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Slemenšek J, Geršak J, Bratina B, van Midden VM, Pirtošek Z, Šafarič R. Wearable Online Freezing of Gait Detection and Cueing System. Bioengineering (Basel) 2024; 11:1048. [PMID: 39451423 PMCID: PMC11505507 DOI: 10.3390/bioengineering11101048] [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: 09/23/2024] [Revised: 10/17/2024] [Accepted: 10/18/2024] [Indexed: 10/26/2024] Open
Abstract
This paper presents a real-time wearable system designed to assist Parkinson's disease patients experiencing freezing of gait episodes. The system utilizes advanced machine learning models, including convolutional and recurrent neural networks, enhanced with past sample data preprocessing to achieve high accuracy, efficiency, and robustness. By continuously monitoring gait patterns, the system provides timely interventions, improving mobility and reducing the impact of freezing episodes. This paper explores the implementation of a CNN+RNN+PS machine learning model on a microcontroller-based device. The device operates at a real-time processing rate of 40 Hz and is deployed in practical settings to provide 'on demand' vibratory stimulation to patients. This paper examines the system's ability to operate with minimal latency, achieving an average detection delay of just 261 milliseconds and a freezing of gait detection accuracy of 95.1%. While patients received on-demand stimulation, the system's effectiveness was assessed by decreasing the average duration of freezing of gait episodes by 45%. These preliminarily results underscore the potential of personalized, real-time feedback systems in enhancing the quality of life and rehabilitation outcomes for patients with movement disorders.
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Affiliation(s)
- Jan Slemenšek
- Faculty of Mechanical Engineering, University of Maribor, 2000 Maribor, Slovenia;
| | - Jelka Geršak
- Faculty of Mechanical Engineering, University of Maribor, 2000 Maribor, Slovenia;
| | - Božidar Bratina
- Faculty of Electrical Engineering and Computer Science, University of Maribor, 2000 Maribor, Slovenia; (B.B.); (R.Š.)
| | - Vesna Marija van Midden
- Department of Neurology, University Clinical Center Ljubljana, 1000 Ljubljana, Slovenia; (V.M.v.M.); (Z.P.)
| | - Zvezdan Pirtošek
- Department of Neurology, University Clinical Center Ljubljana, 1000 Ljubljana, Slovenia; (V.M.v.M.); (Z.P.)
| | - Riko Šafarič
- Faculty of Electrical Engineering and Computer Science, University of Maribor, 2000 Maribor, Slovenia; (B.B.); (R.Š.)
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Sun R, Hu K, Ehgoetz Martens KA, Hagenbuchner M, Tsoi AC, Bennamoun M, Lewis SJG, Wang Z. Higher Order Polynomial Transformer for Fine-Grained Freezing of Gait Detection. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 2024; 35:12746-12759. [PMID: 37043325 DOI: 10.1109/tnnls.2023.3264647] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/19/2023]
Abstract
Freezing of Gait (FoG) is a common symptom of Parkinson's disease (PD), manifesting as a brief, episodic absence, or marked reduction in walking, despite a patient's intention to move. Clinical assessment of FoG events from manual observations by experts is both time-consuming and highly subjective. Therefore, machine learning-based FoG identification methods would be desirable. In this article, we address this task as a fine-grained human action recognition problem based on vision inputs. A novel deep learning architecture, namely, higher order polynomial transformer (HP-Transformer), is proposed to incorporate pose and appearance feature sequences to formulate fine-grained FoG patterns. In particular, a higher order self-attention mechanism is proposed based on higher order polynomials. To this end, linear, bilinear, and trilinear transformers are formulated in pursuit of discriminative fine-grained representations. These representations are treated as multiple streams and further fused by a cross-order fusion strategy for FoG detection. Comprehensive experiments on a large in-house dataset collected during clinical assessments demonstrate the effectiveness of the proposed method, and an area under the receiver operating characteristic (ROC) curve (AUC) of 0.92 is achieved for detecting FoG.
