smartphone-enabled quantitative evaluation of anticipatory postural adjustments (APA) during one-leg stance (OLS) movements among individuals with Parkinson's disease (PD). METHODS This cross-sectional study included 10 young controls, 10 older individuals, and 13 individuals with PD. A smartphone and accelerometer were attached to the participants' lower back (L5), and the movements of the lower back toward the stance side during OLS were measured. For acceleration, the time to the peak value in the stance direction (peak latency [PL]) and the amount of displacement to the peak value in the stance direction (peak magnitude [PM]) were analyzed as APA characteristics. Additionally, the measured PL was divided by the PM for each group to obtain the APA ratio (APAr) as a new index. RESULTS Individuals with PD showed a delayed PL and decreased PM (vs. young controls: p = .002 for PL, p < .001 for PM) (vs. older individuals: p = .022 for PL, p = .001 for PM). The APAr clustered the young controls, older individuals, and individuals with PD. According to the receiver operating characteristic curve the APAr value was 0.95, and individuals in the PD group were identified (i.e. area under the curve: 0.98; sensitivity: 85.0%; specificity: 100%). Moreover the APAr was correlated with severity and balance ability in individuals with PD (p = .015 for NFOG-Q, p = .028 for UPDRS, p = .036 for TUG, p = .015 for Mini-BESTest, p = .018 for OLS time). CONCLUSIONS This smartphone-based evaluation using the APAr index was reflective of disease severity and decreased balance ability among individuals with PD. The facilitation of this measurement can help clinicians and physiotherapists quantitatively evaluate the APA of individuals with PD at laboratories and hospitals as well as in home environments.
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Affiliation(s)
- Ryo Onuma
- Department of Physical Medicine and Rehabilitation, Geriatric Health Services Facility, Caretown Yuyu, Medical Corporation Meikeikai, Saitama, Japan
- Department of Rehabilitation Medicine, Tokyo Medical and Dental University Graduate School, Tokyo, Japan
| | - Fumihiko Hoshi
- Graduate School of Health and Social Services, Saitama Prefectural University, Saitama, Japan
| | - Hiroshi R Yamasaki
- Graduate School of Health and Social Services, Saitama Prefectural University, Saitama, Japan
| | - Tomoko Sakai
- Department of Rehabilitation Medicine, Tokyo Medical and Dental University Graduate School, Tokyo, Japan
| | - Tetsuya Jinno
- Department of Rehabilitation Medicine, Tokyo Medical and Dental University Graduate School, Tokyo, Japan
- Department of Orthopaedic Surgery, Dokkyo Medical University Saitama Medical Center, Saitama, Japan
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Bath JE, Wang DD. Unraveling the threads of stability: A review of the neurophysiology of postural control in Parkinson's disease. Neurotherapeutics 2024; 21:e00354. [PMID: 38579454 PMCID: PMC11000188 DOI: 10.1016/j.neurot.2024.e00354] [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: 11/30/2023] [Revised: 03/18/2024] [Accepted: 03/23/2024] [Indexed: 04/07/2024] Open
Abstract
Postural instability is a detrimental and often treatment-refractory symptom of Parkinson's disease. While many existing studies quantify the biomechanical deficits among various postural domains (static, anticipatory, and reactive) in this population, less is known regarding the neural network dysfunctions underlying these phenomena. This review will summarize current studies on the cortical and subcortical neural activities during postural responses in healthy subjects and those with Parkinson's disease. We will also review the effects of current therapies, including neuromodulation and feedback-based wearable devices, on postural instability symptoms. With recent advances in implantable devices that allow chronic, ambulatory neural data collection from patients with Parkinson's disease, combined with sensors that can quantify biomechanical measurements of postural responses, future work using these devices will enable better understanding of the neural mechanisms of postural control. Bridging this knowledge gap will be the critical first step towards developing novel neuromodulatory interventions to enhance the treatment of postural instability in Parkinson's disease.
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Affiliation(s)
- Jessica E Bath
- Department of Physical Therapy & Rehabilitation Science, University of California, San Francisco, USA; Department of Neurological Surgery, University of California, San Francisco, USA
| | - Doris D Wang
- Department of Neurological Surgery, University of California, San Francisco, USA.
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Seuthe J, Heinzel A, Hulzinga F, Ginis P, Zeuner KE, Deuschl G, D’Cruz N, Nieuwboer A, Schlenstedt C. Towards a better understanding of anticipatory postural adjustments in people with Parkinson's disease. PLoS One 2024; 19:e0300465. [PMID: 38466709 PMCID: PMC10927092 DOI: 10.1371/journal.pone.0300465] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Accepted: 02/12/2024] [Indexed: 03/13/2024] Open
Abstract
INTRODUCTION Previous studies have shown that anticipatory postural adjustments (APAs) are altered in people with Parkinson's disease but its meaning for locomotion is less understood. This study aims to investigate the association between APAs and gait initiation, gait and freezing of gait and how a dynamic postural control challenging training may induce changes in these features. METHODS Gait initiation was quantified using wearable sensors and subsequent straight walking was assessed via marker-based motion capture. Additionally, turning and FOG-related outcomes were measured with wearable sensors. Assessments were conducted one week before (Pre), one week after (Post) and 4 weeks after (Follow-up) completion of a training intervention (split-belt treadmill training or regular treadmill training), under single task and dual task (DT) conditions. Statistical analysis included a linear mixed model for training effects and correlation analysis between APAs and the other outcomes for Pre and Post-Pre delta. RESULTS 52 participants with Parkinson's disease (22 freezers) were assessed. We found that APA size in the medio-lateral direction during DT was positively associated with gait speed (p<0.001) and stride length (p<0.001) under DT conditions at Pre. The training effect was largest for first step range of motion and was similar for both training modes. For the associations between changes after the training (pooled sample) medio-lateral APA size showed a significant positive correlation with first step range of motion (p = 0.033) only in the DT condition and for the non-freezers only. CONCLUSIONS The findings of this work revealed new insights into how APAs were not associated with first step characteristics and freezing and only baseline APAs during DT were related with DT gait characteristics. Training-induced changes in the size of APAs were related to training benefits in the first step ROM only in non-freezers. Based on the presented results increasing APA size through interventions might not be the ideal target for overall improvement of locomotion.
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Affiliation(s)
- Jana Seuthe
- Institute of Interdisciplinary Exercise Science and Sports Medicine, MSH Medical School Hamburg, Hamburg, Germany
- Department of Neurology, University Hospital Schleswig-Holstein, Kiel, Germany
| | - Anna Heinzel
- Department of Neurology, University Hospital Schleswig-Holstein, Kiel, Germany
| | - Femke Hulzinga
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Pieter Ginis
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Kirsten E. Zeuner
- Department of Neurology, University Hospital Schleswig-Holstein, Kiel, Germany
| | - Günther Deuschl
- Department of Neurology, University Hospital Schleswig-Holstein, Kiel, Germany
| | - Nicholas D’Cruz
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Alice Nieuwboer
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Christian Schlenstedt
- Institute of Interdisciplinary Exercise Science and Sports Medicine, MSH Medical School Hamburg, Hamburg, Germany
- Department of Neurology, University Hospital Schleswig-Holstein, Kiel, Germany
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Tomita Y, Mullick AA, Feldman AG, Levin MF. Altered Anticipatory Postural Adjustments During Whole-Body Reaching in Subjects With Stroke. Neurorehabil Neural Repair 2024; 38:176-186. [PMID: 38347695 DOI: 10.1177/15459683241231528] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/16/2024]
Abstract
BACKGROUND Coordination between arm movements and postural adjustments is crucial for reaching-while-stepping tasks involving both anticipatory postural adjustments (APAs) and compensatory movements to effectively propel the whole-body forward so that the hand can reach the target. Stroke impairs the ability to coordinate the action of multiple body segments but the underlying mechanisms are unclear. Objective. To determine the effects of stroke on reaching performance and APAs during whole-body reaching. METHODS We tested arm reaching in standing (stand-reach) and reaching-while-stepping (step-reach; 15 trials/condition) in individuals with chronic stroke (n = 18) and age-matched healthy subjects (n = 13). Whole-body kinematics and kinetic data were collected during the tasks. The primary outcome measure for step-reach was "gain" (g), defined as the extent to which the hip displacement contributing to hand motion was neutralized by appropriate changes in upper limb movements (g = 1 indicates complete compensation) and APAs measured as spatio-temporal profiles of the center-of-pressure shifts preceding stepping. RESULTS Individuals with stroke had lower gains and altered APAs compared to healthy controls. In addition, step onset was delayed, and the timing of endpoint, trunk, and foot movement offset was prolonged during step-reach compared to healthy controls. Those with milder sensorimotor impairment and better balance function had higher gains. Altered APAs were also related to reduced balance function. CONCLUSIONS Altered APAs and prolonged movement offset in stroke may lead to a greater reliance on compensatory arm movements. Altered APAs in individuals with stroke may be associated with a reduced shift of referent body configuration during the movement.
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Affiliation(s)
- Yosuke Tomita
- Department of Physical Therapy, Faculty of Health Care, Takasaki University of Health and Welfare, Gunma, Japan
- School of Physical and Occupational Therapy, McGill University, Montreal, QC, Canada
- Jewish Rehabilitation Hospital Site, Centre for Interdisciplinary Research in Rehabilitation of Greater Montreal (CRIR), Montreal, QC, Canada
| | - Aditi A Mullick
- School of Physical and Occupational Therapy, McGill University, Montreal, QC, Canada
- Jewish Rehabilitation Hospital Site, Centre for Interdisciplinary Research in Rehabilitation of Greater Montreal (CRIR), Montreal, QC, Canada
| | - Anatol G Feldman
- Jewish Rehabilitation Hospital Site, Centre for Interdisciplinary Research in Rehabilitation of Greater Montreal (CRIR), Montreal, QC, Canada
- Department of Neuroscience, University of Montreal, Montreal, QC, Canada
| | - Mindy F Levin
- School of Physical and Occupational Therapy, McGill University, Montreal, QC, Canada
- Jewish Rehabilitation Hospital Site, Centre for Interdisciplinary Research in Rehabilitation of Greater Montreal (CRIR), Montreal, QC, Canada
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Jasimi Zindashti N, Rahmati Z, Mohebbi A, Behzadipour S. A neuromechanical model characterizing the motor planning and posture control in the voluntary lean in Parkinson's disease. J Neuroeng Rehabil 2024; 21:25. [PMID: 38360634 PMCID: PMC10870456 DOI: 10.1186/s12984-024-01321-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 02/06/2024] [Indexed: 02/17/2024] Open
Abstract
Parkinson's disease targets patients' cognitive and motor abilities, including postural control. Many studies have been carried out to introduce mathematical models for a better understanding of postural control in such patients and the relation between the model parameters and the clinical assessments. So far, these studies have addressed this connection merely in static tests, such as quiet stance. The aim of this study is to develop a model for voluntary lean, and as such, identify the model parameters for both PD patients and healthy subjects from experimental data. The proposed model comprises planning and control sections. The model parameters for the planning section were extracted from the time response characteristics. Parameters for the control section were identified based on the spatial characteristics of the center-of-pressure (COP) response using an optimization process. 24 PD patients along with 24 matched healthy subjects participated in the study. The results showed a significant difference between the two groups in terms of temporal parameters for the planning section. This difference emphasizes bradykinesia as an essential symptom of PD. Also, differences were found for the postural control section. In all directions, the proportional gain of the feedback controller was significantly larger in PD patients; however, the gain of the feedforward controller was significantly smaller in PD patients. Furthermore, the control gains were strongly correlated with the clinical scales (Functional Reach Test and Unified Parkinson's Disease Rating Scale) in certain directions. In conclusion, the new model helps to better understand and quantify some PD symptoms in voluntary lean tasks.
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Affiliation(s)
- Niromand Jasimi Zindashti
- Mechanical Engineering Department, Sharif University of Technology, Tehran, Iran
- Djawad Movafaghian Research Center in Rehab Technologies, Sharif University of Technology, Tehran, Iran
| | - Zahra Rahmati
- Djawad Movafaghian Research Center in Rehab Technologies, Sharif University of Technology, Tehran, Iran
| | - Abolfazl Mohebbi
- Department of Mechanical Engineering, École Polytechnique de Montréal, Montréal, Quebec, Canada
| | - Saeed Behzadipour
- Mechanical Engineering Department, Sharif University of Technology, Tehran, Iran.
- Djawad Movafaghian Research Center in Rehab Technologies, Sharif University of Technology, Tehran, Iran.
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De Waele S, Hallemans A, Maréchal E, Cras P, Crosiers D. Gait initiation in Parkinson's disease: comparison of timing and displacement during anticipatory postural adjustments as a function of motor severity and apathy in a large cohort. Heliyon 2024; 10:e23740. [PMID: 38230232 PMCID: PMC10789592 DOI: 10.1016/j.heliyon.2023.e23740] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 10/14/2023] [Accepted: 12/12/2023] [Indexed: 01/18/2024] Open
Abstract
Introduction Gait initiation is preceded by three anticipatory postural adjustment (APA) phases. In Parkinson's disease (PD) generated force, displacement and timing during APA differ from healthy controls. APA might be influenced by disease status, weight or emotion. It is unknown how motor severity, disease duration or presence of apathy influences APA timing and displacement. Methods We included 99 people with PD and 50 healthy controls (HC) to perform five gait initiation trials following an auditory cue. Force plates measured timing and center of pressure (CoP) displacement during APA phases. Results Time to gait initiation (tGI) was higher in the PD group (p < 0.001, t = 2.74, 95%CI (0.008, 0.066)). The first two APA phases (APA1 and APA2a) lasted longer in PD (respectively p < 0.001, t = 3.87, 95%CI (0.091, 0.28) and p < 0.001, t = 4.1, 95%CI (0.031, 0.091)). Mean CoP displacement, variability in timing and displacement did not differ. A multiple regression model was used to determine if clinical variables were related to gait initiation parameters. tGI was predicted by age (p < 0.001) and weight (p = 0.005). The duration of APA1 was predicted by weight (p = 0.006) and APA2a by age (p < 0.001). Variability in duration of the locomotor phase (LOC) was predicted by age (p < 0.001). Conclusion tGI and initial APA phases are longer in PD than in HC. There are no significant differences in variability of timing or displacement between the two groups. Gait initiation parameters are independent of disease duration, motor severity, medication usage or apathy in PD. Our findings suggest that cueing does not speed up gait initiation but reduces variability.
