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Sierra M. SD, Harris N, Múnera M, Cifuentes CA. Socially assistive walker for daily living assistance in older adults. Front Robot AI 2024; 11:1401663. [PMID: 39220205 PMCID: PMC11362817 DOI: 10.3389/frobt.2024.1401663] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Accepted: 07/19/2024] [Indexed: 09/04/2024] Open
Abstract
Introduction This paper addresses the growing healthcare needs of an ageing population and the lack of advanced technologies with social capabilities that are cost effective, user friendly, and readily adopted. In response to this motivation, a socially assistive walker is designed to provide physical and cognitive support in activities of daily living for older adults. Methods Physical and cognitive support is provided by walker's structure, sensors, and feedback interfaces to assist users daily living activities, as well as, in navigating environment safely and efficiently. The walker's design arises from semi-structured interviews conducted with ageing experts, leading to the development of two levels or modes of social interaction, namely low and high interaction. Results and discussion In a cohort of 14 adults, the study found the device easy to use regardless of the interaction mode, with 78.5% expressing a preference for the version featuring embodiment, verbal feedback, and more proactive cues (p < 0.05). The results also prompted ideas and suggestions for new designs based on insights gleaned from the user. This research contributes to the field of socially assistive robotics by offering an example of a user centred approach to address the healthcare challenges an ageing population poses.
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Affiliation(s)
- Sergio D. Sierra M.
- Faculty of Engineering, University of Bristol, Bristol, United Kingdom
- Bristol Robotics Laboratory, University of the West of England, Bristol, United Kingdom
| | - Nigel Harris
- Bristol Robotics Laboratory, University of the West of England, Bristol, United Kingdom
| | - Marcela Múnera
- Bristol Robotics Laboratory, University of the West of England, Bristol, United Kingdom
| | - Carlos A. Cifuentes
- Bristol Robotics Laboratory, University of the West of England, Bristol, United Kingdom
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Maity S, Das H, Chakrawarty A, Devanbu VGC. Gait analysis and geriatric syndromes: An association among elderly patients attending a teaching hospital of Delhi. J Family Med Prim Care 2024; 13:2329-2335. [PMID: 39027860 PMCID: PMC11254061 DOI: 10.4103/jfmpc.jfmpc_1728_23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Revised: 12/11/2023] [Accepted: 12/11/2023] [Indexed: 07/20/2024] Open
Abstract
Background Gait abnormalities are prevalent, affecting a substantial portion of the elderly population, and leading to mobility limitations, reduced quality of life, falls, hospitalizations, and premature death. Objectives The study aims to assess gait patterns among individuals aged 75 years and above attending the geriatric OPD of a tertiary care hospital in New Delhi and evaluate their association with various geriatric syndromes. Materials and Methods This cross-sectional study, conducted at a tertiary care hospital in Delhi, from May 2019 to November 2021, involved 100 participants aged 75 and above. It encompassed a thorough assessment protocol covering demographics, health history, clinical and functional evaluations, depression, cognition, balance, frailty, urinary incontinence, polypharmacy, nutrition, comorbidities, and gait analysis. Results In this study of elderly individuals, the mean age was 78.56 years, and the mean BMI was 23.11. The participants had an average of 1.74 comorbidities, with hypertension being the most prevalent (62%), followed by diabetes (25%), chronic obstructive airway disease (COAD) (11%), and coronary artery disease (15%). Geriatric assessments revealed varying proportions of frailty (34%), polypharmacy (40%), and urinary incontinence (9%). The mean scores for activities of daily living, instrumental activities of daily living, nutritional status, cognitive function, Timed Up and Go Test, and depression scale were also reported. Various gait parameters demonstrated significant correlations with these geriatric factors, including frailty, comorbidities, BMI, and mobility scores. Conclusion The study identified significant associations between gait patterns and various geriatric syndromes, emphasizing the importance of gait analysis in assessing the health and mobility of elderly individuals.
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Affiliation(s)
- Suman Maity
- Department of Geriatric Medicine, Medical College Kolkata, Kolkata, West Bengal, India
| | - Himadri Das
- Department of Geriatric Medicine, Medical College Kolkata, Kolkata, West Bengal, India
| | | | - Vinoth Gnana Chellaiyan Devanbu
- Department of Community Medicine, Chettinad Hospital and Research Institute, Chettinad Academy of Research and Education, Kelambakkam, Chennai, Tamil Nadu, India
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Pan S, Hu Y, Zhang H, He Y, Tian C, Lei J. The Current Status and Trends of Research Related to Vestibular Disorders, Vertigo, and Cognitive Impairment in the Elderly Population: A Bibliometric Analysis. EAR, NOSE & THROAT JOURNAL 2024:1455613241257396. [PMID: 38818829 DOI: 10.1177/01455613241257396] [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: 06/01/2024] Open
Abstract
Background: The vestibular system not only supports reflex function at the brainstem level, but is also associated with higher levels of cognitive function. Vertigo due to vestibular disorders may lead to or be associated with cognitive dysfunction. Patients with deficits of both vestibular as well as cognitive function may be at particularly high risk for events like falls or certain diseases, such as Alzheimer's. Objective: To analyze the current state of research and trends in the global research literature regarding the correlation between vestibular disorders, vertigo, and cognitive impairment. Methods: We utilized Bibliometrix package to search databases including PubMed, Web of Science, etc for search terms. Results: Databases were searched up to December 15, 2022, and a total of 2222 publications were retrieved. Ultimately, 53 studies were included. A total of 261 authors published in 38 journals and conferences with an overall increasing annual growth rate of 6.94%. The most-published journal was Frontiers in Neurology. The most-published country was the United States, followed by Italy and Brazil. The most-published institution was Johns Hopkins University with a total of 13 articles. On performing trend analysis, we found that the most frequent focus of research in this field include the testing of vestibular perception, activation of the brain-related cortex, and the influence of stimulus-triggered vestibular snail reflex on visual space. The potential focal points are the risk of falling and the ability to extract spatial memory information, and the focus of research in recent decades has revolved around balance, falling, and Alzheimer's disease. Conclusions: Vestibular impairment in older adults affects cognitive function, particularly immediate memory, visuospatial cognition, and attention, with spatial cognition being the most significantly affected. In the future, virtual reality-based vestibular rehabilitation techniques and caloric stimulation could be potential interventions for the treatment of cognitive impairment.
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Affiliation(s)
- Sijia Pan
- School of Medical Technology and Information Engineering, Zhejiang Chinese Medical University, Hangzhou, China
| | - Yuanjia Hu
- School of Medical Technology and Information Engineering, Zhejiang Chinese Medical University, Hangzhou, China
| | - Huiying Zhang
- School of Medical Technology and Information Engineering, Zhejiang Chinese Medical University, Hangzhou, China
| | - Yunfan He
- School of Public Health, Zhejiang University, Hangzhou, Zhejiang, China
| | - Chenghua Tian
- School of Medical Technology and Information Engineering, Zhejiang Chinese Medical University, Hangzhou, China
| | - Jianbo Lei
- Institute of Medical Technology, Health Science Center, Peking University, Beijing, China
- Center for Medical Informatics, Health Science Center, Peking University, Beijing, China
- School of Medical Informatics and Engineering, Southwest Medical University, Luzhou, Sichuan, China
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Lee Y, Shin S. Risk of using smartphones while walking for digital natives in realistic environments: Effects of cognitive-motor interference. Heliyon 2024; 10:e28901. [PMID: 38601574 PMCID: PMC11004577 DOI: 10.1016/j.heliyon.2024.e28901] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Revised: 03/23/2024] [Accepted: 03/26/2024] [Indexed: 04/12/2024] Open
Abstract
The effect of using smartphones while walking on the cognitive and physical abilities of the "digital native" generation, i.e., individuals who have grown up in a digital media-centric environment, remains poorly understood. This study evaluated the effects of cognitive-motor interference on the use of smartphones while walking in children and young adults. The study involved 50 individuals from the digital age generation, including 24 children and 26 young adults. The study encompassed three experimental conditions, in which participants were instructed to traverse a distance of 60 m. The initial condition functioned as a control, wherein the participants walked without supplementary stimuli. In the second condition, the participants were provided with explicit instructions to grasp the smartphone device and position it in front of their chest by using both hands. This manipulation introduced a postural component into the experimental setup. The third condition required participants to be ambulatory while concurrently engaging in a cognitive task, namely, participating in a game that necessitated focused attention. Gait parameters were obtained by using inertial measurement unit sensors. Subsequently, the acquired gait characteristics were converted into dual-task costs (DTC). In the cognitive condition, children exhibited significantly greater DTC values for gait speed (76%), stride length (79%), stride time (102%), and stride length coefficient of variation (CV) than the young adults (p < 0.025). Moreover, as shown by the increased CV, a significant association exists between poor performance in smartphone games among children and increased variability in stride length. In children, the DTC of stride time CV decreased as smartphone game scores increased (R2 = 16.5%), and the DTC of stride length CV decreased more markedly as smartphone game scores increased (R2 = 28.2%). In conclusion, children are at a higher risk of pedestrian accidents when using smartphones while walking compared to young adults.
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Affiliation(s)
- Yungon Lee
- Department of Physical Education, Korea Military Academy, Nowon-gu, 01805, Seoul, Republic of Korea
| | - Sunghoon Shin
- Neuromuscular Control Laboratory, Yeungnam University, Gyeongsan-si, 38541, Gyungbuk, Republic of Korea
- Research Institute of Human Ecology, Yeungnam University, Gyeongsan-si, 38541, Gyungbuk, Republic of Korea
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Wang J, Zhou Z, Cheng S, Zhou L, Sun X, Song Z, Wu Z, Lu J, Qin Y, Wang Y. Dual-task turn velocity - a novel digital biomarker for mild cognitive impairment and dementia. Front Aging Neurosci 2024; 16:1304265. [PMID: 38476660 PMCID: PMC10927999 DOI: 10.3389/fnagi.2024.1304265] [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: 09/29/2023] [Accepted: 02/13/2024] [Indexed: 03/14/2024] Open
Abstract
Background Disorders associated with cognitive impairment impose a significant burden on both families and society. Previous studies have indicated that gait characteristics under dual-task as reliable markers of early cognitive impairment. Therefore, digital gait detection has great potential for future cognitive screening. However, research on digital biomarkers based on smart devices to identify cognitive impairment remains limited. The aim of this study is to explore digital gait biomarkers by utilizing intelligent wearable devices for discriminating mild cognitive impairment and dementia. Methods This study included 122 subjects (age: 74.7 ± 7.7 years) diagnosed with normal cognition (NC, n = 38), mild cognitive impairment (MCI, n = 42), or dementia (n = 42). All subjects underwent comprehensive neuropsychological assessments and cranial Magnetic Resonance Imaging (MRI). Gait parameters were collected using validated wearable devices in both single-task and dual-task (DT). We analyzed the ability of gait variables to predict MCI and dementia, and examined the correlations between specific DT-gait parameters and sub-cognitive functions as well as hippocampal atrophy. Results Our results demonstrated that dual-task could significantly improve the ability to predict cognitive impairment based on gait parameters such as gait speed (GS) and stride length (SL). Additionally, we discovered that turn velocity (TV and DT-TV) can be a valuable novel digital marker for predicting MCI and dementia, for identifying MCI (DT-TV: AUC = 0.801, sensitivity 0.738, specificity 0.842), and dementia (DT-TV: AUC = 0.923, sensitivity 0.857, specificity 0.842). The correlation analysis and linear regression analysis revealed a robust association between DT-TV and memory function, as well as the hippocampus atrophy. Conclusion This study presents a novel finding that DT-TV could accurately identify varying degrees of cognitive impairment. DT-TV is strongly correlated with memory function and hippocampus shrinkage, suggests that it can accurately reflect changes in cognitive function. Therefore, DT-TV could serve as a novel and effective digital biomarker for discriminating cognitive impairment.
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Affiliation(s)
- Jing Wang
- Department of Geriatrics, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Zheping Zhou
- Department of Geriatrics, Affiliated Changshu Hospital of Nantong University, Changshu, China
| | - Shanshan Cheng
- Department of Geriatrics, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Li Zhou
- Department of Nutritional Medicine, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Xiaoou Sun
- Department of Neurosurgery, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Ziyang Song
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Zhiwei Wu
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Jinhua Lu
- Department of Geriatrics, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Yiren Qin
- Department of Neurology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Yueju Wang
- Department of Geriatrics, The First Affiliated Hospital of Soochow University, Suzhou, China
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Xie H, Xia C, Zhao H, Xia Z, Zhang N, Huang Y. Variability, asymmetry, and bilateral coordination of gait during single- and dual-task walking of patients with cerebral small vessel disease. Int J Neurosci 2024:1-15. [PMID: 38294519 DOI: 10.1080/00207454.2024.2309454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2023] [Accepted: 01/13/2024] [Indexed: 02/01/2024]
Abstract
OBJECTIVE We investigated coefficient of variation (CV), gait asymmetry (GA) and phase coordination index (PCI) in CSVD (cerebral small vessel disease) patients during STW (single task walking) and DTW (dual task walking) and explored the relationship between above parameters with disease severity and cognitive function. METHODS This cross-sectional study collected cognitive function indices and gait parameters from 23 healthy controls and 94 patients with CSVD during STW and DTW. According to the Fazekas scales, the severity of CSVD valued by white matter hyperintensity (WMH) were divided into control, mild, moderate, severe and control group. MRIs were analyzed for WMHs, CMB, lacunes, etc. RESULTS The control group showed lower PCI than CSVD patients during STW; no differences were detected among the disease severity groups. During DTW, all four groups exhibited significant differences in PCI and CV. For the moderate and severe groups, coordination and variation significantly differed between the two walking methods. There were correlations between the PCI and GA in the moderate and severe groups (R = 0.376, R = 0.573 during DTW; R = 0.414, R = 0.643 during STW), and no correlations in the control group and mild CSVD group. Conclusion: PCI and CV may be vital for detecting the symptoms in the early stage of CSVD disease. We also verified that the PCI could become the bridge across the cognition and motor disorder in CSVD, which was helpful for evaluating clinical symptoms comprehensively.