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Cronin P, Collins LM, Sullivan AM. Impacts of gait freeze on quality of life in Parkinson's disease, from the perspectives of patients and their carers. Ir J Med Sci 2024; 193:2041-2050. [PMID: 38639839 PMCID: PMC11294397 DOI: 10.1007/s11845-024-03673-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Accepted: 03/15/2024] [Indexed: 04/20/2024]
Abstract
BACKGROUND The World Health Organisation (WHO) reports that morbidity and mortality due to Parkinson's disease (PD) are increasing faster than for other neurodegenerative conditions. People with Parkinson's (PwP) present with a variety of motor symptoms, such as tremor, bradykinesia, and rigidity. Freezing of gait (FoG) is a significant motor symptom that manifests as temporary episodes of inability to move one's feet, despite the intention to walk. AIMS This study examined the impact of FoG on quality of life (QoL) within an Irish cohort of PwP, from the perspectives of both PwP and their carers, using validated questionnaires that had been adapted for online use. METHODS PwP and their carers were recruited by outreach to the Irish Parkinson's Community. Anonymous online questionnaires were distributed, which combined a demographic survey with several clinically validated surveys, including Freezing of Gait Questionnaire (FoG-Q), Parkinson's Disease Questionnaire 8 (PDQ-8), and Parkinson's Disease Carer Questionnaire (PDQ-C). RESULTS There was a strong correlation (p < 0.001) between severity of FoG and lower QoL among PwP. Significant correlation was also found between FoG severity and several motor symptoms, such as postural instability and difficulty with balance, and non-motor symptoms, such as cognitive changes and pain/discomfort. FoG severity correlated with disease progression. Significant correlation was also found between FoG and symptoms, as assessed from the perspective of the patients' carers. CONCLUSIONS This study shows that FoG is a significant detriment to the QoL of PwP, from the perspectives of patients and carers. This method of assessing FoG and QoL using online questionnaires has potential to enhance the reach and flexibility of this type of research. These findings will inform future studies on larger cohorts and highlight unmet clinical needs in PwP.
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Affiliation(s)
- Padraig Cronin
- Department of Anatomy and Neuroscience, School of Medicine, University College Cork, Cork, Ireland
- Parkinson's Disease Research Cluster, University College Cork, Cork, Ireland
| | - Lucy M Collins
- Department of Anatomy and Neuroscience, School of Medicine, University College Cork, Cork, Ireland
- Parkinson's Disease Research Cluster, University College Cork, Cork, Ireland
| | - Aideen M Sullivan
- Department of Anatomy and Neuroscience, School of Medicine, University College Cork, Cork, Ireland.
- Parkinson's Disease Research Cluster, University College Cork, Cork, Ireland.
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Salari M, Rashedi R, Momenilandi F, Shirin MB, Etemadifar M. The effects of laser cane cues on the freezing of gait of Parkinson's disease patients: can increasing the laser light beam width play a role? Acta Neurol Belg 2024:10.1007/s13760-024-02592-z. [PMID: 38918305 DOI: 10.1007/s13760-024-02592-z] [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: 12/16/2023] [Accepted: 06/18/2024] [Indexed: 06/27/2024]
Abstract
INTRODUCTION Freezing of gait can be seen in a significant number of people with Parkinson's disease. Disappointingly, the classic standard treatment of Parkinson's disease with dopamine replacement has not shown promising results in improving the freezing of gait. Hence the approach have shifted towards using non-invasive methods to address this problem. OBJECTIVES To assess the effect of laser cane as a visual cue on the freezing of gait of people with Parkinson's disease and further determine the effect of laser light beam width and color on the freezing of gait. METHODS 7 known Parkinson's Disease patients were enrolled in this study, all of whom had at least one episode of freezing at at least one clinical visit. These patients underwent gait analysis in 4 stages: walking without a cane, walking with a thin red light laser cane, a thick red light laser cane, and a green light laser cane. RESULTS Using laser canes effectively improved nearly all parameters of walking, including right and left stride length, step length, the velocity of movement, and rotation time, compared to walking without a stick. Using different colors of laser cane didn't make any significant difference in improving the freezing of gait of our patients. Nevertheless, increasing the laser light beam width significantly improved almost all walking parameters. CONCLUSION This is the first study assessing the effect of laser light beam width on freezing of gait in Parkinson's disease patients and shows promising results in regards to increasing the thickness of laser lights in order to improve walking parameters in Parkinson's disease patients more effectively. Furthermore, this is the second study to evaluate the effect of laser light color, contradicting the previous results by showing no significant correlation between the color of laser light and improvements in walking parameters.