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Affiliation(s)
- Ségolène De Waele
- Translational Neurosciences, Born-Bunge Institute, Faculty of Medicine and Health Sciences, University of Antwerp, Antwerp, Belgium
- Antwerp University Hospital, Department of Neurology, Antwerp, Belgium
| | - Ann Hallemans
- Research group MOVANT (Movement Antwerp), Department of Rehabilitation Sciences and Physiotherapy, Faculty of Medicine and Health Sciences, University of Antwerp, Antwerp, Belgium
| | - Emke Maréchal
- Antwerp University Hospital, Department of Neurology, Antwerp, Belgium
- ZNA Middelheim Hospital, Department of Neurology, Antwerp, Belgium
| | - Patrick Cras
- Translational Neurosciences, Born-Bunge Institute, Faculty of Medicine and Health Sciences, University of Antwerp, Antwerp, Belgium
- Antwerp University Hospital, Department of Neurology, Antwerp, Belgium
| | - David Crosiers
- Translational Neurosciences, Born-Bunge Institute, Faculty of Medicine and Health Sciences, University of Antwerp, Antwerp, Belgium
- Antwerp University Hospital, Department of Neurology, Antwerp, Belgium
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Sawaguchi Y, Kawasaki T, Hiraoka K. Effect of Moving Tactile Stimuli to Mimic Altered Weight Distribution During Gait on Quiet Stance Body Sway. Percept Mot Skills 2023; 130:2547-2563. [PMID: 37694874 DOI: 10.1177/00315125231197840] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/12/2023]
Abstract
Our purpose in the present study was to examine whether moving tactile stimuli to the sole to mimic moving weight distribution over the feet during gait would influence body sway in quiet stance. Fifteen healthy males maintained the quiet stance, and we delivered moving tactile stimuli to mimic the change in their weight distribution during gait. Moving tactile stimuli did not change the length of the center of pressure (COP) displacement and COP position. Vision decreased the length of the COP, but it did not interact with moving tactile stimuli for the COP length and position. The COP position rhythmically moved in the medial-lateral axis along with the cycle of moving tactile stimuli. The COP was at the lateral peak position at the period at which moving tactile stimuli mimicked the weight distribution in the transition between the swing and stance phases of the gait cycle. This finding may indicate that the body is positioned at the lateral peak position in quiet stance when people perceive the sensation of weight distribution over the feet at the most unstable phase of the gait cycle. We suggest that moving tactile stimuli to the sole may induce medial-lateral body sway before gait initiation for patients with Parkinson's disease to improve their freezing of gait initiation.
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Affiliation(s)
- Yasushi Sawaguchi
- Graduate School of Comprehensive Rehabilitation, Osaka Prefecture University, Habikino, Japan
| | - Taku Kawasaki
- Graduate School of Rehabilitation Science, Osaka Metropolitan University, Habikino, Japan
| | - Koichi Hiraoka
- Department of Rehabilitation Science, School of Medicine, Osaka Metropolitan University, Habikino, Japan
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11
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Antunes da Costa Moraes A, Brito Duarte M, Veloso Ferreira E, Cristina da Silva Almeida G, dos Santos Cabral A, de Athayde Costa e Silva A, Rosa Garcez D, Silva Souza G, Callegari B. Comparison of inertial records during anticipatory postural adjustments obtained with devices of different masses. PeerJ 2023; 11:e15627. [PMID: 37456867 PMCID: PMC10349560 DOI: 10.7717/peerj.15627] [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: 02/22/2023] [Accepted: 06/02/2023] [Indexed: 07/18/2023] Open
Abstract
Background Step initiation involves anticipatory postural adjustments (APAs) that can be measured using inertial measurement units (IMUs) such as accelerometers. However, previous research has shown heterogeneity in terms of the population studied, sensors used, and methods employed. Validity against gold standard measurements was only found in some studies, and the weight of the sensors varied from 10 to 110 g. The weight of the device is a crucial factor to consider when assessing APAs, as APAs exhibit significantly lower magnitudes and are characterized by discrete oscillations in acceleration paths. Objective This study aims to validate the performance of a commercially available ultra-light sensor weighing only 5.6 g compared to a 168-g smartphone for measuring APAs during step initiation, using a video capture kinematics system as the gold standard. The hypothesis is that APA oscillation measurements obtained with the ultra-light sensor will exhibit greater similarity to those acquired using video capture than those obtained using a smartphone. Materials and Methods Twenty subjects were evaluated using a commercial lightweight MetaMotionC accelerometer, a smartphone and a system of cameras-kinematics with a reflective marker on lumbar vertebrae. The subjects initiated 10 trials of gait after a randomized command from the experimenter and APA variables were extracted: APAonset, APAamp, PEAKtime. A repeated measures ANOVA with post-hoc test analyzed the effect of device on APA measurements. Bland-Altman plots were used to evaluate agreement between MetaMotionC, smartphone, and kinematics measurements. Pearson's correlation coefficients were used to assess device correlation. Percentage error was calculated for each inertial sensor against kinematics. A paired Student's t-test compared th devices percentage error. Results The study found no significant difference in temporal variables APAonset and PEAKtime between MetaMotionC, smartphone, and kinematic instruments, but a significant difference for variable APAamp, with MetaMotionC yielding smaller measurements. The MetaMotionC had a near-perfect correlation with kinematic data in APAonset and APAamp, while the smartphone had a very large correlation in APAamp and a near-perfect correlation in APAonset and PEAKtime. Bland-Altman plots showed non-significant bias between smartphone and kinematics for all variables, while there was a significant bias between MetaMotionC and kinematics for APAamp. The percentage of relative error was not significantly different between the smartphone and MetaMotionC. Conclusions The temporal analysis can be assessed using ultralight sensors and smartphones, as MetaMotionC and smartphone-based measurements have been found to be valid compared to kinematics. However, caution should be exercised when using ultralight sensors for amplitude measurements, as additional research is necessary to determine their effectiveness in this regard.
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Affiliation(s)
| | - Manuela Brito Duarte
- Laboratory of Human Motricity Studies, Federal University of Para, Belém, PA, Brazil
| | | | | | | | | | - Daniela Rosa Garcez
- University Hospital Bettina Ferro de Souza, Federal University of Para, Belém, PA, Brazil
| | - Givago Silva Souza
- Nucleous of Tropical Medicine, Federal University of Para, Belém, PA, Brazil
- Institute of Biological Science, Federal University of Para, Belém, PA, Brazil
| | - Bianca Callegari
- Laboratory of Human Motricity Studies, Federal University of Para, Belém, PA, Brazil
- Post Graduation Program in Human Movement Sciences, Federal University of Para, Belém, PA, Brazil
- Nucleous of Tropical Medicine, Federal University of Para, Belém, PA, Brazil
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12
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Kung CF, Lai YR, Chiu WC, Lien CY, Huang CC, Cheng BC, Lin WC, Chen YS, Yu CC, Chiang YF, Guo YR, Chen YH, Lu CH. Effectiveness of Center of Pressure Trajectory as Anticipatory Postural Adjustment Measurement in Parkinson's Disease With Freezing of Gait History. Neurorehabil Neural Repair 2023; 37:240-250. [PMID: 37083157 DOI: 10.1177/15459683231166934] [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: 04/22/2023]
Abstract
BACKGROUND Evidence showed that patients with Parkinson's disease (PD) who have a history of freezing of gait (FOG) have hypometric anticipatory postural adjustment (APA) during gait initiation (GI) compared to PD without FOG. OBJECTIVES This study aimed to test the feasibility of center of pressure (COP) displacement during GI as the measure of APA in PD with and without a history of FOG. METHODS Patients with PD underwent COP trajectory measurements, including duration, length, velocity, and acceleration in different phases of APA (APA1, APA2a, APA2, and LOC), as well as evaluation of New Freezing of Gait Questionnaire (NFOG-Q), Tinetti balance and gait score, and Postural Instability and Gait Difficulty (PIGD) score in the on and off medication states. RESULTS The duration (seconds) of APA2a, APA2b, and LOC were highest while velocity in mediolateral direction (X) (m/s), including APA1, APA2a, APA2b, and LOC showed lowest in PD with FOG. Velocity in the mediolateral direction in different phases of APA increased in patients with FOG after dopaminergic therapy. APA2a (seconds) and APA2b (X) (m/s) were significantly associated with NFOG-Q part II, APA2b (X) (m/s) was significantly associated with NFOG-Q part III, and APA2a (seconds) was significantly associated with Tinetti balance and gait and PIGD score. CONCLUSIONS PD with FOG history showed a favorable response of APAs to dopaminergic replacement. The APA parameters by COP trajectory, especially lateral COP shift toward the stance foot (APA2b (X) (m/s) and APA2a (seconds)) are surrogate markers to assess PD with FOG history.
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Affiliation(s)
- Chien-Feng Kung
- Department of Intelligent Commerce, National Kaohsiung University of Science and Technology, Kaohsiung
| | - Yun-Ru Lai
- Departments of Neurology, Chang Gung University College of Medicine, Kaohsiung
- Departments of Hyperbaric Oxygen Therapy Center, Chang Gung University College of Medicine, Kaohsiung
| | - Wen-Chan Chiu
- Departments of Internal Medicine, Chang Gung University College of Medicine, Kaohsiung
| | - Chia-Yi Lien
- Departments of Neurology, Chang Gung University College of Medicine, Kaohsiung
| | - Chih-Cheng Huang
- Departments of Neurology, Chang Gung University College of Medicine, Kaohsiung
| | - Ben-Chung Cheng
- Departments of Internal Medicine, Chang Gung University College of Medicine, Kaohsiung
| | - Wei-Che Lin
- Departments of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung
| | - Yueh-Sheng Chen
- Departments of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung
| | - Chiun-Chieh Yu
- Departments of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung
| | - Yi-Fang Chiang
- Departments of Neurology, Chang Gung University College of Medicine, Kaohsiung
| | - Yan-Ru Guo
- Department of Intelligent Commerce, National Kaohsiung University of Science and Technology, Kaohsiung
| | - Yin-Hong Chen
- Department of Intelligent Commerce, National Kaohsiung University of Science and Technology, Kaohsiung
| | - Cheng-Hsien Lu
- Department of Biological Science, National Sun Yat-Sen University, Kaohsiung
- Department of Neurology, Xiamen Chang Gung Memorial Hospital, Xiamen, Fujian, China
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13
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Horak FB, Laird A, Carlson-Kuhta P, Abrahamson M, Mancini M, Orwoll ES, Lapidus JA, Shah VV. The Instrumented Stand and Walk (ISAW) test to predict falls in older men. GeroScience 2023; 45:823-836. [PMID: 36301401 PMCID: PMC9886690 DOI: 10.1007/s11357-022-00675-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Accepted: 10/12/2022] [Indexed: 02/03/2023] Open
Abstract
Objective measures of balance and gait have the potential to improve prediction of future fallers because balance and gait impairments are common precursors. We used the Instrumented Stand and Walk Test (ISAW) with wearable, inertial sensors to maximize the domains of balance and gait evaluated in a short test. We hypothesized that ISAW objective measures across a variety of gait and balance domains would improve fall prediction beyond history of falls and better than gait speed or dual-task cost on gait-speed. We recruited 214 high-functioning older men (mean 82 years), of whom 91 participants (42.5%) had one or more falls in the 12 months following the ISAW test. The ISAW test involved 30 s of stance followed by a 7-m walk, turn, and return. We examined regression models for falling using 17 ISAW metrics, with and without age and fall history, and characterize top-performing models by AUC and metrics included. The ISAW test improved distinguishing between future fallers and non-fallers compared to age and history of falls, alone (AUC improved from 0.69 to 0.75). Models with 1 ISAW metric usually included a postural sway measure, models with 2 ISAW measures included a turning measure, models with 3 ISAW measures included a gait variability measure, and models with 4 or 5 measures added a gait initiation measure. Gait speed and dual-task cost did not distinguish between fallers and non-fallers in this high-functioning cohort. The best fall-prediction models support the notion that older people may fall due to a variety of balance and gait impairments.
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Affiliation(s)
- Fay B. Horak
- Department of Neurology, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, OP-32, Portland, OR 97239 USA
- APDM Wearable Technologies, Clario Company, 2828 S Corbett Ave, #135, Portland, OR 97201 USA
| | - Amy Laird
- School of Public Health, OR Health & Science University-Portland State University, 3181 SW Sam Jackson Park Rd, Portland, OR 97239 USA
| | - Patricia Carlson-Kuhta
- Department of Neurology, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, OP-32, Portland, OR 97239 USA
| | - Melanie Abrahamson
- Department of Endocrinology, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, Portland, OR 97239 USA
| | - Martina Mancini
- Department of Neurology, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, OP-32, Portland, OR 97239 USA
| | - Eric S. Orwoll
- Department of Endocrinology, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, Portland, OR 97239 USA
| | - Jodi A. Lapidus
- School of Public Health, OR Health & Science University-Portland State University, 3181 SW Sam Jackson Park Rd, Portland, OR 97239 USA
| | - Vrutangkumar V. Shah
- Department of Neurology, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, OP-32, Portland, OR 97239 USA
- APDM Wearable Technologies, Clario Company, 2828 S Corbett Ave, #135, Portland, OR 97201 USA
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14
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Yan S, Yeomans MA, Hondzinski JM. Vertical-horizontal illusory effects with gaze restrictions do not change length estimations using the lower limb. Exp Brain Res 2023; 241:67-80. [PMID: 36355211 DOI: 10.1007/s00221-022-06504-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Accepted: 11/03/2022] [Indexed: 11/11/2022]
Abstract
Gaze direction and use of visual feedback can affect illusory influences over perceptions and manual length size estimates of the vertical-horizontal (V-H) illusion, in which the vertical, bisecting segment of an inverted T (IT) appears longer than the horizontal, bisected segment. We questioned whether V-H illusory influences would also exist for the lower limb. Participants stepped forward in an attempt to make the toe-to-toe distance of their dominant foot equal to a short or long bisecting segment length of a vertically projected IT. Performances under three gaze conditions included: maintaining gaze on the IT intersection throughout a trial for target fixation (TF); viewing the intersection for 4 s then looking down and performing the step for movement fixation (MF); and viewing the intersection for 4 s then maintaining gaze on the remembered location of the intersection and performing the step for remembered target fixation (RTF). Variables included step displacement, peak velocity (PV), and normalized ground reaction force amplitude (GRFampN), as well as time to peak and peak amplitude of the center of pressure (COPtime and COPamp, respectively). Main effects of gaze on PV, GRFampN, COPtime, and COPamp revealed lower values for MF compared to TF and RTF, which did not exist for step displacement. No significant correlations existed between step displacement and other variables across participants. Together, we found evidence to suggest differences between movement planning and movement completion. Exploitation of deceptive visual cues can guide step planning and early step execution, but do not guide final step estimations.
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Affiliation(s)
- Shijun Yan
- School of Kinesiology, Louisiana State University, 1246 Pleasant Hall, Baton Rouge, LA, 70803, USA.,Legs and Walking Lab, Shirley Ryan AbilityLab, Chicago, IL, USA.,Department of Physical Medicine and Rehabilitation, Northwestern University, Chicago, IL, USA
| | - Matthew A Yeomans
- School of Kinesiology, Louisiana State University, 1246 Pleasant Hall, Baton Rouge, LA, 70803, USA.,Department of Health and Human Performance, University of Tennessee at Martin, Martin, TN, USA
| | - Jan M Hondzinski
- School of Kinesiology, Louisiana State University, 1246 Pleasant Hall, Baton Rouge, LA, 70803, USA.