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Affiliation(s)
- Hongyang Xie
- Department of Neurology, Chinese PLA General Hospital, 5 nanmencang Hutong, Dongsishitiao, Dongcheng District, Beijing, China
| | - Cuiqiao Xia
- Department of Neurology, Chinese PLA General Hospital, 5 nanmencang Hutong, Dongsishitiao, Dongcheng District, Beijing, China
| | - Hongyi Zhao
- Department of Neurology, Chinese PLA General Hospital, 5 nanmencang Hutong, Dongsishitiao, Dongcheng District, Beijing, China
- Department of Neurology, Number 984 Hospital of the PLA, 116 zaojiatun village, Shangzhuang Town, Haidian District, Beijing, China
| | - Zhenxi Xia
- Department of Neurology, Chinese PLA General Hospital, 5 nanmencang Hutong, Dongsishitiao, Dongcheng District, Beijing, China
| | - Nan Zhang
- Department of Neurology, Chinese PLA General Hospital, 5 nanmencang Hutong, Dongsishitiao, Dongcheng District, Beijing, China
| | - Yonghua Huang
- Department of Neurology, Chinese PLA General Hospital, 5 nanmencang Hutong, Dongsishitiao, Dongcheng District, Beijing, China
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Li Z, Zhu J, Liu J, Shi M, Liu P, Guo J, Hu Z, Liu S, Yang D. Using dual-task gait to recognize Alzheimer's disease and mild cognitive impairment: a cross-sectional study. Front Hum Neurosci 2023; 17:1284805. [PMID: 38188506 PMCID: PMC10770261 DOI: 10.3389/fnhum.2023.1284805] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Accepted: 11/27/2023] [Indexed: 01/09/2024] Open
Abstract
Background Gait is a potential diagnostic tool for detecting mild cognitive impairment (MCI) and Alzheimer's disease (AD). Nevertheless, little attention has been paid to arm movements during walking, and there is currently no consensus on gait asymmetry. Therefore, in this study, we aimed to determine whether arm motion and gait asymmetry could be utilized for identifying MCI and AD. Methods In total, 102 middle-aged and elderly individuals were included in the final analysis and were assigned to the following three groups: AD (n = 27), MCI (n = 35), and a normal control group (n = 40). Gait and cognitive assessments were conducted for all participants. Gait detection included a single-task gait with free-speed walking and a dual-task gait with adding a cognitive task of successive minus seven to walking. Original gait parameters were collected using a wearable device featuring the MATRIX system 2.0. Gait parameters were shortened to several main gait domains through factor analysis using principal component extraction with varimax rotation. Subsequently, the extracted gait domains were used to differentiate the three groups, and the area under the receiver operating characteristic curve was calculated. Results Factor analysis of single-task gait identified five independent gait domains: rhythm symmetry, rhythm, pace asymmetry, arm motion, and variability. Factor analysis of the dual-task gait identified four gait domains: rhythm, variability, symmetry, and arm motion. During single-task walking, pace asymmetry was negatively correlated with MoCA scores and could distinguish between the AD group and the other two groups. Arm motion was not associated with MoCA scores, and did not exhibit adequate discrimination in either task. Conclusion Currently, there is no reliable evidence suggesting that arm motion can be used to recognize AD or MCI. Gait asymmetry can serve as a potential gait marker for the auxiliary diagnosis of AD but not for MCI.
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Affiliation(s)
| | | | | | | | | | | | | | | | - Dongdong Yang
- Department of Neurology, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China
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Duan Q, Zhang Y, Zhuang W, Li W, He J, Wang Z, Cheng H. Gait Domains May Be Used as an Auxiliary Diagnostic Index for Alzheimer's Disease. Brain Sci 2023; 13:1599. [PMID: 38002557 PMCID: PMC10669801 DOI: 10.3390/brainsci13111599] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Revised: 11/10/2023] [Accepted: 11/15/2023] [Indexed: 11/26/2023] Open
Abstract
BACKGROUND Alzheimer's disease (AD) is a progressive neurodegenerative disorder with cognitive dysfunction and behavioral impairment. We aimed to use principal components factor analysis to explore the association between gait domains and AD under single and dual-task gait assessments. METHODS A total of 41 AD participants and 41 healthy control (HC) participants were enrolled in our study. Gait parameters were measured using the JiBuEn® gait analysis system. The principal component method was used to conduct an orthogonal maximum variance rotation factor analysis of quantitative gait parameters. Multiple logistic regression was used to adjust for potential confounding or risk factors. RESULTS Based on the factor analysis, three domains of gait performance were identified both in the free walk and counting backward assessments: "rhythm" domain, "pace" domain and "variability" domain. Compared with HC, we found that the pace factor was independently associated with AD in two gait assessments; the variability factor was independently associated with AD only in the counting backwards assessment; and a statistical difference still remained after adjusting for age, sex and education levels. CONCLUSIONS Our findings indicate that gait domains may be used as an auxiliary diagnostic index for Alzheimer's disease.
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Affiliation(s)
- Qi Duan
- Department of Neurology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China; (Q.D.); (W.Z.); (J.H.); (Z.W.)
| | - Yinuo Zhang
- Department of Psychiatry, Wenzhou Seventh People’s Hospital, Wenzhou 325000, China;
| | - Weihao Zhuang
- Department of Neurology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China; (Q.D.); (W.Z.); (J.H.); (Z.W.)
| | - Wenlong Li
- Radiotherapy Center, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China;
| | - Jincai He
- Department of Neurology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China; (Q.D.); (W.Z.); (J.H.); (Z.W.)
| | - Zhen Wang
- Department of Neurology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China; (Q.D.); (W.Z.); (J.H.); (Z.W.)
| | - Haoran Cheng
- Department of Neurology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China; (Q.D.); (W.Z.); (J.H.); (Z.W.)
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Günaydın B, İkizoğlu S. Multifractal detrended fluctuation analysis of insole pressure sensor data to diagnose vestibular system disorders. Biomed Eng Lett 2023; 13:637-648. [PMID: 37872983 PMCID: PMC10590336 DOI: 10.1007/s13534-023-00285-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Revised: 03/20/2023] [Accepted: 05/14/2023] [Indexed: 10/25/2023] Open
Abstract
The vestibular system (VS) is a sensory system that has a vital function in human life by serving to maintain balance. In this study, multifractal detrended fluctuation analysis (MFDFA) is applied to insole pressure sensor data collected from subjects in order to extract features to identify diseases related to VS dysfunction. We use the multifractal spectrum width as the feature to distinguish between healthy and diseased people. It is observed that multifractal behavior is more dominant and thus the spectrum is wider for healthy subjects, where we explain the reason as the long-range correlations of the small and large fluctuations of the time series for this group. We directly process the instantaneous pressure values to extract features in contrast to studies in the literature where gait analysis is based on investigation of gait dynamics (stride time, stance time, etc.) requiring long walking time. Thus, as the main innovation of this work, we detrend the data to give meaningful information even for a relatively short walk. Extracted feature set was input to fundamental classification algorithms where the Support-Vector-Machine (SVM) performed best with an average accuracy of 98.2% for the binary classification as healthy or suffering. This study is a substantial part of a big project where we finally aim to identify the specific VS disease that causes balance disorder and also determine the stage of the disease, if any. Within this scope, the achieved performance gives high motivation to work more deeply on the issue.
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Affiliation(s)
- Batuhan Günaydın
- Department of Control and Automation Engineering, Faculty of Electric and Electronics, Istanbul Technical University (ITU), 34469 Maslak-Istanbul, Turkey
- Present Address: Calibration Engineer at AVL Research and Engineering TR, Abdurrahmangazi Mah., Atatürk Cad. No: 22 /11-12, 34885 Istanbul, Turkey
| | - Serhat İkizoğlu
- Department of Control and Automation Engineering, Faculty of Electric and Electronics, Istanbul Technical University (ITU), 34469 Maslak-Istanbul, Turkey
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Recenti M, Gargiulo P, Chang M, Ko SB, Kim TJ, Ko SU. Predicting stroke, neurological and movement disorders using single and dual-task gait in Korean older population. Gait Posture 2023; 105:92-98. [PMID: 37515891 DOI: 10.1016/j.gaitpost.2023.07.282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Revised: 05/19/2023] [Accepted: 07/23/2023] [Indexed: 07/31/2023]
Abstract
BACKGROUND Single and motor or cognitive dual-gait analysis is often used in clinical settings to evaluate older adults affected by neurological and movement disorders or with a stroke history. Gait features are frequently investigated using Machine Learning (ML) with significant results that can help clinicians in diagnosis and rehabilitation. The present study aims to classify patients with stroke, neurological and movement disorders using ML to analyze gait characteristics and to understand the importance of the single and dual-task features among Korean older adults. METHODS A cohort of 122 non-hospitalized Korean older adult participated in a single and a cognitive dual-task gait performance analysis. The extracted temporal and spatial features, together with clinical data, were used as input for the binary classification using tree-based ML algorithms. A repeated-stratified 10-fold cross-validation was performed to better evaluate multiple classification metrics with a final feature importance analysis. RESULTS AND SIGNIFICANCE The best accuracy - maximum >90 % - for gait and neurological disorders classification was obtained with Random Forest. In the stroke classification a 91.7 % of maximum accuracy was reached, with a significant recall of 92 %. The feature importance analysis showed a substantial balance between single and dual-task, while clinical data did not show elevated importance. The current findings indicate that a cognitive dual-task gait performance is highly recommendable together with a single-task in the analysis of older population, particularly for patients with a history of stroke. The results could be useful to medical professionals in treating and diagnosing motor and neurological disorders, and to improve rehabilitation strategies for stroke patients. Furthermore, the results confirm the proficiency of the tree-based ML algorithms in biomedical data analysis. Finally, in the future, this research could be replicated with a non-Asian population dataset to deepen the understanding of gait differences between Asian-Korean population and other ethnicities.
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Affiliation(s)
- Marco Recenti
- Institute of Biomedical and Neural Engineering, Reykjavik University, Menntavegur 1, Reykjavik 102, Iceland; Department of Mechanical Engineering, Chonnam National University, 50 Daehak-ro, Yeosu, Jeonnam 550-749, South Korea.
| | - Paolo Gargiulo
- Institute of Biomedical and Neural Engineering, Reykjavik University, Menntavegur 1, Reykjavik 102, Iceland; Department of Science, Landspitali University Hospital, Hringbraut 101, Reykjavík 101, Iceland
| | - Milan Chang
- The Icelandic Gerontological Research Institute, Landspitali University Hospital, Tungata 26, Reykjavik 101, Iceland
| | - Sang Bae Ko
- Department of Neurology and Critical Care, Seoul National University Hospital, 101 Daehak-ro Jongno-gu, Seoul 03080, South Korea
| | - Tae Jung Kim
- Department of Neurology and Critical Care, Seoul National University Hospital, 101 Daehak-ro Jongno-gu, Seoul 03080, South Korea
| | - Seung Uk Ko
- Department of Mechanical Engineering, Chonnam National University, 50 Daehak-ro, Yeosu, Jeonnam 550-749, South Korea
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Choi JY, Yoo T, Burcal CJ, Rosen AB. Dual-task differences in individuals with chronic ankle instability: A systematic review with meta-analysis. Gait Posture 2023; 106:28-33. [PMID: 37639962 DOI: 10.1016/j.gaitpost.2023.08.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Revised: 06/28/2023] [Accepted: 08/22/2023] [Indexed: 08/31/2023]
Abstract
BACKGROUND Individuals with Chronic Ankle Instability (CAI) demonstrate altered gait mechanics, impaired proprioception, and decreased postural control. In addition, individuals with CAI have been found to have complex neurophysiological changes, including during dual-task perturbations. However, the results of studies on whether cognitive tasks affect postural control are inconclusive. RESEARCH QUESTION Do individuals with CAI have worse dual-task performance compared to healthy controls? METHODS We searched 4 electronic databases (PubMed, MEDLINE, Cumulative Index of Nursing and Allied Health Literature, and SPORTDiscus) from inception to October 2022. Search terms consisted of: ("dual-task*" OR "dual task*" OR dual-task OR Multitask* OR Multi-task* OR attention OR cognit*) AND (balance OR "postural control" OR "postural sway" OR kinetics OR kinematics OR gait) NOT (concussion OR "traumatic brain injury") combined using the operator "AND" ("ankle sprain" OR "ankle instability" OR CAI). Studies were included if the physical task was postural control or gait, and if they compared control and CAI groups. RESULTS A total of 9 studies were included in the systematic-review portion, 5 of which were included in the meta-analysis. Due to assessing multiple types of dual-tasks, 10 effects were assessed for meta-analysis across postural control studies. A random-effects model for the control group in the mediolateral direction indicated a significant overall Fisher's Z mean effect size (Δ = 0.732, p = 0.029) with high heterogeneity between studies (Q=76.61; I2 = 88.25% P < 0.001). There were no significant differences between dual-tasking in the CAI group individually or when comparing control to CAI groups. SIGNIFICANCE The results of our study indicate that cognitive loading did not affect the postural control except for the control group in the mediolateral direction. Variations in dual-task results may be due to the difficulty of the task as well as the heterogeneity of CAI groups.