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Affiliation(s)
- Mehri Salari
- Clinical Research Development Unit of Shohada-E Tajrish Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Ronak Rashedi
- Clinical Research Development Unit of Shohada-E Tajrish Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
- Department of Neurology, University Medical Center, Hamburg-Eppendorf, Hamburg, Germany.
| | - Feryal Momenilandi
- Clinical Research Development Unit of Shohada-E Tajrish Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | | | - Masoud Etemadifar
- Department of Functional Neurosurgery, Medical School, Isfahan University of Medical Sciences, Isfahan, Iran
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Elbatanouny H, Kleanthous N, Dahrouj H, Alusi S, Almajali E, Mahmoud S, Hussain A. Insights into Parkinson's Disease-Related Freezing of Gait Detection and Prediction Approaches: A Meta Analysis. SENSORS (BASEL, SWITZERLAND) 2024; 24:3959. [PMID: 38931743 PMCID: PMC11207947 DOI: 10.3390/s24123959] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Revised: 05/29/2024] [Accepted: 05/29/2024] [Indexed: 06/28/2024]
Abstract
Parkinson's Disease (PD) is a complex neurodegenerative disorder characterized by a spectrum of motor and non-motor symptoms, prominently featuring the freezing of gait (FOG), which significantly impairs patients' quality of life. Despite extensive research, the precise mechanisms underlying FOG remain elusive, posing challenges for effective management and treatment. This paper presents a comprehensive meta-analysis of FOG prediction and detection methodologies, with a focus on the integration of wearable sensor technology and machine learning (ML) approaches. Through an exhaustive review of the literature, this study identifies key trends, datasets, preprocessing techniques, feature extraction methods, evaluation metrics, and comparative analyses between ML and non-ML approaches. The analysis also explores the utilization of cueing devices. The limited adoption of explainable AI (XAI) approaches in FOG prediction research represents a significant gap. Improving user acceptance and comprehension requires an understanding of the logic underlying algorithm predictions. Current FOG detection and prediction research has a number of limitations, which are identified in the discussion. These include issues with cueing devices, dataset constraints, ethical and privacy concerns, financial and accessibility restrictions, and the requirement for multidisciplinary collaboration. Future research avenues center on refining explainability, expanding and diversifying datasets, adhering to user requirements, and increasing detection and prediction accuracy. The findings contribute to advancing the understanding of FOG and offer valuable guidance for the development of more effective detection and prediction methodologies, ultimately benefiting individuals affected by PD.
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Affiliation(s)
- Hagar Elbatanouny
- Department of Electrical Engineering, University of Sharjah, Sharjah 27272, United Arab Emirates; (H.D.); (E.A.); (S.M.)
| | | | - Hayssam Dahrouj
- Department of Electrical Engineering, University of Sharjah, Sharjah 27272, United Arab Emirates; (H.D.); (E.A.); (S.M.)
| | - Sundus Alusi
- The Walton Centre NHS Foundation Trust, Liverpool L9 7LJ, UK;
| | - Eqab Almajali
- Department of Electrical Engineering, University of Sharjah, Sharjah 27272, United Arab Emirates; (H.D.); (E.A.); (S.M.)
| | - Soliman Mahmoud
- Department of Electrical Engineering, University of Sharjah, Sharjah 27272, United Arab Emirates; (H.D.); (E.A.); (S.M.)
- University of Khorfakkan, Khorfakkan, Sharjah 18119, United Arab Emirates
| | - Abir Hussain
- Department of Electrical Engineering, University of Sharjah, Sharjah 27272, United Arab Emirates; (H.D.); (E.A.); (S.M.)