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15
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de Freitas PB, Freitas SMSF, Prado-Rico JM, Lewis MM, Du G, Yanosky JD, Huang X, Latash ML. Synergic control in asymptomatic welders during multi-finger force exertion and load releasing while standing. Neurotoxicology 2022; 93:324-336. [PMID: 36309163 PMCID: PMC10398836 DOI: 10.1016/j.neuro.2022.10.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 10/21/2022] [Accepted: 10/22/2022] [Indexed: 11/06/2022]
Abstract
Motor synergies, i.e., neural mechanisms that organize multiple motor elements to ensure stability of actions, are affected by several neurological condition. Asymptomatic welders showed impaired synergy controlling the stability of multi-finger action compared to non-welders and this impairment was associated with microstructural damage in the globus pallidus. We further explored the effect of welding-related metal exposure on multi-finger synergy and extended our investigation to posture-stabilizing synergy during a standing task. Occupational, MRI, and performance-stabilizing synergies during multi-finger accurate force production and load releasing while standing were obtained from 29 welders and 19 age- and sex-matched controls. R2* and R1 relaxation rate values were used to estimate brain iron and manganese content, respectively, and diffusion tensor imaging was used to reflect brain microstructural integrity. Associations of brain MRI (caudate, putamen, globus pallidus, and red nucleus), and motor synergy were explored by group status. The results revealed that welders had higher R2* values in the caudate (p = 0.03), putamen (p = 0.01), and red nucleus (p = 0.08, trend) than controls. No group effect was revealed on multi-finger synergy index during steady-state phase of action (ΔVZss). Compared to controls, welders exhibited lower ΔVZss (-0.106 ± 0.084 vs. 0.160 ± 0.092, p = 0.04) and variance that did not affect the performance variable (VUCM, 0.022 ± 0.003 vs. 0.038 ± 0.007, p = 0.03) in the load releasing, postural task. The postural synergy index, ΔVZss, was associated negatively with higher R2* in the red nucleus in welders (r = -0.44, p = 0.03), but not in controls. These results suggest that the synergy index in the load releasing during a standing task may reflect welding-related neurotoxicity in workers with chronic metals exposure. This finding may have important clinical and occupational health implications.
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Affiliation(s)
- Paulo B de Freitas
- Interdisciplinary Graduate Program in Health Science, Universidade Cruzeiro do Sul, São Paulo, SP, Brazil
| | - Sandra M S F Freitas
- Graduate Program in Physical Therapy, Universidade Cidade de São Paulo, São Paulo, SP, Brazil
| | - Janina M Prado-Rico
- Department of Neurology, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA
| | - Mechelle M Lewis
- Department of Neurology, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA; Department of Pharmacology, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA
| | - Guangwei Du
- Department of Neurology, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA
| | - Jeff D Yanosky
- Department of Public Health Science, College of Medicine, The Pennsylvania State University, Hershey, PA, USA
| | - Xuemei Huang
- Department of Neurology, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA; Department of Pharmacology, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA; Radiology, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA; Department of Neurosurgery, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA; Department of Kinesiology, The Pennsylvania State University, University Park, PA, USA.
| | - Mark L Latash
- Department of Kinesiology, The Pennsylvania State University, University Park, PA, USA.
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16
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Sotirakis C, Conway N, Su Z, Villarroel M, Tarassenko L, FitzGerald JJ, Antoniades CA. Longitudinal Monitoring of Progressive Supranuclear Palsy using Body-Worn Movement Sensors. Mov Disord 2022; 37:2263-2271. [PMID: 36054142 DOI: 10.1002/mds.29194] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Revised: 07/15/2022] [Accepted: 07/25/2022] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND We have previously shown that wearable technology and machine learning techniques can accurately discriminate between progressive supranuclear palsy (PSP), Parkinson's disease, and healthy controls. To date these techniques have not been applied in longitudinal studies of disease progression in PSP. OBJECTIVES We aimed to establish whether data collected by a body-worn inertial measurement unit (IMU) network could predict clinical rating scale scores in PSP and whether it could be used to track disease progression. METHODS We studied gait and postural stability in 17 participants with PSP over five visits at 3-month intervals. Participants performed a 2-minute walk and an assessment of postural stability by standing for 30 seconds with their eyes closed, while wearing an array of six IMUs. RESULTS Thirty-two gait and posture features were identified, which progressed significantly with time. A simple linear regression model incorporating the three features with the clearest progression pattern was able to detect statistically significant progression 3 months in advance of the clinical scores. A more complex linear regression and a random forest approach did not improve on this. CONCLUSIONS The reduced variability of the models, in comparison to clinical rating scales, allows a significant change in disease status from baseline to be observed at an earlier stage. The current study sheds light on the individual features that are important in tracking disease progression. © 2022 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Charalampos Sotirakis
- NeuroMetrology Lab, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom
| | - Niall Conway
- NeuroMetrology Lab, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom
| | - Zi Su
- NeuroMetrology Lab, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom
| | - Mauricio Villarroel
- Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, United Kingdom
| | - Lionel Tarassenko
- Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, United Kingdom
| | - James J FitzGerald
- NeuroMetrology Lab, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom.,Nuffield Department of Surgical Sciences, University of Oxford, Oxford, United Kingdom
| | - Chrystalina A Antoniades
- NeuroMetrology Lab, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom
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17
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Costa EDC, Santinelli FB, Moretto GF, Figueiredo C, von Ah Morano AE, Barela JA, Barbieri FA. A multiple domain postural control assessment in people with Parkinson's disease: traditional, non-linear, and rambling and trembling trajectories analysis. Gait Posture 2022; 97:130-136. [PMID: 35932689 DOI: 10.1016/j.gaitpost.2022.07.250] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 05/06/2022] [Accepted: 07/24/2022] [Indexed: 02/02/2023]
Abstract
BACKGROUND Postural impairment is one of the most debilitating symptoms in people with Parkinson's disease (PD), which show faster and more variable oscillation during quiet stance than neurologically healthy individuals. Despite the center of pressure parameters can characterize PD's body sway, they are limited to uncover underlying mechanisms of postural stability and instability. RESEARCH QUESTION Do a multiple domain analysis, including postural adaptability and rambling and trembling components, explain underlying postural stability and instability mechanisms in people with PD? METHOD Twenty-four individuals (12 people with PD and 12 neurologically healthy peers) performed three 60-s trials of upright quiet standing on a force platform. Traditional and non-linear parameters (Detrended Fluctuation Analysis- DFA and Multiscale Entropy- MSE) and rambling and trembling trajectories were calculated for anterior-posterior (AP) and medial-lateral (ML) directions. RESULTS PDG's postural control was worse compared to CG, displaying longer displacement, higher velocity, and RMS. Univariate analyses revealed largely longer displacement and RMS only for the AP direction and largely higher velocity for both AP and ML directions. Also, PD individuals showed lower AP complexity, higher AP and ML DFA, and increased AP and ML displacement, velocity, and RMS of rambling and trembling components compared to neurologically healthy individuals. SIGNIFICANCE Based upon these results, people with PD have a lower capacity to adapt posture and impaired both rambling and trembling components compared to neurologically healthy individuals. These findings provide new insights to explain the larger, faster, and more variable sway in people with PD.
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Affiliation(s)
- Elisa de Carvalho Costa
- São Paulo State University (Unesp), School of Sciences, Department of Physical Education, Human Movement Research Laboratory (MOVI-LAB), Bauru, SP, Brazil
| | - Felipe Balistieri Santinelli
- São Paulo State University (Unesp), School of Sciences, Department of Physical Education, Human Movement Research Laboratory (MOVI-LAB), Bauru, SP, Brazil; REVAL Rehabilitation Research Center, Faculty of Rehabilitation Sciences, Hasselt University, Hasselt, Belgium
| | - Gabriel Felipe Moretto
- São Paulo State University (Unesp), School of Sciences, Department of Physical Education, Human Movement Research Laboratory (MOVI-LAB), Bauru, SP, Brazil
| | - Caique Figueiredo
- São Paulo State University (Unesp), School of Technology and Sciences, Department of Physical Education, Physical Education, Exercise and Immunometabolism Research Group, Presidente Prudente, SP, Brazil
| | - Ana Elisa von Ah Morano
- São Paulo State University (Unesp), School of Technology and Sciences, Department of Physical Education, Physical Education, Exercise and Immunometabolism Research Group, Presidente Prudente, SP, Brazil
| | - José Angelo Barela
- São Paulo State University (Unesp) - Institute of Biosciences, Department of Physical Education, Campus Rio Claro, SP, Brazil
| | - Fabio Augusto Barbieri
- São Paulo State University (Unesp), School of Sciences, Department of Physical Education, Human Movement Research Laboratory (MOVI-LAB), Bauru, SP, Brazil.
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18
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Russo Y, Stuart S, Silva-Batista C, Brumbach B, Vannozzi G, Mancini M. Does visual cueing improve gait initiation in people with Parkinson's disease? Hum Mov Sci 2022; 84:102970. [PMID: 35738211 DOI: 10.1016/j.humov.2022.102970] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Revised: 06/04/2022] [Accepted: 06/05/2022] [Indexed: 11/04/2022]
Abstract
Anticipatory postural adjustments (APAs) prior to gait initiation are impaired in people with Parkinson's disease (PD), particularly in those who report Freezing of Gait (FOG). External cues can improve gait parameters in people with PD, but the effects of visual cues on gait initiation are poorly known. The study aimed to (i) assess differences, during gait initiation, between people with PD with (FOG+) and without FOG (FOG-) and healthy controls (HC), (ii) explore the effect of disease severity on gait initiation and (iii) investigate the acute effect of visual cueing on gait initiation and straight-ahead gait. Twenty FOG- and twenty FOG+, and eighteen HC participated in this study. Participants were asked to perform self-initiated gait with and without visual cues presented as transverse taped lines on the floor. Gait initiation and gait were characterized with wireless inertial measurement units. Results showed that FOG+ had smaller APAs than HC and FOG-; although no differences were detected between FOG+ and FOG- when taking into account disease severity. Significant correlations between MDS-UPDRS III scores and gait initiation/straight-ahead gait variables confirmed that differences between FOG+ and FOG- were driven by disease severity. In gait initiation, visual cues elicited different behaviors in people with and without PD. Particularly, people with PD showed smaller and longer APAs, whereas HC showed longer first step durations, compared to baseline. However, the adopted visual cues improved gait speed and stride length in all individuals. These results suggest that people with PD, despite the presence of FOG, utilize different motor strategies, compared to HC, to adapt to the new biomechanical requirements of gait initiation dictated by the visual cues.
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Affiliation(s)
- Yuri Russo
- Department of Movement, Human and Health Sciences, University of Roma Foro Italico, Roma, Italy; Department of Neurology, Oregon Health and Science University, Portland, OR, USA
| | - Samuel Stuart
- Department of Neurology, Oregon Health and Science University, Portland, OR, USA; Department of Sport, Exercise and Rehabilitation, Northumbria University, Newcastle upon Tyne, UK
| | - Carla Silva-Batista
- Department of Neurology, Oregon Health and Science University, Portland, OR, USA; Exercise Neuroscience Research Group, University of Sao Paulo, Sao Paulo, Brazil
| | - Barbara Brumbach
- Biostatistics and Design Program, Oregon Health & Science University, Portland, OR, USA
| | - Giuseppe Vannozzi
- Department of Movement, Human and Health Sciences, University of Roma Foro Italico, Roma, Italy
| | - Martina Mancini
- Department of Neurology, Oregon Health and Science University, Portland, OR, USA.
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19
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Pozzi NG, Palmisano C, Reich MM, Capetian P, Pacchetti C, Volkmann J, Isaias IU. Troubleshooting Gait Disturbances in Parkinson's Disease With Deep Brain Stimulation. Front Hum Neurosci 2022; 16:806513. [PMID: 35652005 PMCID: PMC9148971 DOI: 10.3389/fnhum.2022.806513] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2021] [Accepted: 03/16/2022] [Indexed: 01/08/2023] Open
Abstract
Deep brain stimulation (DBS) of the subthalamic nucleus or the globus pallidus is an established treatment for Parkinson's disease (PD) that yields a marked and lasting improvement of motor symptoms. Yet, DBS benefit on gait disturbances in PD is still debated and can be a source of dissatisfaction and poor quality of life. Gait disturbances in PD encompass a variety of clinical manifestations and rely on different pathophysiological bases. While gait disturbances arising years after DBS surgery can be related to disease progression, early impairment of gait may be secondary to treatable causes and benefits from DBS reprogramming. In this review, we tackle the issue of gait disturbances in PD patients with DBS by discussing their neurophysiological basis, providing a detailed clinical characterization, and proposing a pragmatic programming approach to support their management.
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Affiliation(s)
- Nicoló G. Pozzi
- Department of Neurology, University Hospital of Würzburg and Julius Maximilian University of Würzburg, Würzburg, Germany
| | - Chiara Palmisano
- Department of Neurology, University Hospital of Würzburg and Julius Maximilian University of Würzburg, Würzburg, Germany
| | - Martin M. Reich
- Department of Neurology, University Hospital of Würzburg and Julius Maximilian University of Würzburg, Würzburg, Germany
| | - Philip Capetian
- Department of Neurology, University Hospital of Würzburg and Julius Maximilian University of Würzburg, Würzburg, Germany
| | - Claudio Pacchetti
- Parkinson’s Disease and Movement Disorders Unit, IRCCS Mondino Foundation, Pavia, Italy
| | - Jens Volkmann
- Department of Neurology, University Hospital of Würzburg and Julius Maximilian University of Würzburg, Würzburg, Germany
| | - Ioannis U. Isaias
- Department of Neurology, University Hospital of Würzburg and Julius Maximilian University of Würzburg, Würzburg, Germany
- Parkinson Institute Milan, ASST Gaetano Pini-CTO, Milan, Italy
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20
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Delafontaine A, Vialleron T, Diakhaté DG, Fourcade P, Yiou E. Effects of experimentally induced cervical spine mobility alteration on the postural organisation of gait initiation. Sci Rep 2022; 12:6055. [PMID: 35410364 PMCID: PMC9001680 DOI: 10.1038/s41598-022-10101-6] [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: 07/14/2021] [Accepted: 03/28/2022] [Indexed: 11/09/2022] Open
Abstract
AbstractGait initiation (GI), the transient period between quiet standing and locomotion, is a functional task classically used in the literature to investigate postural control. This study aimed to investigate the influence of an experimentally-induced alteration of cervical spine mobility (CSM) on GI postural organisation. Fifteen healthy young adults initiated gait on a force-plate in (1) two test conditions, where participants wore a neck orthosis that passively simulated low and high levels of CSM alteration; (2) one control condition, where participants wore no orthosis; and (3) one placebo condition, where participants wore a cervical bandage that did not limit CSM. Centre-of-pressure and centre-of-mass kinematics were computed based on force-plate recordings according to Newton’s second law. Main results showed that anticipatory postural adjustments amplitude (peak backward centre-of-pressure shift and forward centre-of-mass velocity at toe-off) and motor performance (step length and forward centre-of-mass velocity at foot-contact) were altered under the condition of high CSM restriction. These effects of CSM restriction may reflect the implementation of a more cautious strategy directed to attenuate head-in-space destabilisation and ease postural control. It follows that clinicians should be aware that the prescription of a rigid neck orthosis to posturo-deficient patients could exacerbate pre-existing GI deficits.