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Yang K, Yang S, Chen Y, Cao G, Xu R, Jia X, Hou L, Li J, Bi C, Wang X. Multimorbidity Patterns and Associations with Gait, Balance and Lower Extremity Muscle Function in the Elderly: A Cross-Sectional Study in Northwest China. Int J Gen Med 2023; 16:3179-3192. [PMID: 37533839 PMCID: PMC10392815 DOI: 10.2147/ijgm.s418015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Accepted: 07/13/2023] [Indexed: 08/04/2023] Open
Abstract
Purpose Fall is a common geriatric syndrome leading to various adverse outcomes in the elderly. Gait and balance disorders and decreased lower extremity muscle function are the major intrinsic risk factors of falls, and studies suggested that they were closely related to the underlying chronic conditions. This study aimed to explore the patterns of multimorbidity and determine the associations of these multimorbidity patterns with gait, balance and lower extremity muscle function. Patients and Methods A cross-sectional survey of 4803 participants aged ≥60 years in Shaanxi Province, China was conducted and the self-reported chronic conditions were investigated. The 6-m walk test, timed-up-and-go test (TUG) and 5-sit-to-stand test (5-STS) were conducted to evaluate gait, balance, and lower extremity muscle function respectively. Latent class analysis was used to explore patterns of multimorbidity, and multivariate regression analysis was used to determine the associations of multimorbidity patterns with gait, balance, and lower extremity muscle function. Results Five multimorbidity patterns were identified: Degenerative Disease Class, Cardio-metabolic Class, Stroke-Respiratory-Depression Class, Gastrointestinal Class, and Very sick Class, and they were differently associated with gait and balance disorders and decreased lower extremity muscle function. In particular, the multimorbidity patterns of Degenerative Disease Class and Stroke-Respiratory-Depression Class were closely associated with all the three risk factors of falls. Conclusion There are significant differences in the impact of different multimorbidity patterns on the major intrinsic risk factors of falls in the elderly population, and appropriate multimorbidity patterns are closely related to the prediction of falls and can help to develop fall prevention strategies in the elderly.
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Affiliation(s)
- Kaikai Yang
- Department of Geriatrics, Xijing Hospital, Air Force Medical University, Xi’an, 710032, People’s Republic of China
| | - Shanru Yang
- Department of Geriatrics, Xijing Hospital, Air Force Medical University, Xi’an, 710032, People’s Republic of China
| | - Yang Chen
- Department of Geriatrics, Xijing Hospital, Air Force Medical University, Xi’an, 710032, People’s Republic of China
| | - Guihua Cao
- Department of Geriatrics, Xijing Hospital, Air Force Medical University, Xi’an, 710032, People’s Republic of China
| | - Rong Xu
- Department of Geriatrics, Xijing Hospital, Air Force Medical University, Xi’an, 710032, People’s Republic of China
| | - Xin Jia
- Department of Geriatrics, Xijing Hospital, Air Force Medical University, Xi’an, 710032, People’s Republic of China
| | - Liming Hou
- Department of Geriatrics, Xijing Hospital, Air Force Medical University, Xi’an, 710032, People’s Republic of China
| | - Jinke Li
- Department of Geriatrics, Xijing Hospital, Air Force Medical University, Xi’an, 710032, People’s Republic of China
| | - Chenting Bi
- Department of Geriatrics, Xijing Hospital, Air Force Medical University, Xi’an, 710032, People’s Republic of China
| | - Xiaoming Wang
- Department of Geriatrics, Xijing Hospital, Air Force Medical University, Xi’an, 710032, People’s Republic of China
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Silva LWND, Moura VTGD, Leal IDS, Nascimento MDM, Trombini-Souza F. Is foot clearance influenced by different types of dual task in once-only faller community-dwelling older adults? Gait Posture 2023; 103:27-31. [PMID: 37084625 DOI: 10.1016/j.gaitpost.2023.04.014] [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: 07/06/2022] [Revised: 04/01/2023] [Accepted: 04/14/2023] [Indexed: 04/23/2023]
Abstract
BACKGROUND Tripping is one of the main causes of falls in older adults and has an important association with minimum toe clearance (MTC). MTC variability while performing alternating (ADT) or concurrent (CDT) dual-task activities may be a useful gait parameter to differentiate once-only fallers from non-faller older adults. RESEARCH QUESTION Is the MTC variability influenced by ADT and CDT in once-only faller community-dwelling older adults? METHODS Twenty-two community-dwelling older adults with a self-report of up to one fall in the last 12 months were allocated to the fallers group and 38 to the non-fallers group. Gait data were collected by two foot-worn inertial sensors (Physilog® 5, GaitUp, Lausanne, Switzerland). MTC mean magnitude and variability, as well as the stride-to-stride variability, stride time and length, lower limb peak angular velocity, and foot forward linear speed at the MTC instant, were calculated across approximately 50 gait cycles for each participant and condition using the GaitUp Analyzer software (GaitUp, Lausanne, Switzerland). The statistical analyzes were performed in the Statistical Package for the Social Sciences (SPSS), v.22.0, using generalized mixed linear models, adopting an alpha of 5%. RESULTS AND SIGNIFICANCE No interaction effect was observed; however, faller participants reduced the MTC variability (standard deviation) [(mean difference, MD = -0.099 cm; confidence interval, 95%CI = -0.183 to -0.015)], regardless of the condition. CDT compared to a single task (only gait) reduced the mean magnitude of the foot forward linear speed (MD=-0.264 m/s; 95%CI=-0.462 to -0.067), peak angular velocity (MD = -25.205 degrees/s; 95%CI = -45.507 to -4.904), and gait speed (MD = -0.104 m/s; 95%CI = -0.179 to -0.029), regardless of the group. These results suggest that MTC variability, regardless of condition, may be a promising gait parameter to differentiate once-only faller community-dwelling older adults from non-fallers.
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Affiliation(s)
| | | | - Iara Dos Santos Leal
- Department of Physical Therapy, University of Pernambuco, Petrolina, PE, Brazil; Master's and Doctoral Programs in Rehabilitation and Functional Performance, University of Pernambuco, Petrolina, PE, Brazil
| | | | - Francis Trombini-Souza
- Department of Physical Therapy, University of Pernambuco, Petrolina, PE, Brazil; Master's and Doctoral Programs in Rehabilitation and Functional Performance, University of Pernambuco, Petrolina, PE, Brazil.
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14
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Yoo TK, Lee S, Park SJ, Lee JY. Arterial stiffness expressed as brachial-ankle pulse wave velocity and gait assessment independent of lower extremity strength: a cross-sectional study in the older men population. J Geriatr Cardiol 2023; 20:91-99. [PMID: 36910247 PMCID: PMC9992948 DOI: 10.26599/1671-5411.2023.02.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/14/2023] Open
Abstract
BACKGROUND Older men are more vulnerable to fatal falls than women, and gait disturbances contribute to the risk of falls. Studies have assessed the association between arterial stiffness and gait dysfunction, but the results have been inconclusive. This study aimed to conduct a cross-sectional analysis to evaluate the association between brachial-ankle pulse wave velocity (baPWV) and gait assessment in older men. METHODS Data from the 2014-2015 Korea Institute of Sport Science Fitness Standards project were used for the analysis. The inclusion criteria were men aged > 65 years with gait assessment [the 30-s chair stand test (30s-CST), the timed up and go (TUG) test, the figure-of-8 walk (F8W) test, the 2-min step test (2MST), and the 6-min walk test (6MWT)] and baPWV measurement data. Generalized linear regression analysis was conducted with multiple confounding factor adjustments, including lower extremity isometric strength. RESULTS A total of 291 participants were included in the analysis. The mean age was 71.38 ± 4.40 years. The mean values were as follows: (1) 30s-CST, 17.48 ± 5.00; (2) TUG test, 6.01 ± 1.10 s; (3) F8W test, 25.65 ± 4.71 s; (4) 2MST, 102.40 ± 18.83 per 2 min; and (5) 6MWT, 500.02 ± 85.65 m. After multivariable adjustment, baPWV was associated with the 6MWT (β = -0.037, 95% CI: -0.072--0.002), TUG test (β = 0, 95% CI: 0.000-0.001), and F8W test (β = 0.002, 95% CI: 0.000-0.004). baPWV was not associated with the 30s-CST and 2MST. CONCLUSIONS The current study showed a statistically significant association between gait assessments and arterial stiffness, independent of lower extremity strength. However, this association was modest. Future prospective studies are needed to elucidate the complex relationship between arterial stiffness and gait dysfunction.
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Affiliation(s)
- Tae Kyung Yoo
- Department of Medicine, MetroWest Medical Center, Framingham, USA
| | - Seunghee Lee
- Department of Physical Education, Korea University, Seoul, South Korea
| | - Sae-Jong Park
- Division of Sports Science, Korea Institute of Sport Science, Seoul, South Korea
| | - Jong-Young Lee
- Division of Cardiology, Department of Internal Medicine, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, South Korea
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Xing L, Bao Y, Wang B, Shi M, Wei Y, Huang X, Dai Y, Shi H, Gai X, Luo Q, Yin Y, Qin D. Falls caused by balance disorders in the elderly with multiple systems involved: Pathogenic mechanisms and treatment strategies. Front Neurol 2023; 14:1128092. [PMID: 36908603 PMCID: PMC9996061 DOI: 10.3389/fneur.2023.1128092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Accepted: 02/07/2023] [Indexed: 02/25/2023] Open
Abstract
Falls are the main contributor to both fatal and nonfatal injuries in elderly individuals as well as significant sources of morbidity and mortality, which are mostly induced by impaired balance control. The ability to keep balance is a remarkably complex process that allows for rapid and precise changes to prevent falls with multiple systems involved, such as musculoskeletal system, the central nervous system and sensory system. However, the exact pathogenesis of falls caused by balance disorders in the elderly has eluded researchers to date. In consideration of aging phenomenon aggravation and fall risks in the elderly, there is an urgent need to explore the pathogenesis and treatments of falls caused by balance disorders in the elderly. The present review discusses the epidemiology of falls in the elderly, potential pathogenic mechanisms underlying multiple systems involved in falls caused by balance disorders, including musculoskeletal system, the central nervous system and sensory system. Meanwhile, some common treatment strategies, such as physical exercise, new equipment based on artificial intelligence, pharmacologic treatments and fall prevention education are also reviewed. To fully understand the pathogenesis and treatment of falls caused by balance disorders, a need remains for future large-scale multi-center randomized controlled trials and in-depth mechanism studies.
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Affiliation(s)
- Liwei Xing
- School of Basic Medical Sciences, Yunnan University of Chinese Medicine, Kunming Yunnan, China.,The First Clinical Medical School, Yunnan University of Chinese Medicine, Kunming Yunnan, China
| | - Yi Bao
- Department of Rehabilitation Medicine, The Affiliated Hospital of Yunnan University, Kunming Yunnan, China
| | - Binyang Wang
- Department of Rehabilitation Medicine, The Affiliated Hospital of Yunnan University, Kunming Yunnan, China
| | - Mingqin Shi
- School of Basic Medical Sciences, Yunnan University of Chinese Medicine, Kunming Yunnan, China
| | - Yuanyuan Wei
- School of Basic Medical Sciences, Yunnan University of Chinese Medicine, Kunming Yunnan, China
| | - Xiaoyi Huang
- School of Basic Medical Sciences, Yunnan University of Chinese Medicine, Kunming Yunnan, China
| | - Youwu Dai
- School of Basic Medical Sciences, Yunnan University of Chinese Medicine, Kunming Yunnan, China
| | - Hongling Shi
- Department of Rehabilitation Medicine, The Third People's Hospital of Yunnan Province, Kunming Yunnan, China
| | - Xuesong Gai
- Department of Rehabilitation Medicine, The First People's Hospital of Yunnan Province, Kunming Yunnan, China
| | - Qiu Luo
- Department of Rehabilitation Medicine, The Affiliated Hospital of Yunnan University, Kunming Yunnan, China
| | - Yong Yin
- Department of Rehabilitation Medicine, The Affiliated Hospital of Yunnan University, Kunming Yunnan, China
| | - Dongdong Qin
- School of Basic Medical Sciences, Yunnan University of Chinese Medicine, Kunming Yunnan, China
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Hu Y, Liu T, Song S, Qin K, Chan W. The specific brain activity of dual task coordination: a theoretical conflict-control model based on a qualitative and quantitative review. JOURNAL OF COGNITIVE PSYCHOLOGY 2022. [DOI: 10.1080/20445911.2022.2143788] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Yue Hu
- Department of Psychology, The Chinese University of Hong Kong, Hong Kong, People’s Republic of China
| | - Tianliang Liu
- Department of Psychology, The Southwest University, Chongqing, People’s Republic of China
| | - Sensen Song
- Department of Psychology, School of Humanities, Tongji University, Shanghai, People’s Republic of China
| | - Kaiyang Qin
- Social, Health & Organizational Psychology, Utrecht University, Utrecht, Netherlands
| | - Wai Chan
- Department of Psychology, The Chinese University of Hong Kong, Hong Kong, People’s Republic of China
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17
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Effects of Gaze Stabilization Exercises on Gait, Plantar Pressure, and Balance Function in Post-Stroke Patients: A Randomized Controlled Trial. Brain Sci 2022; 12:brainsci12121694. [PMID: 36552154 PMCID: PMC9775540 DOI: 10.3390/brainsci12121694] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2022] [Revised: 12/03/2022] [Accepted: 12/07/2022] [Indexed: 12/14/2022] Open
Abstract
This study aims to explore the effects of gaze stabilization exercises (GSEs) on gait, plantar pressure, and balance function in post-stroke patients (≤6 months). Forty post-stroke patients were randomly divided into an experimental group (n = 20) and a control group (n = 20). The experimental group performed GSEs combined with physical therapy, while the control group only performed physical therapy, once a day, 5 days a week, for 4 weeks. The Berg Balance Scale (BBS) was used to test the balance function and the risk of falling, which was the primary outcome. The Timed Up and Go test (TUGT) evaluated the walking ability and the fall risk. The envelope ellipse area and the plantar pressure proportion of the affected side were used to measure the patient’s supporting capacity and stability in static standing. The anterior−posterior center of pressure displacement velocity was used to test the weight-shifting capacity. Compared to the control group, the swing phase of the affected side, swing phase’s absolute symmetric index, envelope ellipse area when eyes closed, and TUGT of the experimental group had significantly decreased after GSEs (p < 0.05); the BBS scores, TUGT, the anterior−posterior COP displacement velocity, and the plantar pressure proportion of the affected side had significantly increased after 4 weeks of training (p < 0.05). In conclusion, GSEs combined with physical therapy can improve the gait and balance function of people following stroke. Furthermore, it can enhance the weight-shifting and one-leg standing capacity of the affected side, thus reducing the risk of falling.