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Bartolo M, Castelli A, Calabrese M, Buttacchio G, Zucchella C, Tamburin S, Fontana A, Copetti M, Fasano A, Intiso D. A wearable system for visual cueing gait rehabilitation in Parkinson's disease: a randomized non-inferiority trial. Eur J Phys Rehabil Med 2024; 60:245-256. [PMID: 38483335 PMCID: PMC11114153 DOI: 10.23736/s1973-9087.24.08381-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2023] [Revised: 01/30/2024] [Accepted: 02/19/2024] [Indexed: 04/13/2024]
Abstract
BACKGROUND Gait disturbances represent one of the most disabling features of Parkinson's disease (PD). AIM The aim of this study was to evaluate the non-inferiority of a new wearable visual cueing system (Q-Walk) for gait rehabilitation in PD subjects, compared to traditional visual cues (stripes on the floor). DESIGN Open-label, monocentric, randomized controlled non-inferiority trial. SETTING Outpatients. POPULATION Patients affected by idiopathic PD without cognitive impairment, Hoehn and Yahr stage II-IV, Unified Parkinson's Disease Rating Scale motor section III ≥2, stable drug usage since at least 3 weeks. METHODS At the enrollment (T0), all subjects underwent a clinical/functional evaluation and the instrumental gait and postural analysis; then they were randomly assigned to the Study Group (SG) or Control Group (CG). Rehabilitation program consisted in 10 consecutive individual sessions (5 sessions/week for 2 consecutive weeks). Each session included 60 minutes of conventional physiotherapy plus 30 minutes of gait training by Q-Walk (SG) or by traditional visual cues (CG). Follow-up visits were scheduled at the end of the treatment (T1) and after 3 months (T2). RESULTS Fifty-two subjects were enrolled in the study, 26 in each group. The within-groups analysis showed a significant improvement in clinical scales and instrumental data at T1 and at T2, compared to baseline, in both groups. According to the between-group analysis, Q-Walk cueing system was not-inferior to the traditional cues for gait rehabilitation. The satisfaction questionnaire revealed that most subjects described the Q-Walk cueing system as simple, motivating and easily usable, possibly suitable for home use. CONCLUSIONS Data showed that motor rehabilitation of PD subjects performed by means of the new wearable Q-Walk cueing system was feasible and as effective as traditional cues in improving gait parameters and balance. CLINICAL REHABILITATION IMPACT Wearable devices can act as an additional rehabilitation strategy for long-term and continuous care, allowing patients to train intensively and extensively in household settings, favoring a tailor-made and personalized approach as well as remote monitoring.
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Affiliation(s)
- Michelangelo Bartolo
- Neurorehabilitation Unit, Rehabilitation Department, HABILITA Zingonia, Zingonia, Bergamo, Italy -
| | - Alberto Castelli
- Neurorehabilitation Unit, Rehabilitation Department, HABILITA Zingonia, Zingonia, Bergamo, Italy
| | - Marzia Calabrese
- Neurorehabilitation Unit, Rehabilitation Department, HABILITA Zingonia, Zingonia, Bergamo, Italy
| | - Giampiero Buttacchio
- Neurorehabilitation Unit, Rehabilitation Department, HABILITA Zingonia, Zingonia, Bergamo, Italy
| | | | - Stefano Tamburin
- Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy
| | - Andrea Fontana
- Unit of Biostatistics, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Foggia, Italy
| | - Massimiliano Copetti
- Unit of Biostatistics, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Foggia, Italy
| | - Alfonso Fasano
- Edmond J. Safra Program in Parkinson's Disease, Morton and Gloria Shulman Movement Disorders Clinic, Toronto Western Hospital, UHN, Toronto, ON, Canada
- Division of Neurology, University of Toronto, Toronto, ON, Canada
- Krembil Brain Institute, Toronto, ON, Canada
- Department of Parkinson's Disease and Movement Disorders Rehabilitation, Moriggia-Pelascini Hospital, Gravedona ed Uniti, Como, Italy
| | - Domenico Intiso
- Unit of Neurorehabilitation and Rehabilitation Medicine, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Foggia, Italy
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Chan HL, Chen RS, Kuo CC, Chen YT, Liaw JW, Liao GS, Lin WT, Chien SH, Chang YJ. Laser-light cueing shoes with integrated foot pressure and inertial sensing for investigating the impact of visual cueing on gait characteristics in Parkinson's disease individuals. Front Bioeng Biotechnol 2024; 12:1334403. [PMID: 38357707 PMCID: PMC10865238 DOI: 10.3389/fbioe.2024.1334403] [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: 11/07/2023] [Accepted: 01/15/2024] [Indexed: 02/16/2024] Open
Abstract
Gait disorders are a fundamental challenge in Parkinson's disease (PD). The use of laser-light visual cues emitted from shoes has demonstrated effective in improving freezing of gait within less restrictive environments. However, the effectiveness of shoes-based laser-light cueing may vary among individuals with PD who have different types of impairments. We introduced an innovative laser-light visual shoes system capable of producing alternating visual cues for the left and right feet through one-side cueing at a time, while simultaneously recording foot inertial data and foot pressures. The effects of this visual cueing system on gait patterns were assessed in individuals with PD, both those with well-gait and those with worse-gait. Our device successfully quantified gait characteristics, including the asymmetry in the center of pressure trajectory, in individuals with PD. Furthermore, visual cueing prolonged stride times and increased the percentage of stance phase, while concurrently reducing stride length in PD individuals with well-gait. Conversely, in PD individuals with worse-gait, visual cueing resulted in a decreased freeze index and a reduction in the proportion of intervals prone to freezing episodes. The effects of visual cueing varied between PD individuals with well-gait and those with worse-gait. Visual cueing slowed down gait in the well-gait group while it appeared to mitigate freezing episodes in worse-gait group. Future researches, including enhancements to extend the projection distance of visual cues and clinical assessments conducted in real-world settings, will help establish the clinical utility of our proposed visual cueing system.