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21
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Chandrabhatla AS, Pomeraniec IJ, Ksendzovsky A. Co-evolution of machine learning and digital technologies to improve monitoring of Parkinson's disease motor symptoms. NPJ Digit Med 2022; 5:32. [PMID: 35304579 PMCID: PMC8933519 DOI: 10.1038/s41746-022-00568-y] [Citation(s) in RCA: 28] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Accepted: 01/21/2022] [Indexed: 11/09/2022] Open
Abstract
Parkinson's disease (PD) is a neurodegenerative disorder characterized by motor impairments such as tremor, bradykinesia, dyskinesia, and gait abnormalities. Current protocols assess PD symptoms during clinic visits and can be subjective. Patient diaries can help clinicians evaluate at-home symptoms, but can be incomplete or inaccurate. Therefore, researchers have developed in-home automated methods to monitor PD symptoms to enable data-driven PD diagnosis and management. We queried the US National Library of Medicine PubMed database to analyze the progression of the technologies and computational/machine learning methods used to monitor common motor PD symptoms. A sub-set of roughly 12,000 papers was reviewed that best characterized the machine learning and technology timelines that manifested from reviewing the literature. The technology used to monitor PD motor symptoms has advanced significantly in the past five decades. Early monitoring began with in-lab devices such as needle-based EMG, transitioned to in-lab accelerometers/gyroscopes, then to wearable accelerometers/gyroscopes, and finally to phone and mobile & web application-based in-home monitoring. Significant progress has also been made with respect to the use of machine learning algorithms to classify PD patients. Using data from different devices (e.g., video cameras, phone-based accelerometers), researchers have designed neural network and non-neural network-based machine learning algorithms to categorize PD patients across tremor, gait, bradykinesia, and dyskinesia. The five-decade co-evolution of technology and computational techniques used to monitor PD motor symptoms has driven significant progress that is enabling the shift from in-lab/clinic to in-home monitoring of PD symptoms.
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Affiliation(s)
- Anirudha S Chandrabhatla
- School of Medicine, University of Virginia Health Sciences Center, Charlottesville, VA, 22903, USA
| | - I Jonathan Pomeraniec
- Surgical Neurology Branch, National Institutes of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA.
- Department of Neurosurgery, University of Virginia Health Sciences Center, Charlottesville, VA, 22903, USA.
| | - Alexander Ksendzovsky
- Department of Neurosurgery, University of Maryland Medical System, Baltimore, MD, 21201, USA
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22
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Daly S, Hanson JT, Mavanji V, Gravely A, Jean J, Jonason A, Lewis S, Ashe J, Looft JM, McGovern RA. Using kinematics to re-define the pull test as a quantitative biomarker of the postural response in normal pressure hydrocephalus patients. Exp Brain Res 2022; 240:791-802. [PMID: 35041069 DOI: 10.1007/s00221-021-06292-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2021] [Accepted: 12/14/2021] [Indexed: 11/30/2022]
Abstract
Quantitative biomarkers are needed for the diagnosis, monitoring and therapeutic assessment of postural instability in movement disorder patients. The goal of this study was to create a practical, objective measure of postural instability using kinematic measurements of the pull test. Twenty-one patients with normal pressure hydrocephalus and 20 age-matched control subjects were fitted with inertial measurement units and underwent 10-20 pull tests of varying intensities performed by a trained clinician. Kinematic data were extracted for each pull test and aggregated. Patients participated in 103 sessions for a total of 1555 trials while controls participated in 20 sessions for a total of 299 trials. Patients were separated into groups by MDS-Unified Parkinson's Disease Rating Scale (MDS-UPDRS) pull test score. The center of mass velocity profile easily distinguished between patient groups such that score increases correlated with decreases in peak velocity and later peak velocity onset. All patients except those scored as "3" demonstrated an increase in step length and decrease in reaction time with increasing pull intensity. Groups were distinguished by differences in the relationship of step length to pull intensity (slope) and their overall step length or reaction time regardless of pull intensity (y-intercept). NPH patients scored as "normal" on the MDS-UPDRS scale were kinematically indistinguishable from age-matched control subjects during a standardized perturbation, but could be distinguished from controls by their response to a range of pull intensities. An instrumented, purposefully varied pull test produces kinematic metrics useful for distinguishing clinically meaningful differences within hydrocephalus patients as well as distinguishing these patients from healthy, control subjects.
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Affiliation(s)
- Samuel Daly
- Department of Neurosurgery, University of Minnesota Medical School, University of Minnesota, 420 Delaware St. SE, MMC 96, Room D-429, Minneapolis, MN, 55455, USA
| | - Jacob T Hanson
- Department of Neurosurgery, University of Minnesota Medical School, University of Minnesota, 420 Delaware St. SE, MMC 96, Room D-429, Minneapolis, MN, 55455, USA
| | - Vibha Mavanji
- Division of Prosthetics, Motion Capture Analysis Laboratory, Minneapolis Veterans Affairs Health Care System, Minneapolis, MN, USA
| | - Amy Gravely
- Department of Statistics, Minneapolis Veterans Affairs Health Care System, Minneapolis, MN, USA
| | - James Jean
- Department of Neurosurgery, University of Minnesota Medical School, University of Minnesota, 420 Delaware St. SE, MMC 96, Room D-429, Minneapolis, MN, 55455, USA
| | - Alec Jonason
- Department of Neurosurgery, University of Minnesota Medical School, University of Minnesota, 420 Delaware St. SE, MMC 96, Room D-429, Minneapolis, MN, 55455, USA
| | - Scott Lewis
- Department of Neurology, University of Minnesota Medical School, Minneapolis, MN, USA.,Department of Neurology, Minneapolis Veterans Affairs Health Care System, Minneapolis, MN, USA
| | - James Ashe
- Department of Neurology, University of Minnesota Medical School, Minneapolis, MN, USA.,Department of Neurology, Minneapolis Veterans Affairs Health Care System, Minneapolis, MN, USA
| | - John M Looft
- Division of Prosthetics, Motion Capture Analysis Laboratory, Minneapolis Veterans Affairs Health Care System, Minneapolis, MN, USA
| | - Robert A McGovern
- Department of Neurosurgery, University of Minnesota Medical School, University of Minnesota, 420 Delaware St. SE, MMC 96, Room D-429, Minneapolis, MN, 55455, USA. .,Division of Neurosurgery, Minneapolis Veterans Affairs Health Care System, Minneapolis, MN, USA.
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23
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Cupertino L, Dos Reis TG, Los Angeles E, Costa TM, Shokur S, Bouri M, de Lima-Pardini AC, Coelho DB. Biomechanical aspects that precede freezing episode during gait in individuals with Parkinson's disease: A systematic review. Gait Posture 2022; 91:149-154. [PMID: 34717288 DOI: 10.1016/j.gaitpost.2021.10.021] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/05/2021] [Revised: 09/30/2021] [Accepted: 10/17/2021] [Indexed: 02/02/2023]
Abstract
BACKGROUND The freezing episode (FE) management during gait in Parkinson's disease is inefficient with current medications, neurosurgery, and physical interventions. Knowing the biomechanical change patients suffer preceding FE would be the ultimate goal to measure, predict, and prevent these events. OBJECTIVE We performed a systematic review to summarize the kinematic, kinetic, electromyographic, and spatio-temporal characteristics of the events that precede the FE during gait in Parkinson's disease. LITERATURE SURVEY Databases searched included PubMed, Embase, and Cochrane and between 2001 to August 2021. METHODOLOGY The present study was a systematic review registered in the PROSPERO database (CRD42021255082). Three reviewers searched and selected studies with methodologies involving biomechanical changes and kinetic, kinematic, electromyography, and spatiotemporal changes before FE in a patient with Parkinson's disease. The relevant articles that show the events preceding FE in patients with PD were identified. We excluded studies that describe or compare methods or algorithms to detect FE. Studies may include participants with all PD severity, time of disease, and age. SYNTHESIS We selected ten articles for final evaluation. The most consistent results indicate a dramatic reduction of movement excursions with (1) decrease in stride length; (2) decreased gait speed; (3) postural instability with the increased double support phase; (4) incoordination of anterior tibial and gastrocnemius; (5) larger amplitude in the EMG of biceps femoris; (6) decreased range of motion in the sagittal plane at the ankle and hip joints; and (7) anterior pelvic tilt. CONCLUSION FE is characterized by complex motor patterns than normal gait and mismatched gains in the perception and execution of the ongoing movement.
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Affiliation(s)
- Layla Cupertino
- Biomedical Engineering, Federal University of ABC, São Bernardo do Campo, SP, Brazil
| | | | - Emanuele Los Angeles
- Biomedical Engineering, Federal University of ABC, São Bernardo do Campo, SP, Brazil
| | - Thaisy Moraes Costa
- Biomedical Engineering, Federal University of ABC, São Bernardo do Campo, SP, Brazil
| | - Solaiman Shokur
- École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland; The BioRobotics Institute and Department of Excellence in Robotics and AI, Scuola Superiore Sant'Anna, Pisa, Italy
| | - Mohamed Bouri
- École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland
| | - Andrea C de Lima-Pardini
- Laboratory of Integrative Motor Behaviour, Centre for Neuroscience Studies, Queen's University, Ontario, Canada
| | - Daniel Boari Coelho
- Biomedical Engineering, Federal University of ABC, São Bernardo do Campo, SP, Brazil.
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24
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Kimijanová J, Hirjaková Z, Bzdúšková D, Hlavačka F. Influence of vision on gait initiation and first step kinematics in young and older adults. Physiol Res 2021; 70:S409-S417. [PMID: 35099259 DOI: 10.33549/physiolres.934813] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
The study investigated whether anticipatory postural adjustments (APAs) of gait initiation and kinematics of the first step are modified with absence of vision in relation to age. Twenty-two young and twenty-two older subjects initiated a self-paced gait with the vision available and deprived. APAs were measured by: (1) force platform and evaluated by maximal amplitude of the center of pressure (CoP) displacements; (2) two inertial sensors attached to the trunk and evaluated by maximal accelerations. Step kinematics was recorded using a motion capture system and evaluated by duration, length and maximal velocity of the first step. Visual deprivation led to a significant reduction of forward trunk accelerations during the anticipatory phase of stepping in older adults. Moreover, they significantly reduced first step length and maximal velocity and prolonged duration of the first step. Contrary, young adults did not respond to absence of vision by significant changes of neither APAs, nor first step kinematics. These findings suggest that gait initiation is strongly associated with increased reliance on vision in older adults. We further indicate that trunk accelerations during the anticipatory phase of stepping may be a more sensitive measure to detect age-related changes of APAs due to absent visual information compared to CoP.
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Affiliation(s)
- J Kimijanová
- Department of Behavioural Neuroscience, Institute of Normal and Pathological Physiology, Centre of Experimental Medicine, Slovak Academy of Sciences, Bratislava, Slovak Republic.
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25
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Kawasaki T, Oda H, Sawaguchi Y, Kunimura H, Hiraoka K. Sympathetic Response to Postural Perturbation in Stance. Front Hum Neurosci 2021; 15:763582. [PMID: 34955787 PMCID: PMC8702561 DOI: 10.3389/fnhum.2021.763582] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Accepted: 11/15/2021] [Indexed: 11/13/2022] Open
Abstract
The purpose of the present study was to elucidate whether the sympathetic response to perturbation in stance represents multiple mental responses, whether perturbation-induced fear of fall is one of the mental responses, and whether the sympathetic response is task specific. While healthy humans maintained stance, the support surface of the feet translated in the forward or backward direction. The phasic electrodermal response (EDR), representing the sympathetic response, appeared 1–1.5 s after the support surface translation. Mostly, perturbation-induced EDRs comprised one peak, but some EDRs were comprised of two peaks. The onset latency of the two-peak EDR was much shorter than that of the one-peak EDR. The second peak latency of the two-peak EDR was similar to the peak latency of the one-peak EDR, indicating that the first peak of the two-peak EDR was an additional component preceding the one-peak EDR. This finding supports a view that perturbation-induced EDR in stance sometimes represents multiple mental responses. The amplitude of the EDR had a positive and significant correlation with fear, indicating that perturbation-induced EDR in stance partially represents perturbation-induced fear of fall. The EDR amplitude was dependent on the translation amplitude and direction, indicating that perturbation-induced EDR in stance is a task specific response. The EDR appeared earlier when the participants prepared to answer a question or when the perturbation was self-triggered, indicating that adding cognitive load induces earlier perturbation-induced mental responses.
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Affiliation(s)
- Taku Kawasaki
- Graduate School of Comprehensive Rehabilitation, Osaka Prefecture University, Habikino, Japan
| | - Hitoshi Oda
- Graduate School of Comprehensive Rehabilitation, Osaka Prefecture University, Habikino, Japan
| | - Yasushi Sawaguchi
- Graduate School of Comprehensive Rehabilitation, Osaka Prefecture University, Habikino, Japan
| | - Hiroshi Kunimura
- Graduate School of Comprehensive Rehabilitation, Osaka Prefecture University, Habikino, Japan
| | - Koichi Hiraoka
- College of Health and Human Sciences, Osaka Prefecture University, Habikino, Japan
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26
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Bosch TJ, Kammermeier S, Groth C, Leedom M, Hanson EK, Berg-Poppe P, Singh A. Cortical and Cerebellar Oscillatory Responses to Postural Instability in Parkinson's Disease. Front Neurol 2021; 12:752271. [PMID: 34803888 PMCID: PMC8599431 DOI: 10.3389/fneur.2021.752271] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Accepted: 10/11/2021] [Indexed: 11/13/2022] Open
Abstract
Introduction: Posture and balance dysfunctions critically impair activities of daily living of patients with progressing Parkinson's disease (PD). However, the neural mechanisms underlying postural instability in PD are poorly understood, and specific therapies are lacking. Previous electrophysiological studies have shown distinct cortical oscillations with a significant contribution of the cerebellum during postural control tasks in healthy individuals. Methods: We investigated cortical and mid-cerebellar oscillatory activity via electroencephalography (EEG) during a postural control task in 10 PD patients with postural instability (PDPI+), 11 PD patients without postural instability (PDPI–), and 15 age-matched healthy control participants. Relative spectral power was analyzed in the theta (4–7 Hz) and beta (13–30 Hz) frequency bands. Results: Time-dependent postural measurements computed by accelerometer signals showed poor performance in PDPI+ participants. EEG results revealed that theta power was profoundly lower in mid-frontal and mid-cerebellar regions during the postural control task in PDPI+, compared to PDPI– and control participants. In addition, theta power was correlated with postural control performance in PD subjects. No significant changes in beta power were observed. Additionally, oscillatory changes during the postural control task differed from the resting state. Conclusion: This study underlines the involvement of mid-frontal and mid-cerebellar regions in postural stability during a balance task and emphasizes the important role of theta oscillations therein for postural control in PD.