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18
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Han Y, Zhang L, Fang Y. Multidimensional Disability Evaluation and Confirmatory Analysis of Older Adults in a Home-Based Community in China. Front Public Health 2022; 10:899303. [PMID: 35801251 PMCID: PMC9253425 DOI: 10.3389/fpubh.2022.899303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Accepted: 05/02/2022] [Indexed: 11/26/2022] Open
Abstract
A robust multi-dimensional disability assessment standard was constructed to consider physical condition, care resources, and social interaction that might lead to disability, to provide a basis for accurate identification of care needs for older people aged 60 and above in a home-based community. Based on the “Capability approach” theory, the Alkire-Foster method was applied to assess the multidimensional disability. This was followed by the confirmatory analysis of the Seemingly Unrelated Regression Estimation. Adjusted Bourguignon and Chakravarty index was also calculated to analyze the sensitivity to further support our conclusions. We constructed a multi-dimensional disability indicator system by combining physical condition, care resources, and social interaction. Findings presented that the impairment of individuals' motor ability, ability to manage disease, cognitive psychology, and communication skills and social interaction contributed to multidimensional disability the most. And older people who are female, aged over 65, with lower BMI, living in rural areas, with a lower education level, getting more formal care, and with relatively higher creatinine, tend to face a higher risk of deprivation in overall multidimensional disability. Therefore, the targeted interventions to improve health literacy, nutrition, skill of disease management, social networks, and communication skills for older people and also timely detection of the abnormal changes in potential biomarker indicators of them is necessary to delay disability and prevent its occurrence.
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Affiliation(s)
- Ying Han
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, School of Public Health, Xiamen University, Xiamen, China
| | - Liangwen Zhang
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, School of Public Health, Xiamen University, Xiamen, China
- School of Economics, Xiamen University, Xiamen, China
| | - Ya Fang
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, School of Public Health, Xiamen University, Xiamen, China
- *Correspondence: Ya Fang
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Wang Z, Ren K, Li D, Lv Z, Li X, He X, Wang D, Jiang W. Assessment of Brain Function in Patients With Cognitive Impairment Based on fNIRS and Gait Analysis. Front Aging Neurosci 2022; 14:799732. [PMID: 35686022 PMCID: PMC9170988 DOI: 10.3389/fnagi.2022.799732] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Accepted: 04/28/2022] [Indexed: 11/16/2022] Open
Abstract
Background Early detection of mild cognitive impairment is crucial in the prevention of Alzheimer’s disease (AD). This study aims to explore the changes in gait and brain co-functional connectivity between cognitively healthy and cognitively impaired groups under dual-task walking through the functional near-infrared spectroscopy (fNIRS) and gait analysis devices. Method This study used fNIRS device and gait analysis devices to collect the data of 54 older adults. According to the Mini-mental State Examination (MMSE) and the Montreal Cognitive Assessment (MoCA) scales, the older adults were cognitively healthy (control group) and cognitively impaired (experimental group), of which 38 were in the control group and 16 were in the experimental group. The experiment was divided into a total of three sets of task experiments: a walking-only experiment, a dual-task walking-easy (DTW-easy) experiment, and a dual-task walking-difficult (DTW-difficult) experiment. Main Result For the cognitively impaired and cognitively healthy populations, there were no significant differences in overall functional connectivity, region of interest (ROI) connection strength, and gait performance during single-task walking between the two groups.Whereas the performances of DTW differed significantly from the single-task walking in terms of between-group variability of functional connectivity strength change values, and ROI connection strength change values in relation to the dual-task cost of gait. Finally, the cognitively impaired group was significantly more affected by DTW-difficult tasks than the cognitively healthy group. Conclusion This study provides a new approach to assist in the diagnosis of people with cognitive impairment and provides a new research pathway for the identification of cognitive impairment.
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Affiliation(s)
- Zehua Wang
- Key Laboratory of Biomechanics and Mechanobiology, Ministry of Education, Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing, China
| | - Ke Ren
- Key Laboratory of Biomechanics and Mechanobiology, Ministry of Education, Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing, China
| | - Deyu Li
- Key Laboratory of Biomechanics and Mechanobiology, Ministry of Education, Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing, China
| | - Zeping Lv
- National Research Center for Rehabilitation Technical Aids, Beijing, China
| | - Xiang Li
- Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences (CAS), Shenzhen, China
| | | | - Daifa Wang
- Key Laboratory of Biomechanics and Mechanobiology, Ministry of Education, Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing, China
- *Correspondence: Daifa Wang Wenyu Jiang
| | - Wenyu Jiang
- Jiangbin Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
- *Correspondence: Daifa Wang Wenyu Jiang
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Brard R, Bellanger L, Chevreuil L, Doistau F, Drouin P, Stamm A. A Novel Walking Activity Recognition Model for Rotation Time Series Collected by a Wearable Sensor in a Free-Living Environment. SENSORS (BASEL, SWITZERLAND) 2022; 22:3555. [PMID: 35591247 PMCID: PMC9101770 DOI: 10.3390/s22093555] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Revised: 05/03/2022] [Accepted: 05/05/2022] [Indexed: 11/16/2022]
Abstract
Solutions to assess walking deficiencies are widespread and largely used in healthcare. Wearable sensors are particularly appealing, as they offer the possibility to monitor gait in everyday life, outside a facility in which the context of evaluation biases the measure. While some wearable sensors are powerful enough to integrate complex walking activity recognition models, non-invasive lightweight sensors do not always have the computing or memory capacity to run them. In this paper, we propose a walking activity recognition model that offers a viable solution to this problem for any wearable sensors that measure rotational motion of body parts. Specifically, the model was trained and tuned using data collected by a motion sensor in the form of a unit quaternion time series recording the hip rotation over time. This time series was then transformed into a real-valued time series of geodesic distances between consecutive quaternions. Moving average and moving standard deviation versions of this time series were fed to standard machine learning classification algorithms. To compare the different models, we used metrics to assess classification performance (precision and accuracy) while maintaining the detection prevalence at the level of the prevalence of walking activities in the data, as well as metrics to assess change point detection capability and computation time. Our results suggest that the walking activity recognition model with a decision tree classifier yields the best compromise in terms of precision and computation time. The sensor that was used had purposely low computing and memory capacity so that reported performances can be thought of as the lower bounds of what can be achieved. Walking activity recognition is performed online, i.e., on-the-fly, which further extends the range of applicability of our model to sensors with very low memory capacity.
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Affiliation(s)
- Raphaël Brard
- Department of Mathematics Jean Leray, UMR CNRS 6629, Nantes University, 44322 Nantes, France; (R.B.); (L.B.); (P.D.)
- UmanIT, 13 Place Sophie Trébuchet, 44000 Nantes, France; (L.C.); (F.D.)
| | - Lise Bellanger
- Department of Mathematics Jean Leray, UMR CNRS 6629, Nantes University, 44322 Nantes, France; (R.B.); (L.B.); (P.D.)
| | - Laurent Chevreuil
- UmanIT, 13 Place Sophie Trébuchet, 44000 Nantes, France; (L.C.); (F.D.)
| | - Fanny Doistau
- UmanIT, 13 Place Sophie Trébuchet, 44000 Nantes, France; (L.C.); (F.D.)
| | - Pierre Drouin
- Department of Mathematics Jean Leray, UMR CNRS 6629, Nantes University, 44322 Nantes, France; (R.B.); (L.B.); (P.D.)
- UmanIT, 13 Place Sophie Trébuchet, 44000 Nantes, France; (L.C.); (F.D.)
| | - Aymeric Stamm
- Department of Mathematics Jean Leray, UMR CNRS 6629, Nantes University, 44322 Nantes, France; (R.B.); (L.B.); (P.D.)
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Steinhardt J, Hanssen H, Heldmann M, Sprenger A, Laabs B, Domingo A, Reyes CJ, Prasuhn J, Brand M, Rosales R, Münte TF, Klein C, Westenberger A, Oropilla JQ, Diesta C, Brüggemann N. Prodromal X‐Linked Dystonia‐Parkinsonism is Characterized by a Subclinical Motor Phenotype. Mov Disord 2022; 37:1474-1482. [DOI: 10.1002/mds.29033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Revised: 03/04/2022] [Accepted: 04/03/2022] [Indexed: 11/11/2022] Open
Affiliation(s)
| | - Henrike Hanssen
- Department of Neurology University of Lübeck Lübeck Germany
- Institute of Neurogenetics University of Lübeck Lübeck Germany
| | | | | | - Björn‐Hergen Laabs
- Institute of Medical Biometry and Statistics University of Lübeck University Hospital Schleswig‐Holstein Lübeck Germany
| | | | - Charles Jourdan Reyes
- Institute of Neurogenetics University of Lübeck Lübeck Germany
- Massachusetts General Hospital Boston Massachusetts USA
| | - Jannik Prasuhn
- Department of Neurology University of Lübeck Lübeck Germany
- Institute of Neurogenetics University of Lübeck Lübeck Germany
| | - Max Brand
- Institute of Neurogenetics University of Lübeck Lübeck Germany
| | - Raymond Rosales
- Department of Neurology and Psychiatry University of Santo Thomas Manila Philippines
| | | | - Christine Klein
- Institute of Neurogenetics University of Lübeck Lübeck Germany
| | | | - Jean Q. Oropilla
- Makati Medical Center Makati Philippines
- Asian Hospital and Medical Center Manila Philippines
| | - Cid Diesta
- Makati Medical Center Makati Philippines
- Asian Hospital and Medical Center Manila Philippines
| | - Norbert Brüggemann
- Department of Neurology University of Lübeck Lübeck Germany
- Institute of Neurogenetics University of Lübeck Lübeck Germany
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22
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Zemp DD, Giannini O, Quadri P, Tettamanti M, Berwert L, Lavorato S, Pianca S, Solcà C, de Bruin ED. A Pilot Observational Study Assessing Long-Term Changes in Clinical Parameters, Functional Capacity and Fall Risk of Patients With Chronic Renal Disease Scheduled for Hemodialysis. Front Med (Lausanne) 2022; 9:682198. [PMID: 35186984 PMCID: PMC8854975 DOI: 10.3389/fmed.2022.682198] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Accepted: 01/05/2022] [Indexed: 12/19/2022] Open
Abstract
BackgroundPatients with end-stage renal disease are known to be particularly frail, and the cause is still widely seen as being directly related to specific factors in renal replacement therapy. However, a closer examination of the transitional phase from predialysis to long-term hemodialysis leads to controversial explanations, considering that the frailty process is already well-described in the early stages of renal insufficiency. This study aims to describe longitudinally and multifactorially changes in the period extending from the decision to start the replacement therapy through to the end of 2 years of hemodialysis. We hypothesized that frailty is pre-existent in the predialysis phase and does not worsen with the beginning of the replacement therapy. Between 2015 and 2018 we recruited 25 patients (72.3 ± 5.7 years old) in a predialysis program, with the expectation that replacement therapy would begin within the coming few months.MethodsThe patients underwent a baseline visit before starting hemodialysis, with 4 follow-up visits in the first 2 years of treatment. Health status, physical performance, cognitive functioning, hematology parameters, and adverse events were monitored during the study period.ResultsAt baseline, our sample had a high variability with patients ranging from extremely frail to very fit. In the 14 participants that did not drop out of the study, out of 32 clinical and functional measures, a statistically significant worsening was only observed in the Short Physical Performance Battery (SPPB) score (p < 0.01, F = 8.50) and the number of comorbidities (p = 0.01, F = 3.94). A careful analysis, however, reveals a quite stable situation in the first year of replacement therapy, for both frail and fit participants and a deterioration in the second year that in frail participants could lead to death.ConclusionOur results should stimulate a reassessment about the role of a predialysis program in reducing complications during the transitional phase, but also about frailty prevention programs once hemodialysis has begun, for both frail and fit patients, to maintain satisfactory health status.