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Affiliation(s)
- Hsiao-Lung Chan
- Department of Electrical Engineering, Chang Gung University, Taoyuan, Taiwan
- Department of Biomedical Engineering, Chang Gung University, Taoyuan, Taiwan
- Neuroscience Research Center, Chang Gung Memorial Hospital Linkou, Taoyuan, Taiwan
| | - Rou-Shayn Chen
- Neuroscience Research Center, Chang Gung Memorial Hospital Linkou, Taoyuan, Taiwan
- Department of Neurology, Chang Gung Memorial Hospital Linkou, Taoyuan, Taiwan
- School of Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Cheng-Chung Kuo
- Department of Electrical Engineering, Chang Gung University, Taoyuan, Taiwan
| | - Yi-Tao Chen
- Department of Biomedical Engineering, Chang Gung University, Taoyuan, Taiwan
| | - Jiunn-Woei Liaw
- Department of Mechanical Engineering, Chang Gung University, Taoyuan, Taiwan
- Center for Advanced Molecular Imaging and Translation, Chang Gung Memorial Hospital Linkou, Taoyuan, Taiwan
| | - Guo-Sheng Liao
- Department of Electrical Engineering, Chang Gung University, Taoyuan, Taiwan
| | - Wan-Ting Lin
- Department of Electrical Engineering, Chang Gung University, Taoyuan, Taiwan
| | - Shih-Hsun Chien
- Department of Electrical Engineering, Chang Gung University, Taoyuan, Taiwan
| | - Ya-Ju Chang
- Neuroscience Research Center, Chang Gung Memorial Hospital Linkou, Taoyuan, Taiwan
- School of Physical Therapy and Graduate Institute of Rehabilitation Science, College of Medicine, and Health Aging Research Center, Chang Gung University, Taoyuan, Taiwan
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Ratanasutiranont C, Srisilpa K, Termsarasab P, Ruthiraphong P. Smart ankle bracelet-laser device to improve gait and detect freezing of gait in Parkinsonism patients: a case series. Assist Technol 2023; 35:417-424. [PMID: 36136608 DOI: 10.1080/10400435.2022.2113179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/02/2022] [Indexed: 10/14/2022] Open
Abstract
Freezing of gait (FOG) is one of the most disabling symptoms of Parkinsonism. Moreover, it does not respond well to medication. Visual cues have been shown to alleviate FOG in Parkinsonism; however, their efficacy is inconsistent. Currently, most mobile cueing devices are used as an open-loop cueing system, which requires manual control to enable constant visual cues. Thus, such devices may not be suitable for some people, especially those who have attention deficits. In addition, objective measurements of FOG in real-life situations remain challenging. Therefore, we developed a smart-ankle laser as a closed-loop cueing system that can detect the patient's walking pattern and automatically project a laser line that follows each walking step, thus requires less attention. Real-time motion was also recorded within the device for FOG measurement. We studied the efficacy of the device in three Parkinsonism patients with FOG (one man and two women, aged 58-76 years) immediately after use and two patients at 1-week follow-up. Gait speed, Timed Up and Go test performance, stride length, and % FOG improved with the use of the laser, without adverse effects.