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Affiliation(s)
- Taylor J Bosch
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, United States.,Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, United States
| | | | - Christopher Groth
- Department of Neurology, University of Iowa, Iowa City, IA, United States
| | - Matt Leedom
- Avera Therapy, Sioux Falls, SD, United States
| | - Elizabeth K Hanson
- Department of Communication Sciences and Disorders, University of South Dakota, Vermillion, SD, United States
| | - Patti Berg-Poppe
- Department of Physical Therapy, University of South Dakota, Vermillion, SD, United States
| | - Arun Singh
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, United States.,Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, United States
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27
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Casal MZ, Peyré-Tartaruga LA, Zanardi APJ, Ivaniski-Mello A, Alves LDL, Haas AN, Martinez FG. Postural Adjustments and Biomechanics During Gait Initiation and Obstacle Negotiation: A Comparison Between Akinetic-Rigid and Hyperkinetic Parkinson's Disease. Front Physiol 2021; 12:723628. [PMID: 34803726 PMCID: PMC8600270 DOI: 10.3389/fphys.2021.723628] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2021] [Accepted: 10/12/2021] [Indexed: 11/13/2022] Open
Abstract
Background: Individuals with Parkinson's disease (PD) exhibit different combinations of motor symptoms. The most frequent subtypes are akinetic-rigid (AK-R) and hyperkinetic (HYP). Motor symptoms, such as rigidity and bradykinesia, can directly affect postural adjustments and performance in daily tasks, like gait initiation and obstacles negotiation, increasing the risk of falls and functional dependence. Objective: To compare postural adjustments and biomechanical parameters during the gait initiation and obstacle negotiation of people with AK-R and HYP PD and correlate with functional mobility and risk of falls. Methods: Cross-sectional study. Thirty-three volunteers with PD were divided into two groups according to clinical motor manifestations: AK-R (n = 16) and HYP (n = 17). We assessed the anticipatory (APA), compensatory (CPA) postural adjustments analyzing kinematic, kinetic and, electromyographic parameters during the gait initiation and obstacle negotiation tests. We applied independent T-tests and Pearson correlation tests for comparisons and correlations, respectively (α = 0.05). Results: In the APA phase of the gait initiation test, compared to the functional HYP group, the AK-R group showed shorter time for single support (p = 0.01), longer time for double support (p = 0.01) accompanied by a smaller first step (size, p = 0.05; height, p = 0.04), and reduced muscle activation of obliquus internus (p = 0.02). Similarly, during the first step in the obstacle negotiation test, the AK-R group showed less step height (p = 0.01) and hip excursion (p = 0.02), accompanied by a reduced mediolateral displacement of the center of pressure (p = 0.02) during APA, and activation of the gluteus medius (p = 0.02) and the anterior tibialis (p = 0.04) during CPA in comparison with HYP group. Conclusion: The findings suggest that people with AK-R present impaired postural adjustments during gait initiation and obstacles negotiation compared to hyperkinetic PD. Based on defined motor symptoms, the proposition presented here revealed consistent postural adjustments during complex tasks and, therefore, may offer new insights onto PD motor evaluation and neurorehabilitation.
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Affiliation(s)
- Marcela Zimmermann Casal
- Exercise Research Laboratory, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
| | | | | | - André Ivaniski-Mello
- Exercise Research Laboratory, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
| | - Lucas de Liz Alves
- Exercise Research Laboratory, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
| | - Aline Nogueira Haas
- Exercise Research Laboratory, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
| | - Flávia Gomes Martinez
- Exercise Research Laboratory, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
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28
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Kimijanová J, Bzdúšková D, Hirjaková Z, Hlavačka F. Age-Related Changes of the Anticipatory Postural Adjustments During Gait Initiation Preceded by Vibration of Lower Leg Muscles. Front Hum Neurosci 2021; 15:771446. [PMID: 34744671 PMCID: PMC8566353 DOI: 10.3389/fnhum.2021.771446] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Accepted: 09/27/2021] [Indexed: 11/13/2022] Open
Abstract
Gait initiation (GI) challenges the balance control system, especially in the elderly. To date, however, there is no consensus about the age effect on the anticipatory postural adjustments (APAs). There is also a lack of research on APAs in older adults after proprioceptive perturbation in the sagittal plane. This study aimed to compare the ability of young and older participants to generate APAs in response to the vibratory-induced perturbation delivered immediately before GI. Twenty-two young and 22 older adults performed a series of GI trials: (1) without previous vibration; (2) preceded by the vibration of triceps surae muscles; and (3) preceded by the vibration of tibialis anterior muscles. The APAs magnitude, velocity, time-to-peak, and duration were extracted from the center of pressure displacement in the sagittal plane. Young participants significantly modified their APAs during GI, whereas older adults did not markedly change their APAs when the body vertical was shifted neither backward nor forward. Significant age-related declines in APAs were observed also regardless of the altered proprioception.The results show that young adults actively responded to the altered proprioception from lower leg muscles and sensitively scaled APAs according to the actual position of the body verticality. Contrary, older adults were unable to adjust their postural responses indicating that the challenging transition from standing to walking probably requires higher reliance on the visual input. The understanding of age-related differences in APAs may help to design training programs for the elderly specifically targeted to improve balance control in different sensory conditions, particularly during gait initiation.
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Affiliation(s)
- Jana Kimijanová
- Department of Behavioral Neuroscience, Institute of Normal and Pathological Physiology, Centre of Experimental Medicine, Slovak Academy of Sciences, Bratislava, Slovakia
| | - Diana Bzdúšková
- Department of Behavioral Neuroscience, Institute of Normal and Pathological Physiology, Centre of Experimental Medicine, Slovak Academy of Sciences, Bratislava, Slovakia
| | - Zuzana Hirjaková
- Department of Behavioral Neuroscience, Institute of Normal and Pathological Physiology, Centre of Experimental Medicine, Slovak Academy of Sciences, Bratislava, Slovakia
| | - František Hlavačka
- Department of Behavioral Neuroscience, Institute of Normal and Pathological Physiology, Centre of Experimental Medicine, Slovak Academy of Sciences, Bratislava, Slovakia
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29
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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: 2] [Impact Index Per Article: 0.7] [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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Ali F, Loushin SR, Botha H, Josephs KA, Whitwell JL, Kaufman K. Laboratory based assessment of gait and balance impairment in patients with progressive supranuclear palsy. J Neurol Sci 2021; 429:118054. [PMID: 34461552 PMCID: PMC8489851 DOI: 10.1016/j.jns.2021.118054] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2021] [Revised: 07/27/2021] [Accepted: 08/23/2021] [Indexed: 11/17/2022]
Abstract
BACKGROUND Gait and balance abnormalities are a significant source of morbidity and mortality in progressive supranuclear palsy (PSP). Gait impairment in PSP is primarily assessed clinically on exam or with the use of rating scales. Three dimensional video based gait and balance analysis performed in a laboratory setting is a highly accurate method of motion analysis (Wren et al., 2020), however limited data is available in patients with PSP. RESEARCH QUESTION In this study we assess the objective features of postural control, kinematics, kinetic and temporal-spatial gait metrics in PSP, using three-dimensional video motion analysis in a laboratory setting compared to normal controls. METHODS Three-dimensional motion was captured using a 10-camera motion capture system, 41 body markers and ground embedded force plates in 16 patients with PSP patients and compared to motorically normal controls. RESULTS Spatiotemporal, kinematic, and kinetic gait measures effectively differentiated patients with PSP from controls. Patients had slower gait velocity, lower cadence, increased double support time and abnormal antero-posterior sway. Joint kinematics and kinetics were reduced and showed less variation among patients with PSP compared to controls which is suggestive of bradykinesia. Objective gait measures of abnormality correlated with clinical disease severity. Postural sway metrics distinguished PSP from controls and captured gait imbalance. SIGNIFICANCE Objective measures of gait and balance abnormalities in patients with PSP provide an outcome measure that can be potentially used for early disease detection, in clinical trials and to validate portable motion capture devices in the future.
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Affiliation(s)
- Farwa Ali
- Department of Neurology, Rochester, MN, United States of America.
| | - Stacy R Loushin
- Department of Orthopedic Surgery, Rochester, MN, United States of America
| | - Hugo Botha
- Department of Neurology, Rochester, MN, United States of America
| | - Keith A Josephs
- Department of Neurology, Rochester, MN, United States of America
| | - Jennifer L Whitwell
- Department of Radiology, Mayo Clinic Rochester, Rochester, MN, United States of America
| | - Kenton Kaufman
- Department of Orthopedic Surgery, Rochester, MN, United States of America
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Vialleron T, Delafontaine A, Millerioux I, Memari S, Fourcade P, Yiou E. Acute effects of short-term stretching of the triceps surae on ankle mobility and gait initiation in patients with Parkinson's disease. Clin Biomech (Bristol, Avon) 2021; 89:105449. [PMID: 34418858 DOI: 10.1016/j.clinbiomech.2021.105449] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Revised: 05/17/2021] [Accepted: 08/10/2021] [Indexed: 02/07/2023]
Abstract
BACKGROUND Ankle mobility is known to be of uttermost importance to generate propulsive forces and control balance during gait initiation. Impaired mobility of the postural chain occurs with normal ageing and is exacerbated in patients with Parkinson's disease. This study questions whether short-term stretching session applied to the triceps surae improves ankle mobility and, consequently, dynamical postural control in patients with Parkinson's disease performing gait initiation. METHOD Nineteen patients with Parkinson's disease participated in this study and were randomly assigned to an "intervention group" or a "sham group". In the intervention group, patients were exposed to a 4 × 60 seconds triceps surae stretching. In the sham group, they were exposed to forearm stretching. Additionally, ten age-matched healthy elderly, who were not exposed to any stretching-treatment, were assigned to a "control group". Participants performed series of gait initiation on a force-plate before and after their treatment. FINDINGS Ankle mobility was improved in the intervention group after triceps surae stretching. The forward velocity of the center-of-mass at heel-off and motor performance related-parameters (progression velocity, center-of-mass velocity at foot-contact and swing phase duration) were also improved in the intervention group, with large effect sizes (d ≥ 0.8). None of the stability parameters were modified by the treatments. INTERPRETATION Short-term triceps surae stretching is an efficient method to increase ankle mobility and improve the capacity to generate forward propulsive forces in patients with Parkinson's disease. These findings are congruent with the "posturo-kinetics capacity" theory according to which dynamical postural control depends on postural chain mobility.
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Affiliation(s)
- Thomas Vialleron
- CIAMS laboratory, Université Paris-Saclay, 91405 Orsay Cedex, France; CIAMS laboratory, Université d'Orléans, 45067 Orléans, France
| | - Arnaud Delafontaine
- CIAMS laboratory, Université Paris-Saclay, 91405 Orsay Cedex, France; CIAMS laboratory, Université d'Orléans, 45067 Orléans, France
| | - Isis Millerioux
- CIAMS laboratory, Université Paris-Saclay, 91405 Orsay Cedex, France; CIAMS laboratory, Université d'Orléans, 45067 Orléans, France
| | - Sahel Memari
- CIAMS laboratory, Université Paris-Saclay, 91405 Orsay Cedex, France; CIAMS laboratory, Université d'Orléans, 45067 Orléans, France
| | - Paul Fourcade
- CIAMS laboratory, Université Paris-Saclay, 91405 Orsay Cedex, France; CIAMS laboratory, Université d'Orléans, 45067 Orléans, France
| | - Eric Yiou
- CIAMS laboratory, Université Paris-Saclay, 91405 Orsay Cedex, France; CIAMS laboratory, Université d'Orléans, 45067 Orléans, France.
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Dijkstra BW, Gilat M, Cofré Lizama LE, Mancini M, Bergmans B, Verschueren SMP, Nieuwboer A. Impaired Weight-Shift Amplitude in People with Parkinson's Disease with Freezing of Gait. JOURNAL OF PARKINSONS DISEASE 2021; 11:1367-1380. [PMID: 33749618 DOI: 10.3233/jpd-202370] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
BACKGROUND People with Parkinson's disease and freezing of gait (FOG; freezers) suffer from pronounced postural instability. However, the relationship between these phenomena remains unclear and has mostly been tested in paradigms requiring step generation. OBJECTIVE To determine if freezing-related dynamic balance deficits are present during a task without stepping and determine the influence of dopaminergic medication on dynamic balance control. METHODS Twenty-two freezers, 16 non-freezers, and 20 healthy age-matched controls performed mediolateral weight-shifts at increasing frequencies when following a visual target projected on a screen (MELBA task). The amplitude and phase shift differences between center of mass and target motion were measured. Balance scores (Mini-BESTest), 360° turning speed and the freezing ratio were also measured. Subjects with Parkinson's disease were tested ON and partial OFF (overnight withdrawal) dopaminergic medication. RESULTS Freezers had comparable turning speed and balance scores to non-freezers and took more levodopa. Freezers produced hypokinetic weight-shift amplitudes throughout the MELBA task compared to non-freezers (p = 0.002), which were already present at task onset (p < 0.001). Freezers also displayed an earlier weight-shift breakdown than controls when OFF-medication (p = 0.008). Medication improved mediolateral weight-shifting in freezers and non-freezers. Freezers decreased their freezing ratio in response to medication. CONCLUSION Hypokinetic weight-shifting proved a marked postural control deficit in freezers, while balance scores and turning speed were similar to non-freezers. Both weight-shift amplitudes and the freezing ratio were responsive to medication in freezers, suggesting axial motor vigor is levodopa-responsive. Future work needs to test whether weight-shifting and freezing severity can be further ameliorated through training.