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Affiliation(s)
- Damiano D. Zemp
- Department of Health Sciences and Technology, Institute of Human Movement Sciences and Sport, ETH Zurich, Zurich, Switzerland
- Service of Geriatrics, EOC, Ospedale Regionale di Mendrisio EOC, Mendrisio, Switzerland
| | - Olivier Giannini
- Department of Medicine, EOC, Bellinzona, Switzerland
- Division of Nephrology, EOC, Lugano, Switzerland
- Faculty of Biomedical Sciences, Università della Svizzera italiana, Lugano, Switzerland
| | - Pierluigi Quadri
- Service of Geriatrics, EOC, Ospedale Regionale di Mendrisio EOC, Mendrisio, Switzerland
- Department of Medicine, EOC, Bellinzona, Switzerland
| | - Mauro Tettamanti
- Department of Neuroscience, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milano, Italy
| | - Lorenzo Berwert
- Department of Medicine, EOC, Bellinzona, Switzerland
- Division of Nephrology, EOC, Lugano, Switzerland
| | | | | | - Curzio Solcà
- Service of Nephrology, Centro Dialisi Nefrocure e Clinica Luganese Moncucco, Lugano, Switzerland
| | - Eling D. de Bruin
- Department of Health Sciences and Technology, Institute of Human Movement Sciences and Sport, ETH Zurich, Zurich, Switzerland
- Department of Neurobiology, Care Sciences and Society, Karolinska Institute, Stockholm, Sweden
- Department of Health, OST - Eastern Swiss University of Applied Sciences, St. Gallen, Switzerland
- *Correspondence: Eling D. de Bruin
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Ma R, Zhào H, Wei W, Liu Y, Huang Y. Gait characteristics under single-/dual-task walking conditions in elderly patients with cerebral small vessel disease: Analysis of gait variability, gait asymmetry and bilateral coordination of gait. Gait Posture 2022; 92:65-70. [PMID: 34826695 DOI: 10.1016/j.gaitpost.2021.11.007] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/11/2020] [Revised: 06/16/2021] [Accepted: 11/07/2021] [Indexed: 02/02/2023]
Abstract
BACKGROUND Dual-task walking (DTW) is common in daily life and represents an ideal paradigm for elucidating gait irregularity. Under single-task walking (STW) and DTW conditions, the symmetric and bilaterally coordinated human gait pattern found in healthy individuals is absent in individuals with neurological ailments such as Parkinson's disease, Alzheimer's disease and post-stroke issues. Cerebral small vessel disease (CSVD) is a neuropathological and radiological issue that has been reported to be associated with cognitive and motor disorders. However, few gait analyses have focused on elderly individuals with CSVD under DTW conditions. RESEARCH QUESTION Are parameters of gait analysis helpful in elucidating gait abnormalities in elderly patients with CSVD under DTW conditions? METHODS A total of 46 elderly patients with CSVD (CSVD group) and 22 healthy, age-matched individuals (HE group) were recruited. Gait data were collected from both groups under STW and DTW conditions. Direct parameters and metrics reflecting gait variability, gait asymmetry, and bilateral coordination of gait in the two groups were compared. RESULTS Under STW conditions, elderly individuals with CSVD showed markedly shorter stride length, were slower, and had higher gait asymmetry (GA) and phase coordination index (PCI) than healthy controls after adjusting for age, sex and level of education. Under DTW conditions, there were statistically significant differences between the two groups in stride time, stride length, cadence, stride time variability, GA and PCI after adjusting for age, sex, and level of education. SIGNIFICANCE Reanalysis-generated parameters, such as gait variability, GA, and PCI, are biomarkers for gait dysfunction in elderly patients with CSVD. In this study, elderly individuals with CVSD showed abnormal gait features under both STW and DTW conditions.
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Affiliation(s)
- Rui Ma
- Department of Neurology, the Seventh Medical Center of Chinese PLA General Hospital, Beijing, 100700, China; Department of Neurology, Emergency General Hospital, Beijing, 100028, China.
| | - Hóngyi Zhào
- Department of Neurology, the Seventh Medical Center of Chinese PLA General Hospital, Beijing, 100700, China; Department of Neurology, NO 984 Hospital of PLA, Beijing, 100094, China.
| | - Wei Wei
- Department of Neurology, the Seventh Medical Center of Chinese PLA General Hospital, Beijing, 100700, China.
| | - Yu Liu
- Department of Neurology, NO 984 Hospital of PLA, Beijing, 100094, China.
| | - Yonghua Huang
- Department of Neurology, the Seventh Medical Center of Chinese PLA General Hospital, Beijing, 100700, China.
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24
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Raffegeau TE, Brinkerhoff SA, Kellaher GK, Baudendistel S, Terza MJ, Roper JA, Hass CJ. Changes to margins of stability from walking to obstacle crossing in older adults while walking fast and during a dual-task. Exp Gerontol 2022; 161:111710. [PMID: 35090973 PMCID: PMC8920466 DOI: 10.1016/j.exger.2022.111710] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2021] [Revised: 01/08/2022] [Accepted: 01/18/2022] [Indexed: 11/29/2022]
Abstract
It is not well understood how older adults meet the combined locomotor demands of obstacle avoidance at fast speeds as compared to obstacle avoidance under cognitive loads. The purpose of this study was to quantify changes in locomotor stability (margin of stability, MOS) from walking to crossing obstacles at fast speeds versus with added cognitive demands in older adults. Community-dwelling older adults walked on an unobstructed and obstructed path at their preferred speed (preferred); during a dualtask (verbal fluency); and at their 'fastest comfortable' speed (fast). We used motion capture to calculate MOS in the anteroposterior direction, and compared minimum MOS between crossing foot and support phase (lead single support, lead double support, trail single support, trail double support) and tested for within subject changes using a linear mixed effect regression model [Condition (preferred, fluency, fast) x Walkway (unobstructed, obstructed) x Phase (single support, double support) x Foot (lead, trail)]. We examined crossing kinematics (approach distance, toe clearance, and recovery distance) between conditions. A significant omnibus effect partially supported our predictions. A Condition x Walkway x Phase interaction supported that older adults increased stability under a cognitive load and prioritized stability, demonstrated by not changing MOS from walking to obstacle crossing. During fast obstacle crossing they decreased stability during double support and exhibit more stability in single support, when vulnerable to external perturbations (contacting the obstacle). During a dual-task, older adults took shorter and higher steps over the obstacle to ensure they cleared it safely, but at fast speeds they increased the length of their crossing step without higher toe clearance. The results suggest older adults attempt to preserve stability when crossing obstacles under both cognitive and speed demands, but may be unable to ensure a safer limb elevation to avoid obstacles at fast speeds as they do under cognitive demands.
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Affiliation(s)
- Tiphanie E Raffegeau
- University of Florida, Department of Applied Physiology and Kinesiology, United States of America; Ohio University, Division of Exercise Physiology, United States of America.
| | - Sarah A Brinkerhoff
- University of Florida, Department of Applied Physiology and Kinesiology, United States of America; Auburn University, School of Kinesiology, United States of America
| | - Grace K Kellaher
- University of Florida, Department of Applied Physiology and Kinesiology, United States of America; University of Delaware, Department of Kinesiology & Applied Physiology, United States of America
| | - Sidney Baudendistel
- University of Florida, Department of Applied Physiology and Kinesiology, United States of America
| | - Matthew J Terza
- University of Florida, Department of Applied Physiology and Kinesiology, United States of America
| | - Jaimie A Roper
- University of Florida, Department of Applied Physiology and Kinesiology, United States of America; Auburn University, School of Kinesiology, United States of America
| | - Chris J Hass
- University of Florida, Department of Applied Physiology and Kinesiology, United States of America
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25
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Lin BS, Kuo SF, Lee IJ, Lu LH, Chen PY, Wang PC, Lai CH, Wang XM, Lin CH. The impact of aging and reaching movements on grip stability control during manual precision tasks. BMC Geriatr 2021; 21:703. [PMID: 34911487 PMCID: PMC8672550 DOI: 10.1186/s12877-021-02663-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Accepted: 11/24/2021] [Indexed: 01/11/2023] Open
Abstract
Background Operating an object by generating stable hand-grip force during static or dynamic posture control of the upper extremities simultaneously is an important daily activity. Older adults require different attentional resources during grip strength control and arm movements. However, the impact of aging and reaching movements on precise grip strength and stability control among older adults is not well understood. This study investigated the impact of aging and reaching movements on grip strength and stability control in both hands of the upper extremities. Methods Fifty healthy young adults (age: 28.8 ± 14.0 years) and 54 healthy older adults (73.6 ± 6.3 years) were recruited to perform isometric grip strength test at 20% maximal voluntary contraction as the target force during three manual precision tasks simultaneously: stationary task (without arm movements), forward-reach task, and backward-reach task. The average grip force (in kg) and coefficient of variation values (expressed as a percentage) during manual precision tasks were calculated to determine the quality of participants’ grip strength. The deviation error, absolute error, and force-stability index values were calculated to determine the strength control relative to the target force. Results For both the young and older groups, the force-stability index values in both hands were significantly higher during forward- and backward-reaching movements than in the stationary condition (p < 0.05). The older group exhibited a significantly lower hand-grip strength and stability of strength control in both hands than the young group (p < 0.05). Conclusions Aging and reaching task performance reduced the grip strength of participants and increased the variations in strength control of both hands relative to the target force, indicating that older adults exhibit poor grip strength and stability control when performing arm-reaching movements. These findings may help clinical therapists in establishing objective indexes for poor grip-stability control screening and developing appropriate rehabilitation programs or health-promotion exercises that can improve grip strength and stability control in older people.
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Affiliation(s)
- Bor-Shing Lin
- Department of Computer Science and Information Engineering, College of Electrical Engineering and Computer Science, National Taipei University, New Taipei City, Taiwan, ROC
| | - Shu-Fen Kuo
- School of Nursing, College of Nursing, Taipei Medical University, Taipei, Taiwan, ROC
| | - I-Jung Lee
- Department of Computer Science and Information Engineering, College of Electrical Engineering and Computer Science, National Taipei University, New Taipei City, Taiwan, ROC
| | - Liang-Hsuan Lu
- Department of Physical Therapy and Assistive Technology, National Yang-Ming University, Taipei, Taiwan, ROC
| | - Po-Yin Chen
- Department of Physical Therapy and Assistive Technology, National Yang-Ming University, Taipei, Taiwan, ROC
| | - Pin-Chun Wang
- Vitality and Ageing, Leiden University Medical Center, Leiden, Netherlands.,Erasmus University Rotterdam, Rotterdam, Netherlands
| | - Chien-Hung Lai
- Department of Physical Medicine and Rehabilitation, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan
| | - Xin-Miao Wang
- Faculty of Humanities, Zhejiang Dong Fang Polytechnic Collage, Wenzhou, China
| | - Chueh-Ho Lin
- Master Program in Long-Term Care, College of Nursing, Taipei Medical University, 250 Wu-Xing Street, 11031, Taipei, Taiwan, ROC. .,Center for Nursing and Healthcare Research in Clinical Practice Application, Wan Fang Hospital, Taipei Medical University, 250 Wu-Xing Street, 11031, Taipei, Taiwan, ROC.
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26
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Rabuffetti M, Steinach M, Lichti J, Gunga HC, Balcerek B, Becker PN, Fähling M, Merati G, Maggioni MA. The Association of Fatigue With Decreasing Regularity of Locomotion During an Incremental Test in Trained and Untrained Healthy Adults. Front Bioeng Biotechnol 2021; 9:724791. [PMID: 34900952 PMCID: PMC8652249 DOI: 10.3389/fbioe.2021.724791] [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: 06/14/2021] [Accepted: 10/07/2021] [Indexed: 12/03/2022] Open
Abstract
Fatigue is a key factor that affects human motion and modulates physiology, biochemistry, and performance. Prolonged cyclic human movements (locomotion primarily) are characterized by a regular pattern, and this extended activity can induce fatigue. However, the relationship between fatigue and regularity has not yet been extensively studied. Wearable sensor methodologies can be used to monitor regularity during standardized treadmill tests (e.g., the widely used Bruce test) and to verify the effects of fatigue on locomotion regularity. Our study on 50 healthy adults [27 males and 23 females; <40 years; five dropouts; and 22 trained (T) and 23 untrained (U) subjects] showed how locomotion regularity follows a parabolic profile during the incremental test, without exception. At the beginning of the trial, increased walking speed in the absence of fatigue is associated with increased regularity (regularity index, RI, a. u., null/unity value for aperiodic/periodic patterns) up until a peak value (RI = 0.909 after 13.8 min for T and RI = 0.915 after 13.4 min for U subjects; median values, n. s.) and which is then generally followed (after 2.8 and 2.5 min, respectively, for T/U, n. s.) by the walk-to-run transition (at 12.1 min for both T and U, n. s.). Regularity then decreases with increased speed/slope/fatigue. The effect of being trained was associated with significantly higher initial regularity [0.845 (T) vs 0.810 (U), p < 0.05 corrected], longer test endurance [23.0 min (T) vs 18.6 min (U)], and prolonged decay of locomotor regularity [8.6 min (T) vs 6.5 min (U)]. In conclusion, the monitoring of locomotion regularity can be applied to the Bruce test, resulting in a consistent time profile. There is evidence of a progressive decrease in regularity following the walk-to-run transition, and these features unveil significant differences among healthy trained and untrained adult subjects.
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Affiliation(s)
| | - Mathias Steinach
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Institute of Physiology, Center for Space Medicine and Extreme Environments Berlin, Berlin, Germany
| | - Julia Lichti
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Institute of Physiology, Center for Space Medicine and Extreme Environments Berlin, Berlin, Germany.,Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Institute of Vegetative Physiology, Berlin, Germany
| | - Hanns-Christian Gunga
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Institute of Physiology, Center for Space Medicine and Extreme Environments Berlin, Berlin, Germany
| | - Björn Balcerek
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Institute of Vegetative Physiology, Berlin, Germany
| | - Philipp Nils Becker
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Institute of Vegetative Physiology, Berlin, Germany
| | - Michael Fähling
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Institute of Vegetative Physiology, Berlin, Germany
| | - Giampiero Merati
- IRCCS Fondazione Don Carlo Gnocchi, Milano, Italy.,Department of Biotechnology and Life Sciences (DBSV), University of Insubria, Varese, Italy
| | - Martina Anna Maggioni
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Institute of Physiology, Center for Space Medicine and Extreme Environments Berlin, Berlin, Germany.,Department of Biomedical Sciences for Health, Università degli Studi di Milano, Milano, Italy
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27
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Tsakanikas VD, Dimopoulos DG, Tachos NS, Chatzaki C, Skaramagkas V, Christodoulakis G, Tsiknakis M, Fotiadis DI. Gait and balance patterns related to Free-Walking and TUG tests in Parkinson's Disease based on plantar pressure data. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2021; 2021:236-239. [PMID: 34891280 DOI: 10.1109/embc46164.2021.9629637] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Continuous monitoring of patients with Parkinson's Disease (PD) is critical for their effective management, as early detection of improvement or degradation signs play an important role on pharmaceutical and/or interventional plans. Within this work, a group of seven PD patients and a group of ten controls performed a set of exercises related to the evaluation of PD gait. Plantar pressure signals were collected and used to derive a set of analytics. Statistical tests and feature selection approaches revealed that the spatial distribution of the Center of Pressure during a static balance exercise is the most discriminative analytic and may be used for every-day monitoring of the patients. Results have revealed that out of the 28 features extracted from the collected signals, 10 were statistically significant (p < 0.05) and can be used to machine learning algorithms and/or similar approaches.