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Affiliation(s)
- Chompoonuch Ratanasutiranont
- Department of Rehabilitation Medicine, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Kwan Srisilpa
- Department of Rehabilitation Medicine, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Pichet Termsarasab
- Department of Medicine, Division of Neurology, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Peeraya Ruthiraphong
- Department of Rehabilitation Medicine, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
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Hu K, Mei S, Wang W, Martens KAE, Wang L, Lewis SJG, Feng DD, Wang Z. Multi-Level Adversarial Spatio-Temporal Learning for Footstep Pressure Based FoG Detection. IEEE J Biomed Health Inform 2023; 27:4166-4177. [PMID: 37227913 DOI: 10.1109/jbhi.2023.3272902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Freezing of gait (FoG) is one of the most common symptoms of Parkinson's disease, which is a neurodegenerative disorder of the central nervous system impacting millions of people around the world. To address the pressing need to improve the quality of treatment for FoG, devising a computer-aided detection and quantification tool for FoG has been increasingly important. As a non-invasive technique for collecting motion patterns, the footstep pressure sequences obtained from pressure sensitive gait mats provide a great opportunity for evaluating FoG in the clinic and potentially in the home environment. In this study, FoG detection is formulated as a sequential modelling task and a novel deep learning architecture, namely Adversarial Spatio-temporal Network (ASTN), is proposed to learn FoG patterns across multiple levels. ASTN introduces a novel adversarial training scheme with a multi-level subject discriminator to obtain subject-independent FoG representations, which helps to reduce the over-fitting risk due to the high inter-subject variance. As a result, robust FoG detection can be achieved for unseen subjects. The proposed scheme also sheds light on improving subject-level clinical studies from other scenarios as it can be integrated with many existing deep architectures. To the best of our knowledge, this is one of the first studies of footstep pressure-based FoG detection and the approach of utilizing ASTN is the first deep neural network architecture in pursuit of subject-independent representations. In our experiments on 393 trials collected from 21 subjects, the proposed ASTN achieved an AUC 0.85, clearly outperforming conventional learning methods.
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Chan HL, Chang YJ, Chen RS, Kuo CC, Chen YT, Liaw JW, Liao GS, Lin WT. Laser-light Visual Cueing Shoes with Foot Pressures and Inertial Sensing for Individuals with Parkinson's Disease . ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2023; 2023:1-4. [PMID: 38082776 DOI: 10.1109/embc40787.2023.10340072] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2023]
Abstract
Gait disorder is a core problem in individuals with Parkinson's disease (PD), including bradykinesia, shuffling steps, festinating gait, and freeze of gait (FOG). Laser-light visual cueing has been demonstrated to be efficient in the mediation of gaits and the reduction in number of FOG episodes. However, previous approaches commonly adopted independent controls of visual cueing on left and right sides which was prone to produce two cues while individual was not in normal walking. In this study, we developed laser-light visual shoes which produced interlaced visual cues for left and right feet in a manner of one-side cueing at a time, solving the aforementioned problem. With parallel measurement of foot inertial data and foot pressures in each shoe, our results showed that the proposed visual cueing made PD individuals in the on-medication condition walk with a longer stance and swing times, that is, they walked more carefully and stable. The proposed approach can also be used to study kinematic and kinetic characteristics of gaits in the off-medication condition to clarify the mediation of visual cueing on motor control of PD individuals.Clinical Relevance- This demonstrates the effect of laser-light visual cueing on gaits in individuals with Parkinson's disease.
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Hu K, Wang Z, Martens KAE, Hagenbuchner M, Bennamoun M, Tsoi AC, Lewis SJG. Graph Fusion Network-Based Multimodal Learning for Freezing of Gait Detection. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 2023; 34:1588-1600. [PMID: 34464270 DOI: 10.1109/tnnls.2021.3105602] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
Freezing of gait (FoG) is identified as a sudden and brief episode of movement cessation despite the intention to continue walking. It is one of the most disabling symptoms of Parkinson's disease (PD) and often leads to falls and injuries. Many computer-aided FoG detection methods have been proposed to use data collected from unimodal sources, such as motion sensors, pressure sensors, and video cameras. However, there are limited efforts of multimodal-based methods to maximize the value of all the information collected from different modalities in clinical assessments and improve the FoG detection performance. Therefore, in this study, a novel end-to-end deep architecture, namely graph fusion neural network (GFN), is proposed for multimodal learning-based FoG detection by combining footstep pressure maps and video recordings. GFN constructs multimodal graphs by treating the encoded features of each modality as vertex-level inputs and measures their adjacency patterns to construct complementary FoG representations, thus reducing the representation redundancy among different modalities. In addition, since GFN is devised to process multimodal graphs of arbitrary structures, it is expected to achieve superior performance with inputs containing missing modalities, compared to the alternative unimodal methods. A multimodal FoG dataset was collected, which included clinical assessment videos and footstep pressure sequences of 340 trials from 20 PD patients. Our proposed GFN demonstrates a great promise of multimodal FoG detection with an area under the curve (AUC) of 0.882. To the best of our knowledge, this is one of the first studies to utilize multimodal learning for automated FoG detection, which offers significant opportunities for better patient assessments and clinical trials in the future.