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Affiliation(s)
- Bauke W Dijkstra
- Neuromotor Rehabilitation Research Group, Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Moran Gilat
- Neuromotor Rehabilitation Research Group, Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - L Eduardo Cofré Lizama
- School of Allied Health, Human Services and Sports, La Trobe University, Victoria, Australia
| | - Martina Mancini
- Department of Neurology, Oregon Health & Science University, Portland, Oregon, USA
| | - Bruno Bergmans
- Department of Neurology, AZ Sint-Jan Brugge-Oostende AV, Bruges, Belgium.,Department of Neurology, Ghent University Hospital, Ghent, Belgium
| | - Sabine M P Verschueren
- Research Group for Musculoskeletal Rehabilitation, Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Alice Nieuwboer
- Neuromotor Rehabilitation Research Group, Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
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Hasegawa N, Tanaka S, Mani H, Inoue T, Wang Y, Watanabe K, Asaka T. Adaptation of the Compensatory Stepping Response Following Predictable and Unpredictable Perturbation Training. Front Hum Neurosci 2021; 15:674960. [PMID: 34335209 PMCID: PMC8319606 DOI: 10.3389/fnhum.2021.674960] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Accepted: 06/22/2021] [Indexed: 11/13/2022] Open
Abstract
Background Effective training of the backward step response could be beneficial to improve postural stability and prevent falls. Unpredicted perturbation-based balance training (PBT), widely known as compensatory-step training, may enhance the fear of falling and the patterns of postural muscle co-contraction. Contrastingly, PBT with predictable direction or both direction and timing would suppress the fear and the co-contraction patterns during training, but the efficacy of predictable PBT for unpredictable perturbations is still unknown. Objective To compare the adaptation effects of compensatory-step training with and without predictable perturbations on backward stepping against unpredictable perturbations. Methods Thirty-three healthy young adults were randomly assigned to one of the following step training groups: Unpredicted, Predicted, and Self-initiated. In training sessions, participants were perturbed to induce a compensatory step with (Predicted group) or without (Unpredicted group) knowledge of the perturbation's direction or while knowing both the direction and timing of the perturbation (Self-initiated group). In test sessions (pre- and post-training), participants were instructed to recover their postural stability in response to an unpredicted perturbation. The margin of stability (MOS), center of mass (COM) shift, and step characteristics were measured during a backward step in both test and training sessions. Results All three groups showed a significant increase in the step length and velocity in the post-training sessions compared to those in the pre-training sessions. Moreover, in the Unpredicted and Predicted groups, but not in the Self-initiated group, the MOS at step contact was significantly increased following the training session. In addition, the Self-initiated group showed a significant increase in COM shift at 50 ms after slip onset during training compared to the Unpredicted and Predicted groups. Conclusion Unpredicted and predicted PBT improve step characteristics during backward stepping against unpredictable perturbations. Moreover, the unpredictable PBT and PBT with direction-predictable perturbations enhance the feedback postural control reflected as the postural stability at step contact.
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Affiliation(s)
- Naoya Hasegawa
- Department of Rehabilitation Science, Hokkaido University, Sapporo, Japan
| | - Shintaro Tanaka
- Graduate School of Health Sciences, Hokkaido University, Sapporo, Japan
| | - Hiroki Mani
- Department of Rehabilitation Science, Hokkaido University, Sapporo, Japan
| | - Takahiro Inoue
- Graduate School of Health Sciences, Hokkaido University, Sapporo, Japan
| | - Yun Wang
- Tianjin Key Laboratory of Exercise Physiology and Sports Medicine, College of Social Sport and Health Science, Tianjin University of Sport, Tianjin, China
| | | | - Tadayoshi Asaka
- Department of Rehabilitation Science, Hokkaido University, Sapporo, Japan
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Seuthe J, D'Cruz N, Ginis P, Blöbaum R, Weisser B, Deuschl G, Nieuwboer A, Schlenstedt C. How many gait initiation trials are necessary to reliably detect anticipatory postural adjustments and first step characteristics in healthy elderly and people with Parkinson's disease? Gait Posture 2021; 88:126-131. [PMID: 34034024 DOI: 10.1016/j.gaitpost.2021.05.016] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Revised: 05/12/2021] [Accepted: 05/16/2021] [Indexed: 02/02/2023]
Abstract
BACKGROUND The gait initiation (GI) process can be characterized by anticipatory postural adjustments (APAs) and first step characteristics. However, even within a constrained environment, it is unclear how many trials are necessary to obtain a reliable measurement of the GI process within one assessment. RESEARCH QUESTION How many gait initiation trials are necessary to reliably detect APAs and first step characteristics in healthy elderly (HC) and people with Parkinson's disease with Freezing of Gait (PD + FOG) under single (ST) and dual task (DT) conditions and are there any potential systematic errors? METHODS Thirty-eight PD + FOG (ON-medication) and 30 HC performed 5 trials of GI under ST and DT (auditory stroop test). APAs and first-step-outcomes were captured with IMUs placed on the lower back and on each foot. Intraclass correlation coefficients (ICCs) and the standard error of measurement (SEM) were computed to investigate reliability and mixed model analysis to find potential systematic errors. Additionally, we computed an estimation for the number of necessary trials to reach acceptable reliability (ICC = 0.75) for each outcome. RESULTS ICCs varied from low reliability to excellent reliability across outcomes in PD + FOG and HC. ICCs were comparable under ST and DT for most outcomes. SEM results confirmed the ICC results. A systematic error was found for the first trial in first step ROM. Number of necessary trials varied largely across outcomes. SIGNIFICANCE Within-session reliability varied across outcomes but was similar for PD + FOG and HC, and ST and DT. ML size of APA and first step ROM were most reliable, whereas APA duration and latency were least reliable. Depending on the outcome of interest, future studies should conduct multiple trials of GI to increase reliability.
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Affiliation(s)
- Jana Seuthe
- Department of Neurology, University Hospital Schleswig-Holstein, Christian-Albrechts-University, Kiel, Germany; Department of Sports Science, Christian-Albrechts-University, Kiel, Germany.
| | - Nicholas D'Cruz
- Department of Rehabilitation Sciences, Katholieke Universiteit Leuven, Leuven, Belgium
| | - Pieter Ginis
- Department of Rehabilitation Sciences, Katholieke Universiteit Leuven, Leuven, Belgium
| | - Rebecca Blöbaum
- Department of Neurology, University Hospital Schleswig-Holstein, Christian-Albrechts-University, Kiel, Germany
| | - Burkhard Weisser
- Department of Sports Science, Christian-Albrechts-University, Kiel, Germany
| | - Günther Deuschl
- Department of Neurology, University Hospital Schleswig-Holstein, Christian-Albrechts-University, Kiel, Germany
| | - Alice Nieuwboer
- Department of Rehabilitation Sciences, Katholieke Universiteit Leuven, Leuven, Belgium
| | - Christian Schlenstedt
- Department of Neurology, University Hospital Schleswig-Holstein, Christian-Albrechts-University, Kiel, Germany
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Onuma R, Masuda T, Hoshi F, Matsuda T, Sakai T, Okawa A, Jinno T. Separated center-of-pressure measurements reveal new characteristics of reduced anticipatory postural adjustments during gait initiation in patients with Parkinson's disease. Physiother Theory Pract 2021; 38:2544-2553. [PMID: 34182894 DOI: 10.1080/09593985.2021.1946873] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Background and Objective: Accelerations, ground reaction force data, and other quantitative data obtained from kinematic analyses of gait initiation serve as measures of dyskinesia in patients with Parkinson's disease. The objective of this study was to determine whether a separate center of pressure information could reveal new characteristics of reduced anticipatory postural adjustments in patients with Parkinson's disease. Methods: Ten healthy elderly subjects and 10 patients with Parkinson's disease participated in this study. Motions at gait initiation in response to a light signal to begin the task were analyzed. Anticipatory postural adjustments were characterized using trunk acceleration data and center of pressure displacement data. Results: The separated center of pressure in patients with Parkinson's disease showed longer peak latency (p < .01) and larger peak magnitude (p < .01) in the stance leg than in the stepping leg. In patients with Parkinson's disease, the displacement peak latency of the stance leg center of pressure correlated negatively with the Timed Up and Go time (r = -0.46, p < .05), while displacement peak latency of the stepping leg center of pressure correlated negatively with Unified Parkinson's Disease Rating Scale (r= -0.47, p < .05), and positively with Berg Balance Scale score (r = 0.50, p < .05). Conclusions: Patients with Parkinson's disease experience asymmetry between the stance leg and stepping leg at gait initiation. These findings may help clinicians understand the changes to motor function in patients with Parkinson's disease and suggest strategies for improved rehabilitation training.
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Affiliation(s)
- Ryo Onuma
- Department of Rehabilitation, Geriatric Health Services Facility, Caretown Yuyu, Medical Corporation Meikeikai, Saitama, Hasuda, Japan.,Department of Rehabilitation Medicine, Tokyo Medical and Dental University Graduate School, Bunkyo-ku, Tokyo Japan
| | - Tadashi Masuda
- Faculty of Symbiotic Systems Science, Fukushima University, Fukushima, Fukushima Japan
| | - Fumihiko Hoshi
- Department of Health and Social Services, Saitama Prefectural University, Saitama, Koshigaya, Japan
| | - Tadamitsu Matsuda
- Faculty of Health Science, Juntendo University, Bunkyo-ku, Tokyo Japan
| | - Tomoko Sakai
- Department of Rehabilitation Medicine, Tokyo Medical and Dental University Graduate School, Bunkyo-ku, Tokyo Japan
| | - Atsushi Okawa
- Department of Rehabilitation Medicine, Tokyo Medical and Dental University Graduate School, Bunkyo-ku, Tokyo Japan
| | - Tetsuya Jinno
- Department of Rehabilitation Medicine, Tokyo Medical and Dental University Graduate School, Bunkyo-ku, Tokyo Japan.,Department of Orthopaedic Surgery, Dokkyo Medical University Saitama Medical Center, Saitama, Koshigaya, Japan
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Desai R, Fritz NE, Muratori L, Hausdorff JM, Busse M, Quinn L. Evaluation of gait initiation using inertial sensors in Huntington's Disease: insights into anticipatory postural adjustments and cognitive interference. Gait Posture 2021; 87:117-122. [PMID: 33906090 DOI: 10.1016/j.gaitpost.2021.04.021] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Revised: 03/15/2021] [Accepted: 04/14/2021] [Indexed: 02/02/2023]
Abstract
BACKGROUND Understanding the contribution of anticipatory postural adjustments (APA) to walking ability in individuals with Huntington's disease (HD) may provide insight into motor planning and the functional consequences of HD-specific cortical-basal ganglia pathway dysfunctions. RESEARCH QUESTION How do inertial measurement unit (IMU)-derived APAs and first step parameters differ between individuals with HD and non-HD peers under no load and cognitive load conditions, and what is their relationship to gait speed and clinical measures? METHODS 33 individuals with manifest HD and 15 non-HD peers wore three Opal APDM IMUs during a 14-meter walk under no load and cognitive load conditions. APA acceleration amplitudes, APA durations, first step range of motion (ROM), and first step durations were compared, along with their relationship to gait speed. RESULTS Individuals with HD had greater APA acceleration amplitudes, smaller first step ROM and longer first step durations compared to non-HD peers. No differences in APA durations were present between groups in both conditions. Cognitive loading influenced first step ROM but not other APA parameters. Mediolateral APA acceleration amplitudes were a significant predictor of gait speed and were related to disease-specific measures. SIGNIFICANCE Larger acceleration amplitudes and smaller first step ROMs of greater duration, accompanied by the preservation of APA durations, reveal a discrepancy in movement scaling in HD. Additionally, the mediolateral component of the APA is likely a rate-limiting factor that drives a compensatory response in gait initiation. Further research is needed to explore the neural correlates of HD-related movement scaling.
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Affiliation(s)
- Radhika Desai
- Department of Biobehavioral Sciences, Teachers College, Columbia University, New York, NY, USA.
| | - Nora E Fritz
- Wayne State University, Program in Physical Therapy, Detroit, MI, USA.
| | - Lisa Muratori
- Physical Therapy Program, Stony Brook University, Stony Brook, NY, USA.
| | - 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 and Sagol School of Neuroscience, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel; Rush Alzheimer's Disease Center and Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, IL, USA.
| | - Monica Busse
- Centre for Trials Research, Cardiff University, Cardiff, UK.
| | - Lori Quinn
- Department of Biobehavioral Sciences, Teachers College, Columbia University, New York, NY, USA; Centre for Trials Research, Cardiff University, Cardiff, UK.
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Quantitative mobility measures complement the MDS-UPDRS for characterization of Parkinson's disease heterogeneity. Parkinsonism Relat Disord 2021; 84:105-111. [PMID: 33607526 DOI: 10.1016/j.parkreldis.2021.02.006] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Revised: 12/28/2020] [Accepted: 02/03/2021] [Indexed: 11/20/2022]
Abstract
INTRODUCTION Emerging technologies show promise for enhanced characterization of Parkinson's Disease (PD) motor manifestations. We evaluated quantitative mobility measures from a wearable device compared to the conventional motor assessment, the Movement Disorders Society-Unified PD Rating Scale part III (motor MDS-UPDRS). METHODS We evaluated 176 PD subjects (mean age 65, 65% male, 66% H&Y stage 2) during routine clinic visits using the motor MDS-UPDRS and a 10-min motor protocol with a body-fixed sensor (DynaPort MT, McRoberts BV), including the 32-ft walk, Timed Up and Go (TUG), and standing posture with eyes closed. Regression models examined 12 quantitative mobility measures for associations with (i) motor MDS-UPDRS, (ii) motor subtype (tremor dominant vs. postural instability/gait difficulty), (iii) Montreal Cognitive Assessment (MoCA), and (iv) physical functioning disability (PROMIS-29). All analyses included age, gender, and disease duration as covariates. Models iii-iv were secondarily adjusted for motor MDS-UPDRS. RESULTS Quantitative mobility measures from gait, TUG transitions, turning, and posture were significantly associated with motor MDS-UPDRS (7 of 12 measures, p < 0.05) and motor subtype (6 of 12 measures, p < 0.05). Compared with motor MDS-UPDRS, several quantitative mobility measures accounted for a 1.5- or 1.9-fold increased variance in either cognition or physical functioning disability, respectively. Among minimally-impaired subjects in the bottom quartile of motor MDS-UPDRS, including subjects with normal gait exam, the measures captured substantial residual motor heterogeneity. CONCLUSION Clinic-based quantitative mobility assessments using a wearable sensor captured features of motor performance beyond those obtained with the motor MDS-UPDRS and may offer enhanced characterization of disease heterogeneity.