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28
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Bishnoi A, Hernandez ME. Dual task walking costs in older adults with mild cognitive impairment: a systematic review and meta-analysis. Aging Ment Health 2021; 25:1618-1629. [PMID: 32757759 DOI: 10.1080/13607863.2020.1802576] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
OBJECTIVE The objective of this systematic review and meta-analysis (PROSPERO registration No CRD42020192121) is to review existing literature focusing on effects of different dual task paradigms on walking speed in older adults with and without Mild Cognitive Impairment. METHODS (1) Data Sources: PubMEd, Cumulative Index of Nursing and Allied Health, Cochrane library, and Web of Science. (2) Study Selection: The key terms searched included those associated with dual task, walking speed, executive function, older adults, and MCI. (3) Data Extraction: The search yielded 140 results with 20 studies meeting the inclusion criteria, which were rated by two independent reviewers using the Quality Assessment Tool. Descriptions of each study including the single and dual task protocol, outcome measure, and final outcomes were extracted. Meta-analysis was performed to evaluate the dual task effects on walking costs in older adults with and without MCI. RESULTS Meta-analysis revealed that there were significant differences in the dual task walking costs among older adults with or without MCI (p < .05). Pooled effect sizes of the serial subtraction (9.54; 95%CI, 3.93-15.15) and verbal fluency tasks (10.06; 95%CI, 6.26-15.65) showed that there are higher motor dual-task costs in older adults with MCI than age-matched controls. For quality assessment, all studies ranged from 12 to 16 in score, out of 18 (high quality). CONCLUSIONS In the studies included in this review, mental tracking tasks, consisting of serial subtraction and verbal fluency, were found to be the most sensitive in detecting MCI-related changes in older adults, and could serve an important role as a target measure for evaluating the efficacy of interventions aimed at improving cognitive and motor function in older adults.
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Affiliation(s)
- Alka Bishnoi
- Mobility and Fall Prevention Research Laboratory, Department of Kinesiology and Community Health, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Manuel E Hernandez
- Mobility and Fall Prevention Research Laboratory, Department of Kinesiology and Community Health, University of Illinois at Urbana-Champaign, Urbana, IL, USA
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Prasuhn J, Borsche M, Hicks AA, Gögele M, Egger C, Kritzinger C, Pichler I, Castelo-Rueda MP, Langlott L, Kasten M, Mascalzoni D, Klein C, Pramstaller PP, Brüggemann N. Task matters - challenging the motor system allows distinguishing unaffected Parkin mutation carriers from mutation-free controls. Parkinsonism Relat Disord 2021; 86:101-104. [PMID: 33895538 DOI: 10.1016/j.parkreldis.2021.03.028] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/03/2020] [Revised: 03/08/2021] [Accepted: 03/24/2021] [Indexed: 10/21/2022]
Abstract
BACKGROUND Heterozygous carriers of Parkin mutations are suggested to be at risk of developing Parkinson's disease, while biallelic variants are associated with typical autosomal recessive early-onset PD. Investigating unaffected heterozygous mutation carriers holds the potential of a deeper understanding of monogenic PD and has implications for PD in general, in particular regarding the prodromal phase. OBJECTIVES To discriminate healthy Parkin mutation carriers from healthy non-mutation carriers using a multimodal approach. METHODS Twenty-seven healthy heterozygous Parkin mutation carriers (13 female. age: 48 ± 13 years) and 24 healthy non-mutation carriers (14 female. age: 48 ± 15 years) from the CHRIS study (Cooperative Health Research in South Tyrol) were recalled based on their genetic profile and underwent a blinded assessment of motor and non-motor PD symptoms, transcranial sonography and sensor-based posturography and gait analyses under different conditions with increasing difficulty. For the latter, gradient-boosted trees were used to discriminate between carriers and non-carriers. The classification accuracy and the area under the curve of the receiver-operator characteristics curve were calculated. RESULTS We observed no differences concerning motor or non-motor symptoms and substantia nigra hyperechogenicity. The best gradient-boosted trees-based model on posturography measurements (tandem feet, eyes closed, firm surface), however, showed a classification accuracy of up to 86%. The best-performing gradient-boosted trees-based model for gait analyses showed a balanced accuracy of up to 87% (dual-tasking). CONCLUSIONS Sensor-based quantification of movements allows to discriminate unaffected heterozygous mutation carriers from mutation-free controls. Thereby, it is crucial to challenge the motor system with more difficult tasks to unmask subtle motor alterations.
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Affiliation(s)
- Jannik Prasuhn
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany; Department of Neurology, University Medical Center Schleswig-Holstein, Campus Lübeck, Lübeck, Germany
| | - Max Borsche
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany; Department of Neurology, University Medical Center Schleswig-Holstein, Campus Lübeck, Lübeck, Germany
| | - Andrew A Hicks
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano, Italy
| | - Martin Gögele
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano, Italy
| | - Clemens Egger
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano, Italy
| | - Cleo Kritzinger
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany
| | - Irene Pichler
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano, Italy
| | | | - Lynn Langlott
- Department of Neurology, University Medical Center Schleswig-Holstein, Campus Lübeck, Lübeck, Germany
| | - Meike Kasten
- Department of Neurology, University Medical Center Schleswig-Holstein, Campus Lübeck, Lübeck, Germany; Department of Psychiatry, University Medical Center Schleswig-Holstein, Campus Lübeck, Lübeck, Germany
| | - Deborah Mascalzoni
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano, Italy; Center for Research Ethics and Bioethics, Department of Public Health and Caring Sciences, Uppsala University, Uppsala, Sweden
| | - Christine Klein
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany
| | - Peter P Pramstaller
- Department of Neurology, University Medical Center Schleswig-Holstein, Campus Lübeck, Lübeck, Germany; Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano, Italy; Department of Neurology, Central Hospital, Bolzano, Italy
| | - Norbert Brüggemann
- Institute of Neurogenetics, University of Lübeck, Lübeck, Germany; Department of Neurology, University Medical Center Schleswig-Holstein, Campus Lübeck, Lübeck, Germany.
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30
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Boekesteijn RJ, Smolders JMH, Busch VJJF, Geurts ACH, Smulders K. Independent and sensitive gait parameters for objective evaluation in knee and hip osteoarthritis using wearable sensors. BMC Musculoskelet Disord 2021; 22:242. [PMID: 33658006 PMCID: PMC7931541 DOI: 10.1186/s12891-021-04074-2] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2020] [Accepted: 02/09/2021] [Indexed: 11/30/2022] Open
Abstract
Background Although it is well-established that osteoarthritis (OA) impairs daily-life gait, objective gait assessments are not part of routine clinical evaluation. Wearable inertial sensors provide an easily accessible and fast way to routinely evaluate gait quality in clinical settings. However, during these assessments, more complex and meaningful aspects of daily-life gait, including turning, dual-task performance, and upper body motion, are often overlooked. The aim of this study was therefore to investigate turning, dual-task performance, and upper body motion in individuals with knee or hip OA in addition to more commonly assessed spatiotemporal gait parameters using wearable sensors. Methods Gait was compared between individuals with unilateral knee (n = 25) or hip OA (n = 26) scheduled for joint replacement, and healthy controls (n = 27). For 2 min, participants walked back and forth along a 6-m trajectory making 180° turns, with and without a secondary cognitive task. Gait parameters were collected using 4 inertial measurement units on the feet and trunk. To test if dual-task gait, turning, and upper body motion had added value above spatiotemporal parameters, a factor analysis was conducted. Effect sizes were computed as standardized mean difference between OA groups and healthy controls to identify parameters from these gait domains that were sensitive to knee or hip OA. Results Four independent domains of gait were obtained: speed-spatial, speed-temporal, dual-task cost, and upper body motion. Turning parameters constituted a gait domain together with cadence. From the domains that were obtained, stride length (speed-spatial) and cadence (speed-temporal) had the strongest effect sizes for both knee and hip OA. Upper body motion (lumbar sagittal range of motion), showed a strong effect size when comparing hip OA with healthy controls. Parameters reflecting dual-task cost were not sensitive to knee or hip OA. Conclusions Besides more commonly reported spatiotemporal parameters, only upper body motion provided non-redundant and sensitive parameters representing gait adaptations in individuals with hip OA. Turning parameters were sensitive to knee and hip OA, but were not independent from speed-related gait parameters. Dual-task parameters had limited additional value for evaluating gait in knee and hip OA, although dual-task cost constituted a separate gait domain. Future steps should include testing responsiveness of these gait domains to interventions aiming to improve mobility. Supplementary Information The online version contains supplementary material available at 10.1186/s12891-021-04074-2.
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Affiliation(s)
- Ramon J Boekesteijn
- Department of Research, Sint Maartenskliniek, Hengstdal 3, 6574 NA Ubbergen, Nijmegen, The Netherlands. .,Department of Rehabilitation, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands.
| | - José M H Smolders
- Department of Orthopedic Surgery, Sint Maartenskliniek, Nijmegen, The Netherlands
| | - Vincent J J F Busch
- Department of Orthopedic Surgery, Sint Maartenskliniek, Nijmegen, The Netherlands
| | - Alexander C H Geurts
- Department of Rehabilitation, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Katrijn Smulders
- Department of Research, Sint Maartenskliniek, Hengstdal 3, 6574 NA Ubbergen, Nijmegen, The Netherlands
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31
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Ward N, Menta A, Peach S, White SA, Jaffe S, Kowaleski C, Grandjean da Costa K, Verghese J, Reid KF. Cognitive Motor Dual Task Costs in Older Adults with Motoric Cognitive Risk Syndrome. J Frailty Aging 2021; 10:337-342. [PMID: 34549248 PMCID: PMC9397542 DOI: 10.14283/jfa.2021.27] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
The purpose of this study was to characterize Cognitive Motor Dual Task (CMDT) costs for a community-based sample of older adults with Motoric Cognitive Risk Syndrome (MCR), as well as investigate associations between CMDT costs and cognitive performance. Twenty-five community-dwelling older adults (ages 60-89 years) with MCR performed single and dual task complex walking scenarios, as well as a computerized cognitive testing battery. Participants with lower CMDT costs had higher scores on composite measures of Working Memory, Processing Speed, and Shifting, as well as an overall cognitive composite measure. In addition, participants with faster single task gait velocity had higher scores on composite measures of Working Memory, Processing Speed, and overall cognition. Taken together, these results suggest that CMDT paradigms can help to elucidate the interplay between cognitive and motor abilities for older adults with MCR.
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Affiliation(s)
- N Ward
- Nathan Ward, PhD. Department of Psychology, Tufts University, Boston, MA, 02155. Telephone: +1-617-627-2645; Fax: +1-617-627-3181; E-mail:
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32
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Noguerón García A, Huedo Ródenas I, García Molina R, Ruiz Grao MC, Avendaño Céspedes A, Esbrí Víctor M, Montero Odasso M, Abizanda P. Gait plasticity impairment as an early frailty biomarker. Exp Gerontol 2020; 142:111137. [DOI: 10.1016/j.exger.2020.111137] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2020] [Revised: 10/13/2020] [Accepted: 10/21/2020] [Indexed: 10/23/2022]
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Mancioppi G, Fiorini L, Rovini E, Cavallo F. The use of Motor and Cognitive Dual-Task quantitative assessment on subjects with mild cognitive impairment: A systematic review. Mech Ageing Dev 2020; 193:111393. [PMID: 33188785 DOI: 10.1016/j.mad.2020.111393] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 11/01/2020] [Accepted: 11/02/2020] [Indexed: 12/19/2022]
Abstract
Dementia and Alzheimer's Disease (AD) represent a health emergency. The identification of valid and noninvasive markers to identify people with Mild Cognitive Impairment (MCI) is profoundly advocated. This review outlines the use of quantitative Motor and Cognitive Dual-Task (MCDT) on MCI, by technologies aid. We describe the framework and the most valuable researches, displaying the adopted protocols, and the available technologies. PubMed Central, Web of Science, and Scopus were inspected between January 2010 and May 2020. 1939 articles were found in the initial quest. Exclusion criteria allowed the selection of the most relevant papers; 38 papers were included. The articles, regarding four technological solutions "wearable sensors", "personal devices", "optokinetic systems", and "electronic walkways", are organized into three categories: "Quantitative MCDT", "MCDT Inspired by Neuropsychological Test", and "MCDT for MCI Stimulation". MCDT might furnish clinical landmarks, supplying aid for disease stratication, risk prediction, and intervention optimization. Such protocols could foster the use of data mining and machine learning techniques. Notwithstanding, there is still a need to standardize and harmonize such protocols.