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Park JH, Kia K, Srinivasan D, Kim JH. Postural balance effects from exposure to multi-axial whole-body vibration in mining vehicle operation. APPLIED ERGONOMICS 2021; 91:103307. [PMID: 33202332 DOI: 10.1016/j.apergo.2020.103307] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Revised: 11/05/2020] [Accepted: 11/06/2020] [Indexed: 06/11/2023]
Abstract
Twenty participants (18 males and 2 females) completed postural stability assessments before and after 4-h exposure to whole body vibration (WBV) in four experimental conditions: (a) vertical-dominant WBV with vertical passive air suspension, (b) multi-axial WBV with vertical passive air suspension, (c) multi-axial WBV with multi-axial active suspension, and (d) no WBV condition. Center of pressure (COP)-based postural sway measures significantly increased following multi-axial WBV exposure. Increase in COP velocity and displacement following multi-axial WBV was significantly higher than the increase in all the other exposure conditions. However, no significant differences between the WBV conditions were observed in functional limits of stability and anticipatory postural adjustments. While our results show standing balance to be impaired following the multi-axial WBV exposure of off-road mining vehicles, dynamic stability across a broader range of conditions needs to be understood to causally link postural stability decrements to increased fall-risks associated with off-road vehicle operators.
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Affiliation(s)
- Jang-Ho Park
- Department of Industrial and Systems Engineering, Virginia Tech, Blacksburg, VA, USA
| | - Kiana Kia
- School of Mechanical, Industrial, and Manufacturing Engineering, Oregon State University, Corvallis, OR, USA
| | - Divya Srinivasan
- Department of Industrial and Systems Engineering, Virginia Tech, Blacksburg, VA, USA
| | - Jeong Ho Kim
- School of Biological and Population Health Sciences, Oregon State University, Corvallis, OR, USA.
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Brain networks associated with anticipatory postural adjustments in Parkinson's disease patients with freezing of gait. NEUROIMAGE-CLINICAL 2021; 28:102461. [PMID: 33395957 PMCID: PMC7575874 DOI: 10.1016/j.nicl.2020.102461] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Revised: 09/30/2020] [Accepted: 10/01/2020] [Indexed: 12/13/2022]
Abstract
High hemodynamic response in the AI and SMA in the FoG when an APA was required. Connectivity between the right and left insulae was correlated with severity of FoG. Both groups showed different brain network organizations between SMA and bilateral AI. SMA was found to be a hub in patients with FoG when an APA was required.
Specific impairments of anticipatory postural adjustment (APA) during step initiation have been reported in patients with Parkinson’s disease (PD) and freezing of gait (FoG). Although APA disruption has been associated with FoG, there is scarce knowledge about its neural correlates. We sought to better understand the neural networks involved with APA in patients with FoG by assessing the level of hemodynamic response of specific brain regions and the functional connectivity during the leg lifting task. In the current investigation, APAs of patients with PD, with and without (nFoG) freezing were assessed during a leg lifting task in an event-related, functional magnetic resonance imaging (er-fMRI) protocol. Results identified a high hemodynamic response in the right anterior insula (AI) and supplementary motor area (SMA) in the FoG group when an APA was required. The nFoG had stronger connectivity between the right and left insulae than the FoG group. The strength of this connectivity was negatively correlated with the severity of FoG. Both groups showed different brain network organizations comprising the SMA and the bilateral AI. The SMA was found to be a hub in patients with FoG when an APA was required for the task. Our findings suggest that both groups used compensatory mechanism comprising the insulae during APA. Neither group used the entire network comprised of the insulae and SMA to accomplish the task. The FoG group relied more on SMA as a hub than as part of a broader network to exchange information during the APA.
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Freitas SMSF, de Freitas PB, Falaki A, Corson T, Lewis MM, Huang X, Latash ML. Synergic control of action in levodopa-naïve Parkinson's disease patients: II. Multi-muscle synergies stabilizing vertical posture. Exp Brain Res 2020; 238:2931-2945. [PMID: 33068173 PMCID: PMC7644647 DOI: 10.1007/s00221-020-05947-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Accepted: 10/06/2020] [Indexed: 01/07/2023]
Abstract
Postural instability is a major disabling feature in Parkinson's disease (PD). We quantified the organization of leg and trunk muscles into synergies stabilizing the center of pressure (COP) coordinate within the uncontrolled manifold hypothesis in levodopa-naïve patients with PD and age-matched control subjects. The main hypothesis was that changes in the synergic control of posture are present early in the PD process even before levodopa exposure. Eleven levodopa-naïve patients with PD and 11 healthy controls performed whole-body cyclical voluntary sway tasks and a self-initiated load-release task during standing on a force plate. Surface electromyographic activity in 13 muscles on the right side of the body was analyzed to identify muscle groups with parallel scaling of activation levels (M-modes). Data were collected both before ("off-drug") and approximately 60 min after the first dose of 25/100 carbidopa/levodopa ("on-drug"). COP-stabilizing synergies were quantified for the load-release task. Levodopa-naïve patients with PD showed no COP-stabilizing synergy "off-drug", whereas controls showed posture-stabilizing multi-M-mode synergy. "On-drug", patients with PD demonstrated a significant increase in the synergy index. There were no significant drug effects on the M-mode composition, anticipatory postural adjustments, indices of motor equivalence, or indices of COP variability. The results suggest that levodopa-naïve patients with PD already show impaired posture-stabilizing multi-muscle synergies that may be used as promising behavioral biomarkers for emerging postural disorders in PD. Moreover, levodopa modified synergy metrics differently in these levodopa-naïve patients compared to a previous study of patients on chronic antiparkinsonian medications (Falaki et al. in J Electromyogr Kinesiol 33:20-26, 2017a), suggesting different neurocircuitry involvement.
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Affiliation(s)
- Sandra M S F Freitas
- Graduate Program in Physical Therapy, City University of São Paulo, São Paulo, SP, Brazil
- Department of Kinesiology, The Pennsylvania State University, Rec.Hall-267, University Park, PA, 16802, USA
- Department of Neurology, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA
| | - Paulo B de Freitas
- Department of Kinesiology, The Pennsylvania State University, Rec.Hall-267, University Park, PA, 16802, USA
- Department of Neurology, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA
- Interdisciplinary Graduate Program in Health Sciences, Cruzeiro do Sul University, São Paulo, SP, Brazil
| | - Ali Falaki
- Department of Physiology, University of Montreal, Montreal, QC, Canada
| | - Tyler Corson
- Department of Neurology, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA
| | - Mechelle M Lewis
- Department of Neurology, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA
- Department of Pharmacology, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA
| | - Xuemei Huang
- Department of Kinesiology, The Pennsylvania State University, Rec.Hall-267, University Park, PA, 16802, USA
- Department of Neurology, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA
- Department of Pharmacology, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA
- Department of Radiology, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA
- Department of Neurosurgery, Milton S. Hershey Medical Center, The Pennsylvania State University, Hershey, PA, USA
| | - Mark L Latash
- Department of Kinesiology, The Pennsylvania State University, Rec.Hall-267, University Park, PA, 16802, USA.
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Maslivec A, Fielding A, Wilson M, Norris M, Young W. 'Recoupling' the attentional and motor control of preparatory postural adjustments to overcome freezing of gait in Parkinson's. J Neuroeng Rehabil 2020; 17:146. [PMID: 33129334 PMCID: PMC7603666 DOI: 10.1186/s12984-020-00776-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Accepted: 10/15/2020] [Indexed: 11/17/2022] Open
Abstract
Objectives This study examined if people with Parkinson’s and freezing of gait pathology (FoG) could be trained to increase preparatory weight-shift amplitude, and facilitate step initiation during FoG. Methods Thirty-five people with Parkinson’s and FoG attempted to initiate forward walking from a stationary position caused by a freeze (n = 17, FoG-F) or voluntarily stop (n = 18, FoG-NF) in a Baseline condition and two conditions where an increased weight-shift amplitude was trained via: (i) explicit verbal instruction, and (ii) implicit movement analogies. Results At Baseline, weight-shift amplitudes were smaller during: (i) unsuccessful, compared to successful step initiations (FoG-F group), and (ii) successful step initiations in the FoG-F group compared to FoG-NF. Both Verbal and Analogy training resulted in significant increases in weight-shift amplitude in both groups, and a corresponding pronounced reduction in unsuccessful attempts to initiate stepping (FoG-F group). Conclusions Hypometric preparatory weight-shifting is associated with failure to initiate forward stepping in people with Parkinson’s and FoG. However, impaired weight-shift characteristics are modifiable through conscious strategies. This current study provides a novel and critical evaluation of preparatory weight-shift amplitudes during FoG events. The intervention described represents an attractive ‘rescue’ strategy and should be further scrutinised regarding limitations posed by physical and cognitive deficits.
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Affiliation(s)
- Amy Maslivec
- Department of Surgery and Cancer, Imperial College London, London, UK
| | - Anna Fielding
- College of Health and Life Sciences, Brunel University London, Uxbridge, UK
| | - Mark Wilson
- School of Sport and Health Sciences, University of Exeter, Exeter, EX1 2LU, UK
| | - Meriel Norris
- College of Health and Life Sciences, Brunel University London, Uxbridge, UK
| | - William Young
- College of Health and Life Sciences, Brunel University London, Uxbridge, UK. .,School of Sport and Health Sciences, University of Exeter, Exeter, EX1 2LU, UK.
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Monje MHG, Foffani G, Obeso J, Sánchez-Ferro Á. New Sensor and Wearable Technologies to Aid in the Diagnosis and Treatment Monitoring of Parkinson's Disease. Annu Rev Biomed Eng 2020; 21:111-143. [PMID: 31167102 DOI: 10.1146/annurev-bioeng-062117-121036] [Citation(s) in RCA: 48] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Parkinson's disease (PD) is a degenerative disorder of the brain characterized by the impairment of the nigrostriatal system. This impairment leads to specific motor manifestations (i.e., bradykinesia, tremor, and rigidity) that are assessed through clinical examination, scales, and patient-reported outcomes. New sensor-based and wearable technologies are progressively revolutionizing PD care by objectively measuring these manifestations and improving PD diagnosis and treatment monitoring. However, their use is still limited in clinical practice, perhaps because of the absence of external validation and standards for their continuous use at home. In the near future, these systems will progressively complement traditional tools and revolutionize the way we diagnose and monitor patients with PD.
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Affiliation(s)
- Mariana H G Monje
- HM CINAC, Hospital Universitario HM Puerta del Sur, Universidad CEU-San Pablo, 28938 Móstoles, Madrid, Spain; , , , .,Department of Anatomy, Histology and Neuroscience, School of Medicine, Universidad Autónoma de Madrid, 28029 Madrid, Spain
| | - Guglielmo Foffani
- HM CINAC, Hospital Universitario HM Puerta del Sur, Universidad CEU-San Pablo, 28938 Móstoles, Madrid, Spain; , , , .,Hospital Nacional de Parapléjicos, Servicio de Salud de Castilla La Mancha, 45071 Toledo, Spain
| | - José Obeso
- HM CINAC, Hospital Universitario HM Puerta del Sur, Universidad CEU-San Pablo, 28938 Móstoles, Madrid, Spain; , , , .,Centro de Investigación Biomédica en Red, Enfermedades Neurodegenerativas, 28031 Madrid, Spain
| | - Álvaro Sánchez-Ferro
- HM CINAC, Hospital Universitario HM Puerta del Sur, Universidad CEU-San Pablo, 28938 Móstoles, Madrid, Spain; , , , .,Centro de Investigación Biomédica en Red, Enfermedades Neurodegenerativas, 28031 Madrid, Spain.,Research Laboratory of Electronics, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
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Schlenstedt C, Peterson DS, Mancini M. The effect of tactile feedback on gait initiation in people with Parkinson's disease: A pilot study. Gait Posture 2020; 80:240-245. [PMID: 32559642 DOI: 10.1016/j.gaitpost.2020.06.001] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Revised: 05/29/2020] [Accepted: 06/01/2020] [Indexed: 02/02/2023]
Abstract
BACKGROUND Gait initiation and turning are common triggers for Freezing of Gait (FOG) in people with Parkinson's disease (PD). Recently, it has been shown that closed-loop tactile feedback (CLTF) can be effective to improve turning performance in people with FOG. RESEARCH QUESTION Does CLTF change the preparation and execution of the first step during gait initiation? METHODS People (n = 36) with PD with FOG (PD + FOG) (n = 18) and without FOG (PD-FOG) (n = 18) were included in the study and performed self-initiated gait with or without CLTF under single and dual task conditions. Anticipatory postural adjustments (APAs) and step kinematics were quantified with inertial measurement units (IMUs). Muscle activity of the right and left tensor fasciae latae (TFL) was measured via EMG recordings. RESULTS PD + FOG and PD-FOG did not differ in age, gender and disease duration and severity (p > 0.05). PD + FOG performed smaller APAs (F = 4.559, p = 0.04) with a higher amount of TFL co-contraction (F = 6.034, p = 0.02) compared to PD-FOG. CLTF had no effect on APAs but led to an increase in first step duration (F = 7.921, p = 0.008). CONCLUSIONS PD + FOG had smaller APAs and higher left and right TFL co-contraction during gait initiation. CLTF did not impact preparation of the first step but led to a slower execution of the first step. We speculate that, similarly to findings from turning, CLTF might result in the participant attending more closely to the first step compared to without CLTF. Whether increased attention on gait initiation is beneficial in diminishing FOG should be investigated in more detail.
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Affiliation(s)
- Christian Schlenstedt
- Department of Neurology, University Hospital Schleswig-Holstein, Christian-Albrechts-University, Kiel, Germany
| | | | - Martina Mancini
- Balance Disorders Laboratory, Oregon Health & Science University, Portland, OR, USA.
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Hiraoka K, Kunimura H, Oda H, Kawasaki T, Sawaguchi Y. Rhythmic movement and rhythmic auditory cues enhance anticipatory postural adjustment of gait initiation. Somatosens Mot Res 2020; 37:213-221. [PMID: 32538238 DOI: 10.1080/08990220.2020.1777959] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
The purpose of this study was to determine whether the rhythmic movements or cues enhance the anticipatory postural adjustment (APA) of gait initiation. Healthy humans initiated gait in response to an auditory start cue (third cue). A first auditory cue was given 8 s before the start cue, and a second auditory cue was given 3 s before the start cue. The participants performed the rhythmic medio-lateral weight shift (ML-WS session), rhythmic anterior-posterior weight shift (AP-WS session), or rhythmic arm swing (arm swing session) in the time between the first and second cues. In the rhythmic cues session, rhythmic auditory cues with a frequency of 1 Hz were given in this time. In the stationary session, the participants maintained stationary stance in this time. The APA and initial step movement preceded by those rhythmic movements or cues were compared with those in the stationary session. The temporal characteristics of the initial step movement of the gait initiation were not changed by the rhythmic movements or cues. The medio-lateral displacement of the APA in the ML-WS and arm swing sessions was significantly greater than that in the stationary session. The anterior-posterior displacement of the APA in the rhythmic cues and arm swing sessions was significantly greater than that in the stationary session. Taken together, the rhythmic movements and cues enhance the APA of gait initiation. The present finding may be a clue or motive for the future investigation for using rhythmic movements or cues as the preparatory activity to enlarge the small APA of gait initiation in the patients with Parkinson's disease.