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Affiliation(s)
- Gianmaria Mancioppi
- The BioRobotics Institute, Scuola Superiore Sant'Anna, Viale Rinaldo Piaggio 34, Pontedera (PI), 56025 Pisa, Italy; Department of Excellence in Robotics & AI, Scuola Superiore Sant'Anna, Piazza Martiri della Libertà 33, 56127, Pisa, Italy
| | - Laura Fiorini
- The BioRobotics Institute, Scuola Superiore Sant'Anna, Viale Rinaldo Piaggio 34, Pontedera (PI), 56025 Pisa, Italy; Department of Excellence in Robotics & AI, Scuola Superiore Sant'Anna, Piazza Martiri della Libertà 33, 56127, Pisa, Italy
| | - Erika Rovini
- The BioRobotics Institute, Scuola Superiore Sant'Anna, Viale Rinaldo Piaggio 34, Pontedera (PI), 56025 Pisa, Italy; Department of Excellence in Robotics & AI, Scuola Superiore Sant'Anna, Piazza Martiri della Libertà 33, 56127, Pisa, Italy
| | - Filippo Cavallo
- The BioRobotics Institute, Scuola Superiore Sant'Anna, Viale Rinaldo Piaggio 34, Pontedera (PI), 56025 Pisa, Italy; Department of Excellence in Robotics & AI, Scuola Superiore Sant'Anna, Piazza Martiri della Libertà 33, 56127, Pisa, Italy; Department of Industrial Engineering, University of Florence, Via Santa Marta 3, 50139 Florence, Italy.
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Auditory Electrooculogram-based Communication System for ALS Patients in Transition from Locked-in to Complete Locked-in State. Sci Rep 2020; 10:8452. [PMID: 32439995 PMCID: PMC7242332 DOI: 10.1038/s41598-020-65333-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2019] [Accepted: 04/30/2020] [Indexed: 11/09/2022] Open
Abstract
Patients in the transition from locked-in (i.e., a state of almost complete paralysis with voluntary eye movement control, eye blinks or twitches of face muscles, and preserved consciousness) to complete locked-in state (i.e., total paralysis including paralysis of eye-muscles and loss of gaze-fixation, combined with preserved consciousness) are left without any means of communication. An auditory communication system based on electrooculogram (EOG) was developed to enable such patients to communicate. Four amyotrophic lateral sclerosis patients in transition from locked-in state to completely locked-in state, with ALSFRS-R score of 0, unable to use eye trackers for communication, learned to use an auditory EOG-based communication system. The patients, with eye-movement amplitude between the range of ±200μV and ±40μV, were able to form complete sentences and communicate independently and freely, selecting letters from an auditory speller system. A follow-up of one year with one patient shows the feasibility of the proposed system in long-term use and the correlation between speller performance and eye-movement decay. The results of the auditory speller system have the potential to provide a means of communication to patient populations without gaze fixation ability and with low eye-movement amplitude range.
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Clark DJ, Manini TM, Ferris DP, Hass CJ, Brumback BA, Cruz-Almeida Y, Pahor M, Reuter-Lorenz PA, Seidler RD. Multimodal Imaging of Brain Activity to Investigate Walking and Mobility Decline in Older Adults (Mind in Motion Study): Hypothesis, Theory, and Methods. Front Aging Neurosci 2020; 11:358. [PMID: 31969814 PMCID: PMC6960208 DOI: 10.3389/fnagi.2019.00358] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2019] [Accepted: 12/09/2019] [Indexed: 12/25/2022] Open
Abstract
Age-related brain changes likely contribute to mobility impairments, but the specific mechanisms are poorly understood. Current brain measurement approaches (e.g., functional magnetic resonance imaging (fMRI), functional near infrared spectroscopy (fNIRS), PET) are limited by inability to measure activity from the whole brain during walking. The Mind in Motion Study will use cutting edge, mobile, high-density electroencephalography (EEG). This approach relies upon innovative hardware and software to deliver three-dimensional localization of active cortical and subcortical regions with good spatial and temporal resolution during walking. Our overarching objective is to determine age-related changes in the central neural control of walking and correlate these findings with a comprehensive set of mobility outcomes (clinic-based, complex walking, and community mobility measures). Our hypothesis is that age-related walking deficits are explained in part by the Compensation Related Utilization of Neural Circuits Hypothesis (CRUNCH). CRUNCH is a well-supported model that describes the over-recruitment of brain regions exhibited by older adults in comparison to young adults, even at low levels of task complexity. CRUNCH also describes the limited brain reserve resources available with aging. These factors cause older adults to quickly reach a ceiling in brain resources when performing tasks of increasing complexity, leading to poor performance. Two hundred older adults and twenty young adults will undergo extensive baseline neuroimaging and walking assessments. Older adults will subsequently be followed for up to 3 years. Aim 1 will evaluate whether brain activity during actual walking explains mobility decline. Cross sectional and longitudinal designs will be used to study whether poorer walking performance and steeper trajectories of decline are associated with CRUNCH indices. Aim 2 is to harmonize high-density EEG during walking with fNIRS (during actual and imagined walking) and fMRI (during imagined walking). This will allow integration of CRUNCH-related hallmarks of brain activity across neuroimaging modalities, which is expected to lead to more widespread application of study findings. Aim 3 will study central and peripheral mechanisms (e.g., cerebral blood flow, brain regional volumes, and connectivity, sensory function) to explain differences in CRUNCH indices during walking. Research performed in the Mind in Motion Study will comprehensively characterize the aging brain during walking for developing new intervention targets.
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Affiliation(s)
- David J Clark
- Department of Aging and Geriatric Research, University of Florida, Gainesville, FL, United States.,Brain Rehabilitation Research Center, Malcom Randall VA Medical Center, Gainesville, FL, United States
| | - Todd M Manini
- Department of Aging and Geriatric Research, University of Florida, Gainesville, FL, United States
| | - Daniel P Ferris
- Department of Biomedical Engineering, University of Florida, Gainesville, FL, United States
| | - Chris J Hass
- Department of Applied Physiology and Kinesiology, University of Florida, Gainesville, FL, United States
| | - Babette A Brumback
- Department of Biostatistics, University of Florida, Gainesville, FL, United States
| | - Yenisel Cruz-Almeida
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
| | - Marco Pahor
- Department of Aging and Geriatric Research, University of Florida, Gainesville, FL, United States
| | | | - Rachael D Seidler
- Department of Applied Physiology and Kinesiology, University of Florida, Gainesville, FL, United States
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de Oliveira Silva F, Ferreira JV, Plácido J, Chagas D, Praxedes J, Guimarães C, Batista LA, Laks J, Deslandes AC. Gait analysis with videogrammetry can differentiate healthy elderly, mild cognitive impairment, and Alzheimer's disease: A cross-sectional study. Exp Gerontol 2019; 131:110816. [PMID: 31862421 DOI: 10.1016/j.exger.2019.110816] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2019] [Revised: 11/29/2019] [Accepted: 12/16/2019] [Indexed: 10/25/2022]
Abstract
Gait parameters have been investigated as an additional tool for differential diagnosis in neurocognitive disorders, especially among healthy elderly (HE), those with mild cognitive impairment (MCI), and Alzheimer's disease (AD) patients. A videogrammetry system could be used as a low-cost and clinically practical equipment to capture and analyze gait in older adults. The aim of this study was to select the better gait parameter to differentiate these groups among different motor test conditions with videogrammetry analyses. Different motor conditions were used in three specific assessments: 10-meter walk test (10mWT), timed up and go test (TUGT), and treadmill walk test (TWT). These tasks were compared among HE (n=17), MCI (n=23), and AD (n=23) groups. One-way ANOVA, Kruskal-Wallis, and Bonferroni post-hoc tests were used to compare variables among groups. Then, an effect size (ES) and a linear regression analysis were calculated. The gait parameters showed significant differences among groups in all conditions, but not in TWT. Controlled by confounding variables, the gait velocity in 10mWT at usual speed, and TUGT in dual-task condition, predicts 39% and 53% of the difference among diagnoses, respectively. Finally, these results suggest that a low-cost and practical video analysis could be able to differentiate HE, those with MCI, and AD patients in clinical assessments.
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Affiliation(s)
| | | | - Jéssica Plácido
- Institute of Psychiatry, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
| | - Daniel Chagas
- Physical Education and Sports Institute, Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil
| | - Jomilto Praxedes
- Physical Education and Sports Institute, Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil
| | | | - Luiz Alberto Batista
- Physical Education and Sports Institute, Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil
| | - Jerson Laks
- Postgraduate Program in Translacional Biomedicine, Universidade do Grande Rio, Rio de Janeiro, Brazil
| | - Andrea Camaz Deslandes
- Institute of Psychiatry, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil.
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Wollesen B, Wanstrath M, van Schooten KS, Delbaere K. A taxonomy of cognitive tasks to evaluate cognitive-motor interference on spatiotemoporal gait parameters in older people: a systematic review and meta-analysis. Eur Rev Aging Phys Act 2019; 16:12. [PMID: 31372186 PMCID: PMC6661106 DOI: 10.1186/s11556-019-0218-1] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2019] [Accepted: 07/02/2019] [Indexed: 02/07/2023] Open
Abstract
Background Walking in natural environments can be considered a dual-task (DT) scenario that requires increasing cognitive resources with advancing age. Previous reviews concluded that gait speed under DT conditions is equivalent to gait speed as a single task (ST) in the prediction of future falls in older people. However, without a clear taxonomy, these conclusions might be premature. The aim of this review is to use a taxonomy for classifying cognitive tasks of cognitive-motor interference (CMI) paradigms while walking to identify which task domains lead to more pronounced cognitive-motor decrements due to fall risk and concern about falling (CoF) in older people. Methods A systematic literature research following PRISMA guidelines was conducted using MEDLINE, Psych-Info and EMBASE. Inclusion criteria were: older people ≥60 years with a previous fall or CoF, use of a DT paradigm to discriminate fallers and non-fallers, straight overground walking, reported gait measurements during ST and DT conditions. A meta-analysis estimated the effect of DT costs for the cognitive task domain and spatiotemporal gait parameters. Results N = 3737 studies were found within the databases. Nineteen studies were included (n = 14 for meta-analysis). Fallers and people with CoF showed reduced walking speed for ST and DT conditions. Effects of DT were examined for mental tracking tasks. The combined odds ratio (OR [95% confidence interval]) for fallers vs. non-fallers for ST was 3.13 [0.47, 5.80] with moderate heterogeneity (I2 = 48%). For DT, the OR was 5.17 [2.42, 7.93] with low heterogeneity (I2 = 37%). Comparing participants with and without CoF, the OR for ST was 12.41 [9.97, 14.84] with high heterogeneity (I2 = 85%) and OR for mental tracking DT was 10.49 [7.58, 13.40] with moderate heterogeneity (I2 = 51%). Conclusion CMI was not significantly different between fallers and non-fallers or people with and without CoF; however, our taxonomy revealed a large variety of cognitive conditions and a higher number of studies using mental tracking tasks, which make it impossible to draw firm conclusions. Future studies should use a more standardised and ecologically valid approach when evaluating the validity of DT gait performance in the prediction of falls, CoF or other age-related conditions. Trial registration This review was registered at Prospero with the ID: CRD42017068912.
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Affiliation(s)
- B Wollesen
- 1Human Movement Science, University of Hamburg, Mollerstr, 10, 20148 Hamburg, Germany
| | - M Wanstrath
- Department for Occupational Medicine, Hazardous Substances and Public Health, German Social Accident Insurance for the Health and Welfare Services, Hamburg, Germany
| | - K S van Schooten
- 3Neuroscience Research Australia, University of New South Wales, Sydney, Australia
| | - K Delbaere
- 3Neuroscience Research Australia, University of New South Wales, Sydney, Australia
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Older women take shorter steps during backwards walking and obstacle crossing. Exp Gerontol 2019; 122:60-66. [PMID: 31034865 DOI: 10.1016/j.exger.2019.04.011] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2018] [Revised: 04/19/2019] [Accepted: 04/20/2019] [Indexed: 11/20/2022]
Abstract
BACKGROUND Community ambulation requires the ability to adapt walking patterns to task demands. For example, complex walking tasks, such as obstacle crossing (OBS) and backwards walking (BW), require modification of gait kinematics to complete the task, maintain stability and prevent falling. More women than men fall each year, but few studies have investigated gender differences in performance of adaptive walking tasks. OBJECTIVE The purpose of this study was to determine gender differences in two common adaptive tasks. METHODS Walking performance was assessed from 54 age and gender matched participants (72 ± 5 yrs.) while they completed forward walking (FW), OBS and BW. Gait outcomes and the distance of the lead foot and the trail foot from the obstacle were normalized by leg length and assessed using multivariate analysis of variance. Additionally, performance in a battery of clinical physical and cognitive measures as well as self-reported activity levels were associated with adaptive gait behavior. RESULTS Gait speed and step width were not different between genders in any walking task. Compared to FW and OBS, women only decreased step length in BW, resulting in significantly shorter step lengths than men in OBS (p = 0.02) and BW (p = 0.04), a conservative walking strategy. Women crossed the obstacle in a manner that may limit recovery steps in case of a trip: stepping closer to the obstacle during approach without increasing trail toe-clearance. The Timed Up and Go mobility test, Short Physical Performance Battery, and Trail Making Test of processing speed and executive function were associated with gender differences in adaptive gait patterns. CONCLUSION The findings revealed that older adult women adapt walking in a way that might predispose them to tripping or falling (i.e. shorter steps and closer obstacle approach). Gender differences in adaptive walking are related to functional test performance and processing speed. Clinicians should consider targeting step length during adaptive walking tasks in women that may be at risk of mobility impairments.