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Affiliation(s)
- Koichi Hiraoka
- Department of Physical Therapy, College of Health and Human Sciences, Osaka Prefecture University, Habikino, Osaka, Japan
| | - Hiroshi Kunimura
- Graduate School of Comprehensive Rehabilitation, Osaka Prefecture University, Habikino, Osaka, Japan
| | - Hitoshi Oda
- Graduate School of Comprehensive Rehabilitation, Osaka Prefecture University, Habikino, Osaka, Japan
| | - Taku Kawasaki
- Graduate School of Comprehensive Rehabilitation, Osaka Prefecture University, Habikino, Osaka, Japan
| | - Yasushi Sawaguchi
- Graduate School of Comprehensive Rehabilitation, Osaka Prefecture University, Habikino, Osaka, Japan
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Fifteen Years of Wireless Sensors for Balance Assessment in Neurological Disorders. SENSORS 2020; 20:s20113247. [PMID: 32517315 PMCID: PMC7308812 DOI: 10.3390/s20113247] [Citation(s) in RCA: 48] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 05/25/2020] [Accepted: 06/03/2020] [Indexed: 12/12/2022]
Abstract
Balance impairment is a major mechanism behind falling along with environmental hazards. Under physiological conditions, ageing leads to a progressive decline in balance control per se. Moreover, various neurological disorders further increase the risk of falls by deteriorating specific nervous system functions contributing to balance. Over the last 15 years, significant advancements in technology have provided wearable solutions for balance evaluation and the management of postural instability in patients with neurological disorders. This narrative review aims to address the topic of balance and wireless sensors in several neurological disorders, including Alzheimer’s disease, Parkinson’s disease, multiple sclerosis, stroke, and other neurodegenerative and acute clinical syndromes. The review discusses the physiological and pathophysiological bases of balance in neurological disorders as well as the traditional and innovative instruments currently available for balance assessment. The technical and clinical perspectives of wearable technologies, as well as current challenges in the field of teleneurology, are also examined.
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Elangovan N, Cheung C, Mahnan A, Wyman JF, Tuite P, Konczak J. Hatha yoga training improves standing balance but not gait in Parkinson's disease. SPORTS MEDICINE AND HEALTH SCIENCE 2020; 2:80-88. [PMID: 35784178 PMCID: PMC9219298 DOI: 10.1016/j.smhs.2020.05.005] [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: 02/14/2020] [Revised: 05/13/2020] [Accepted: 05/16/2020] [Indexed: 12/01/2022] Open
Abstract
Background and purpose Complementary therapies, such as yoga, have been proposed to address gait and balance problems in Parkinson's disease (PD). However, the effects of yoga on gait and static balance have not been studied systematically in people with PD (PWP). Here we evaluated the effects of a 12-week long Hatha yoga intervention on biomechanical parameters of gait and posture in PWP. Methods We employed a pilot randomized controlled trial design with two groups of mild-to-moderate PWP (immediate treatment, waitlist control; N = 10 each; Mean Hoehn and Yahr score = 2 for each group). Baseline Unified Parkinson's Disease Rating Scale (UPDRS) motor scores, and gait and postural kinematics including postural sway path length, cadence, walking speed, and turning time were obtained. The immediate treatment group received a 60-min Hatha yoga training twice a week for 12 weeks, while the waitlisted control group received no training. After 12 weeks, gait and postural kinematics were assessed (post-test for treatment group and second-baseline for waitlist group). Then, the waitlist group received the same yoga training and was evaluated post-training. Results After Hatha yoga training, UPDRS motor scores improved with an 8-point mean decrease which is considered as a moderate clinically important change for mild-moderate PD. Sway path length during stance decreased significantly (mean reduction: -34.4%). No significant between-group differences or improvements in gait kinematics were observed. Conclusion This study showed that a 12-week Hatha yoga training can improve static balance in PWP. We found no evidence that it systematically improves gait performance in PWP.
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Affiliation(s)
- Naveen Elangovan
- Human Sensorimotor Control Laboratory, School of Kinesiology, University of Minnesota, Minneapolis, MN, USA
- Center for Clinical Movement Science, University of Minnesota, Minneapolis, MN, USA
- Corresponding author. Human Sensorimotor Control Laboratory School of Kinesiology, University of Minnesota, 1900 University Ave. SE, Minneapolis, MN, 55455, USA.
| | - Corjena Cheung
- School of Nursing, University of Minnesota, Minneapolis, MN, USA
- Department of Health, Hong Kong Adventist College, Hong Kong, China
| | - Arash Mahnan
- Human Sensorimotor Control Laboratory, School of Kinesiology, University of Minnesota, Minneapolis, MN, USA
| | - Jean F. Wyman
- School of Nursing, University of Minnesota, Minneapolis, MN, USA
| | - Paul Tuite
- Department of Neurology, University of Minnesota Health, Minneapolis, MN, USA
| | - Jürgen Konczak
- Human Sensorimotor Control Laboratory, School of Kinesiology, University of Minnesota, Minneapolis, MN, USA
- Center for Clinical Movement Science, University of Minnesota, Minneapolis, MN, USA
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Kamieniarz A, Michalska J, Marszałek W, Akbaş A, Słomka KJ, Krzak-Kubica A, Rudzińska-Bar M, Juras G. Transitional Locomotor Tasks in People With Mild to Moderate Parkinson's Disease. Front Neurol 2020; 11:405. [PMID: 32499752 PMCID: PMC7242736 DOI: 10.3389/fneur.2020.00405] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2019] [Accepted: 04/17/2020] [Indexed: 12/12/2022] Open
Abstract
Background: People with Parkinson's disease (PD) exhibit deficits in maintaining balance both during quiet standing and during walking, turning, standing up from sitting, and step initiation. Objective: The purpose of this study was to examine balance disorders during a transitional task under different conditions in participants with PD. Methods: The research was conducted on 15 PD-II (mild) and 15 PD-III (moderate) individuals (H&Y II-III stage) and 30 healthy elderly. The transitional task was measured on two force platforms (A and B). The procedure consisted of three phases: (1) quiet standing on platform A, (2) crossing to platform B, and (3) quiet standing on platform B, each until measurements were completed. There were four conditions: crossing without an obstacle, crossing with an obstacle, and walking up and down the step. Results: There were no significant differences between mild PD individuals and healthy elderly during quiet standing before the transitional task and after completing the task. The temporal aspects describing the different transitional tasks were comparable between mild PD and healthy subjects. Moderate PD participants presented a significantly higher COP velocity after the transitional task compared to the healthy older adults (p < 0.05). Additionally, the moderate PD group showed significantly higher values for transit time relative to healthy subjects during the transitional task in all conditions (p < 0.05). Conclusions: Disease severity affects the temporal aspects of different transitional tasks in people with PD. The procedure of completing a transitional task under different conditions allowed differences between moderate and mild PD stages and healthy subjects to be observed.
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Affiliation(s)
- Anna Kamieniarz
- Institute of Sport Sciences, Academy of Physical Education, Katowice, Poland
| | - Justyna Michalska
- Institute of Sport Sciences, Academy of Physical Education, Katowice, Poland
| | - Wojciech Marszałek
- Institute of Sport Sciences, Academy of Physical Education, Katowice, Poland
| | - Anna Akbaş
- Institute of Sport Sciences, Academy of Physical Education, Katowice, Poland
| | - Kajetan J. Słomka
- Institute of Sport Sciences, Academy of Physical Education, Katowice, Poland
| | - Agnieszka Krzak-Kubica
- Department of Neurology, Medical University of Silesia in Katowice, University Clinical Center, Katowice, Poland
| | - Monika Rudzińska-Bar
- Department of Neurology, Faculty of Medicine and Health Sciences, Andrzej Frycz Modrzewski Kraków University, Kraków, Poland
| | - Grzegorz Juras
- Institute of Sport Sciences, Academy of Physical Education, Katowice, Poland
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Time Window of Perturbation-Induced Response Triggered by Ankle Motion and Body Sway above the Ankle. Brain Sci 2020; 10:brainsci10040230. [PMID: 32290377 PMCID: PMC7226339 DOI: 10.3390/brainsci10040230] [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: 03/12/2020] [Revised: 04/09/2020] [Accepted: 04/10/2020] [Indexed: 11/17/2022] Open
Abstract
We determined the precise time windows of the electromyographic (EMG) response components triggered by ankle motion and by body sway above the ankle. A support surface under the feet of healthy young adult participants in the quiet stance was moved in translation. The EMG response component triggered by body displacement above the ankle began at 95–100 ms and ended 145–155 ms after the onset of the support surface translation. The EMG response triggered by ankle dorsiflexion began at 35–50 ms and ended 110–115 ms after the onset of the translation in the soleus muscle, indicating that the response component began at a time similar to the short-latency response. In contrast, the response component in the gastrocnemius muscle began noticeably after that. The EMG response triggered by ankle dorsiflexion began at 75–85 ms and ended 125–135 ms after the onset of the translation in the gastrocnemius muscle. Our findings indicate that the threshold of the early response component to the somatic sensation of the ankle motion in the soleus muscle is lower than that in the gastrocnemius muscle. The response component triggered by the ankle motion continued long after the end of ankle dorsiflexion, indicating that the early component is mediated not only by the monosynaptic stretch reflex pathway but also by the polysynaptic pathway.
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De Vos M, Prince J, Buchanan T, FitzGerald JJ, Antoniades CA. Discriminating progressive supranuclear palsy from Parkinson's disease using wearable technology and machine learning. Gait Posture 2020; 77:257-263. [PMID: 32078894 DOI: 10.1016/j.gaitpost.2020.02.007] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2019] [Revised: 02/05/2020] [Accepted: 02/06/2020] [Indexed: 02/02/2023]
Abstract
BACKGROUND Progressive supranuclear palsy (PSP), a neurodegenerative conditions may be difficult to discriminate clinically from idiopathic Parkinson's disease (PD). It is critical that we are able to do this accurately and as early as possible in order that future disease modifying therapies for PSP may be deployed at a stage when they are likely to have maximal benefit. Analysis of gait and related tasks is one possible means of discrimination. RESEARCH QUESTION Here we investigate a wearable sensor array coupled with machine learning approaches as a means of disease classification. METHODS 21 participants with PSP, 20 with PD, and 39 healthy control (HC) subjects performed a two minute walk, static sway test, and timed up-and-go task, while wearing an array of six inertial measurement units. The data were analysed to determine what features discriminated PSP from PD and PSP from HC. Two machine learning algorithms were applied, Logistic Regression (LR) and Random Forest (RF). RESULTS 17 features were identified in the combined dataset that contained independent information. The RF classifier outperformed the LR classifier, and allowed discrimination of PSP from PD with 86 % sensitivity and 90 % specificity, and PSP from HC with 90 % sensitivity and 97 % specificity. Using data from the single lumbar sensor only resulted in only a modest reduction in classification accuracy, which could be restored using 3 sensors (lumbar, right arm and foot). However for maximum specificity the full six sensor array was needed. SIGNIFICANCE A wearable sensor array coupled with machine learning methods can accurately discriminate PSP from PD. Choice of array complexity depends on context; for diagnostic purposes a high specificity is needed suggesting the more complete array is advantageous, while for subsequent disease tracking a simpler system may suffice.
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Affiliation(s)
- Maarten De Vos
- Department of Engineering Science, Institute of Biomedical Engineering, University of Oxford, Old Road Campus Research Building, OX3 7DQ, Oxford, UK
| | - John Prince
- Department of Engineering Science, Institute of Biomedical Engineering, University of Oxford, Old Road Campus Research Building, OX3 7DQ, Oxford, UK
| | | | - James J FitzGerald
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, OX3 9DU, UK; Nuffield Department of Clinical Neurosciences, NeuroMetrology Lab, University of Oxford, Oxford, OX3 9DU, UK
| | - Chrystalina A Antoniades
- Nuffield Department of Clinical Neurosciences, NeuroMetrology Lab, University of Oxford, Oxford, OX3 9DU, UK.
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Ammann KR, Ahamed T, Sweedo AL, Ghaffari R, Weiner YE, Slepian RC, Jo H, Slepian MJ. Human motion component and envelope characterization via wireless wearable sensors. BMC Biomed Eng 2020; 2:3. [PMID: 32903362 PMCID: PMC7422588 DOI: 10.1186/s42490-020-0038-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2019] [Accepted: 02/04/2020] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND The characterization of limb biomechanics has broad implications for analyzing and managing motion in aging, sports, and disease. Motion capture videography and on-body wearable sensors are powerful tools for characterizing linear and angular motions of the body, though are often cumbersome, limited in detection, and largely non-portable. Here we examine the feasibility of utilizing an advanced wearable sensor, fabricated with stretchable electronics, to characterize linear and angular movements of the human arm for clinical feedback. A wearable skin-adhesive patch with embedded accelerometer and gyroscope (BioStampRC, MC10 Inc.) was applied to the volar surface of the forearm of healthy volunteers. Arms were extended/flexed for the range of motion of three different regimes: 1) horizontal adduction/abduction 2) flexion/extension 3) vertical abduction. Data were streamed and recorded revealing the signal "pattern" of movement in three separate axes. Additional signal processing and filtering afforded the ability to visualize these motions in each plane of the body; and the 3-dimensional motion envelope of the arm. RESULTS Each of the three motion regimes studied had a distinct pattern - with identifiable qualitative and quantitative differences. Integration of all three movement regimes allowed construction of a "motion envelope," defining and quantifying motion (range and shape - including the outer perimeter of the extreme of motion - i.e. the envelope) of the upper extremity. The linear and rotational motion results from multiple arm motions match measurements taken with videography and benchtop goniometer. CONCLUSIONS A conformal, stretchable electronic motion sensor effectively captures limb motion in multiple degrees of freedom, allowing generation of characteristic signatures which may be readily recorded, stored, and analyzed. Wearable conformal skin adherent sensor patchs allow on-body, mobile, personalized determination of motion and flexibility parameters. These sensors allow motion assessment while mobile, free of a fixed laboratory environment, with utility in the field, home, or hospital. These sensors and mode of analysis hold promise for providing digital "motion biomarkers" of health and disease.
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Affiliation(s)
| | - Touhid Ahamed
- Department of Civil Engineering, University of Arizona, Tucson, AZ USA
| | - Alice L. Sweedo
- Department of Biomedical Engineering, University of Arizona, Tucson, AZ USA
| | - Roozbeh Ghaffari
- Department of Biomedical Engineering, Northwestern University, Evanston, IL USA
| | - Yonatan E. Weiner
- Department of Robotics Engineering, Worcester Polytechnic Institute, Worcester, MA USA
| | | | - Hongki Jo
- Department of Civil Engineering, University of Arizona, Tucson, AZ USA
| | - Marvin J. Slepian
- Department of Medicine, University of Arizona, Tucson, AZ USA
- Department of Biomedical Engineering, University of Arizona, Tucson, AZ USA
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