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Abstract
BACKGROUND People with Chronic Kidney Disease (CKD) often present with prevalent gait impairment and high fall rates, particularly in advanced CKD stages. Gait impairment and its consequences is associated with increased hospital admission, institutionalization, and greater need for health care. The objective of this systematic review was to evaluate the quality of studies investigating CKD patients' gait characteristics at different CKD stages, to highlight areas of agreement and contradiction between studies reporting aspects of gait in CKD, and to discuss and emphasize gait parameters associated with fall risk. METHODS We performed a literature search of trials in CINAHL (EBSCO), Cochrane Library, EMBASE, Medline (EBSCO), PEDro, PubMed, and Scopus databases from their inception to June 30th 2018 using a two-stage process for the identification of studies. We retrieved English-, German-, Italian-, Spanish-, Portuguese and Dutch-language articles for review. Methodological quality of randomized and non-randomized studies was assessed with an adapted version of the Downs and Black checklist. RESULTS Thirty-one studies (22 cross-sectional with 3901 participants) and 9 longitudinal intervention studies (1 randomized control trial, 5 controlled clinical trials and 3 one-group pre-post-test; with 659 participants) were considered. The studies revealed a primary emphasis on gait speed measures within clinical tests, and a neglect of spatiotemporal gait variables. Most of the studies showed that CKD progression is associated with slowing of walking speed. No studies analysed the relation between gait parameters and fall risk. CONCLUSIONS There was a paucity of studies investigating aspects of gait quality in patients with CKD. In the majority of studies, only gait speed is analysed as a performance indicator. The relation between gait parameters and fall risk in CKD is not investigated. We formulate several recommendations to fill the current research gap, encourage the use of standardized gait analysis protocols that include assessment of spatiotemporal parameters in clinical care of patients with CKD, aimed at prevention of mobility decline and falls risk.
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Wollesen B, Voelcker-Rehage C. Differences in Cognitive-Motor Interference in Older Adults While Walking and Performing a Visual-Verbal Stroop Task. Front Aging Neurosci 2019; 10:426. [PMID: 30687077 PMCID: PMC6333862 DOI: 10.3389/fnagi.2018.00426] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2018] [Accepted: 12/10/2018] [Indexed: 11/24/2022] Open
Abstract
Objectives: Studies using the dual-task (DT) paradigm to explain age-related performance decline due to cognitive-motor interference (CMI) which causes DT costs (DTCs) revealed contradictory results for performances under DT conditions. This cross-sectional study analyzed whether differences in demographics, physical functioning, concerns of falling (CoF), and other mental factors can explain positive and negative DTCs in older adults while walking in DT situations. Methodology: N = 222 participants (57–89 years) performed a single task (ST) and a DT walking condition (visual-verbal Stroop task) in randomized order on a treadmill. Gait parameters (step length, step width) were measured at a constant self-selected walking speed. Demographics [age, Mini Mental Status Examination (MMSE)], physical functioning (hand grip strength), CoF [Falls Efficacy Scale International (FES-I)], and mental factors [Short Form-12 (SF-12)] were assessed. An analysis of variance (ANOVA) was used to reveal subgroup differences. A four-step hierarchical regression analysis was conducted to identify which variables determine the DTC. Results: Three subgroups were identified: (1) participants (n = 53) with positive DTCs (improvements under DT conditions); (2) participants with negative DTCs (n = 60) in all gait parameters; and (3) participants (n = 109) who revealed non-uniform DTCs. Baseline characteristics between the subgroups showed differences in age (F(2,215) = 4.953; p = 0.008; η2 = 0.044). The regression analysis revealed that physical functioning was associated with positive DTC and CoF with negative DTC. Conclusion: The results confirmed a huge inter-individual variability in older adults. They lead us to suggest that factors causing performance differences in DTCs needs to be reassessed. Functional age seems to determine DTCs rather than calendric age. Psychological variables particularly seem to negatively influence DT performance.
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Affiliation(s)
- Bettina Wollesen
- Department of Human Science, Faculty of Psychology and Movement Science, University of Hamburg, Hamburg, Germany
| | - Claudia Voelcker-Rehage
- Sports Psychology, Institute of Human Movement Science and Health, Faculty of Behavioral and Social Sciences, Chemnitz University of Technology, Chemnitz, Germany
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Naidu AS, Vasudev A, Burhan AM, Ionson E, Montero-Odasso M. Does Dual-Task Gait Differ in those with Late-Life Depression versus Mild Cognitive Impairment? Am J Geriatr Psychiatry 2019; 27:62-72. [PMID: 30420282 DOI: 10.1016/j.jagp.2018.10.011] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2018] [Revised: 10/15/2018] [Accepted: 10/16/2018] [Indexed: 01/19/2023]
Abstract
OBJECTIVES To compare the dual-task gait performance of older adults with Late-Life Depression (LLD) versus Mild Cognitive Impairment (MCI). DESIGN Cross-sectional study with three matched groups: LLD, MCI and non-depressed and cognitively intact (NDCI). SETTING LLD group participants were recruited from geriatric psychiatry clinics in London, Ontario. Matched participants meeting criteria for the MCI or NDCI groups were previously recruited for other research studies from geriatric clinics and the community. PARTICIPANTS Individuals aged 60-85 who met criteria for mild-moderate LLD (N=23) without a diagnosis of a neurocognitive disorder. MEASUREMENTS Participants completed questionnaires regarding mood, cognition and physical activity. Gait speed was recorded using an electronic walkway during simple and dual-task gait (walking while naming animals aloud). Dual-task cost (DTC) is the percentage change in gait speed between simple and dual-task gait. It is a clinically relevant indicator of fall risk and is strongly associated with cognitive decline. For comparison, 23 MCI and 23 NDCI participants, matched with respect to age, sex and comorbidities, were randomly selected from existing research databases. RESULTS Each group had 8 males and 15 females, with mean age of 69.0-69.6 years. The mean (±SD) DTC of the NDCI, LLD and MCI groups were statistically different at 2.4±11.4%, 11.8±9.9% and 22.2±16.7%, respectively. CONCLUSION Older adults with LLD perform worse on dual-task gait than NDCI; however, they are less impaired than those with MCI. The elevated DTC seen in LLD is likely because of underlying executive dysfunction that is less significant than in those with MCI.
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Affiliation(s)
- Anish S Naidu
- Gait and Brain Lab, Lawson Health Research Institute, London, ON; Parkwood Institute, St. Joseph's Health Care, London, ON; Schulich School of Medicine and Dentistry, University of Western Ontario, London, ON
| | - Akshya Vasudev
- Gait and Brain Lab, Lawson Health Research Institute, London, ON; Parkwood Institute, St. Joseph's Health Care, London, ON; Schulich School of Medicine and Dentistry, University of Western Ontario, London, ON; Division of Geriatric Psychiatry, Department of Psychiatry, University of Western Ontario, London, ON
| | - Amer M Burhan
- Gait and Brain Lab, Lawson Health Research Institute, London, ON; Parkwood Institute, St. Joseph's Health Care, London, ON; Schulich School of Medicine and Dentistry, University of Western Ontario, London, ON; Division of Geriatric Psychiatry, Department of Psychiatry, University of Western Ontario, London, ON
| | - Emily Ionson
- Gait and Brain Lab, Lawson Health Research Institute, London, ON; Parkwood Institute, St. Joseph's Health Care, London, ON; Division of Geriatric Psychiatry, Department of Psychiatry, University of Western Ontario, London, ON
| | - Manuel Montero-Odasso
- Gait and Brain Lab, Lawson Health Research Institute, London, ON; Parkwood Institute, St. Joseph's Health Care, London, ON; Schulich School of Medicine and Dentistry, University of Western Ontario, London, ON; Division of Geriatric Medicine, Department of Medicine, University of Western Ontario, London, ON.
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Killeen T, Elshehabi M, Filli L, Hobert MA, Hansen C, Rieger D, Brockmann K, Nussbaum S, Zörner B, Bolliger M, Curt A, Berg D, Maetzler W. Arm swing asymmetry in overground walking. Sci Rep 2018; 8:12803. [PMID: 30143717 PMCID: PMC6109135 DOI: 10.1038/s41598-018-31151-9] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2018] [Accepted: 08/13/2018] [Indexed: 01/15/2023] Open
Abstract
Treadmill experiments suggest that left-dominant arm swing is common in healthy walking adults and is modulated by cognitive dual-tasking. Little is known about arm swing asymmetry in overground walking. We report directional (dASI) and non-directional arm swing symmetry indices (ndASI) from 334 adults (mean age 68.6 ± 5.9 y) walking overground at comfortable (NW) and fast (FW) speeds and while completing a serial subtraction task (DT). dASI and ndASI were calculated from sagittal shoulder range of motion data generated by inertial measurement units affixed to the wrist. Most (91%) participants were right-handed. Group mean arm swing amplitude was significantly larger on the left in all walking conditions. During NW, ndASI was 39.5 ± 21.8, with a dASI of 21.9 ± 39.5. Distribution of dASI was bimodal with an approximately 2:1 ratio of left:right-dominant arm swing. There were no differences in ndASI between conditions but dASI was smaller during DT compared to FW (15.2 vs 24.6; p = 0.009). Handedness was unrelated to ndASI, dASI or the change in ASI metrics under DT. Left-dominant arm swing is the norm in healthy human walking irrespective of walking condition or handedness. As disease markers, ndASI and dASI may have different and complementary roles.
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Affiliation(s)
- Tim Killeen
- Spinal Cord Injury Center, University Hospital Balgrist, Zurich, Switzerland.
| | - Morad Elshehabi
- Department of Neurology, University Hospital Schleswig-Holstein, Campus Kiel, University of Kiel, Kiel, Germany.,Center for Neurology and Hertie Institute for Clinical Brain Research (HIH), Department of Neurodegeneration, University of Tübingen, Tübingen, Germany.,DZNE, German Center for Neurodegenerative Diseases, Tübingen, Germany
| | - Linard Filli
- Department of Neurology, University Hospital Zurich, Zurich, Switzerland
| | - Markus A Hobert
- Department of Neurology, University Hospital Schleswig-Holstein, Campus Kiel, University of Kiel, Kiel, Germany.,Center for Neurology and Hertie Institute for Clinical Brain Research (HIH), Department of Neurodegeneration, University of Tübingen, Tübingen, Germany.,DZNE, German Center for Neurodegenerative Diseases, Tübingen, Germany
| | - Clint Hansen
- Department of Neurology, University Hospital Schleswig-Holstein, Campus Kiel, University of Kiel, Kiel, Germany
| | - David Rieger
- Center for Neurology and Hertie Institute for Clinical Brain Research (HIH), Department of Neurodegeneration, University of Tübingen, Tübingen, Germany.,DZNE, German Center for Neurodegenerative Diseases, Tübingen, Germany
| | - Kathrin Brockmann
- Center for Neurology and Hertie Institute for Clinical Brain Research (HIH), Department of Neurodegeneration, University of Tübingen, Tübingen, Germany.,DZNE, German Center for Neurodegenerative Diseases, Tübingen, Germany
| | - Susanne Nussbaum
- Center for Neurology and Hertie Institute for Clinical Brain Research (HIH), Department of Neurodegeneration, University of Tübingen, Tübingen, Germany.,DZNE, German Center for Neurodegenerative Diseases, Tübingen, Germany
| | - Björn Zörner
- Spinal Cord Injury Center, University Hospital Balgrist, Zurich, Switzerland
| | - Marc Bolliger
- Spinal Cord Injury Center, University Hospital Balgrist, Zurich, Switzerland
| | - Armin Curt
- Spinal Cord Injury Center, University Hospital Balgrist, Zurich, Switzerland
| | - Daniela Berg
- Department of Neurology, University Hospital Schleswig-Holstein, Campus Kiel, University of Kiel, Kiel, Germany.,Center for Neurology and Hertie Institute for Clinical Brain Research (HIH), Department of Neurodegeneration, University of Tübingen, Tübingen, Germany.,DZNE, German Center for Neurodegenerative Diseases, Tübingen, Germany
| | - Walter Maetzler
- Department of Neurology, University Hospital Schleswig-Holstein, Campus Kiel, University of Kiel, Kiel, Germany.,Center for Neurology and Hertie Institute for Clinical Brain Research (HIH), Department of Neurodegeneration, University of Tübingen, Tübingen, Germany.,DZNE, German Center for Neurodegenerative Diseases, Tübingen, Germany
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Khanuja K, Joki J, Bachmann G, Cuccurullo S. Gait and balance in the aging population: Fall prevention using innovation and technology. Maturitas 2018; 110:51-56. [DOI: 10.1016/j.maturitas.2018.01.021] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2017] [Revised: 01/20/2018] [Accepted: 01/23/2018] [Indexed: 12/27/2022]
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Valenza MC, Ariza-Mateos MJ, Ortiz-Rubio A, Casilda-López J, Romero-Fernández R, Moreno-Ramírez MPA. Uso de test dual en ancianos institucionalizados con diferentes niveles de deterioro cognitivo. Estudio transversal. REVISTA DE LA FACULTAD DE MEDICINA 2018. [DOI: 10.15446/revfacmed.v66n1.61303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
Introducción. El envejecimiento se ha relacionado con una mayor prevalencia de deterioro cognitivo. Las personas mayores con pérdida de funciones cognitivas presentan elevadas tasas de caídas. El desarrollo de las actividades de la vida diaria engloba dos o más tareas, siendo necesarios componentes cognitivos y motores.Objetivo. Analizar el rendimiento en pruebas sencillas y duales de sujetos en entorno residencial con diferentes grados de deterioro cognitivo.Materiales y métodos. Se realizó un estudio observacional de corte transversal en ancianos institucionalizados >65 años (n=80). Se evaluó el deterioro cognitivo con el Mini-Mental State Examination y se solicitó a los participantes realizar una tarea simple y dual en las pruebas Six-Minute Walk Test (6MWT) y Timed Up and Go (TUG).Resultados. Se distribuyeron los participantes en tres grupos. Se encontraron diferencias significativas entre los grupos con deterioro cognitivo y el grupo sin deterioro cognitivo para las pruebas 6MWT (p<0.05) y TUG (p<0.05), tanto en la tarea simple como en la tarea dual. Un peor rendimiento se asoció con una menor capacidad cognitiva.Conclusión. La severidad del deterioro cognitivo se encuentra relacionada con el desempeño en las tareas duales.
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