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Okuyama K, Matuo Y. Effects of a rollator on fall prevention in Community-Dwelling people with Parkinson's Disease: A prospective cohort study. Clin Park Relat Disord 2023; 8:100190. [PMID: 36879629 PMCID: PMC9984883 DOI: 10.1016/j.prdoa.2023.100190] [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: 11/01/2022] [Revised: 02/07/2023] [Accepted: 02/16/2023] [Indexed: 02/24/2023] Open
Abstract
Introduction This study aimed to investigate the effect of a rollator on the prevention of falls in patients with Parkinson's disease (PD) during outdoor walks. Method This study examined 30 community-dwelling patients with PD. Factors associated with falls were classified into clinical patient background, physical function, and psychophysiological function factors. The number of falls and subsequent injuries was observed over a period of greater than 6 months, if patients were using rollators while falls happened. Results Participants who used a rollator had a significantly lower fall rate, number of falls, and injury rate than those who did not use a rollator (p < 0.05). Conclusion A rollator could protect patients with PD from falls. Additionally, when considering the use of a rollator for patients with PD, it is important to assess the patient's physical and psychophysiological functions.
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Affiliation(s)
- Kohei Okuyama
- Department of Physical Therapy, School of Health Science, Bukkyo University, 7 Nishinokyo Higashi-toganoocho, Nakagyo-ku, Kyoto 604-8418, Japan
| | - Yoshimi Matuo
- Department of Health and Sports Sciences, Mukogawa Women's University, 6-46 Ikebiraki, Nishinomiya, Hyogo 663-8558, Japan
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Yang B, Li Y, Wang F, Auyeung S, Leung M, Mak M, Tao X. Intelligent wearable system with accurate detection of abnormal gait and timely cueing for mobility enhancement of people with Parkinson's disease. WEARABLE TECHNOLOGIES 2022; 3:e12. [PMID: 38486907 PMCID: PMC10936378 DOI: 10.1017/wtc.2022.9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Revised: 04/11/2022] [Accepted: 05/25/2022] [Indexed: 03/17/2024]
Abstract
Previously reported wearable systems for people with Parkinson's disease (PD) have been focused on the detection of abnormal gait. They suffered from limited accuracy, large latency, poor durability, comfort, and convenience for daily use. Herewith we report an intelligent wearable system (IWS) that can accurately detect abnormal gait in real-time and provide timely cueing for PD patients. The system features novel sensitive, comfortable and durable plantar pressure sensing insoles with a highly compressed data set, an accurate and fast gait algorithm, and wirelessly controlled timely sensory cueing devices. A total of 29 PD patients participated in the first phase without cueing for developing processes of the algorithm, which achieved an accuracy of over 97% for off-line detection of freezing of gait (FoG). In the second phase with cueing, the evaluation of the whole system was conducted with 16 PD subjects via trial and a questionnaire survey. This system demonstrated an accuracy of 94% for real-time detection of FoG and a mean latency of 0.37 s between the onset of FoG and cueing activation. In questionnaire survey, 88% of the PD participants confirmed that this wearable system could effectively enhance walking, 81% thought that the system was comfortable and convenient, and 70% overcame the FoG. Therefore, the IWS makes it an effective, powerful, and convenient tool for enhancing the mobility of people with PD.
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Affiliation(s)
- Bao Yang
- School of Civil Engineering and Transportation, South China University of Technology, Guangzhou, China
- Institute of Textiles and Clothing, The Hong Kong Polytechnic University, Hong Kong, China
| | - Ying Li
- Research Institute for Intelligent Wearable Systems, The Hong Kong Polytechnic University, Hong Kong, China
- Shenzhen Research Institute, The Hong Kong Polytechnic University, Shenzhen, China
| | - Fei Wang
- Research Institute for Intelligent Wearable Systems, The Hong Kong Polytechnic University, Hong Kong, China
- School of Textile Materials and Engineering, Wuyi University, Jiangmen, China
| | - Stephanie Auyeung
- Research Institute for Intelligent Wearable Systems, The Hong Kong Polytechnic University, Hong Kong, China
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong, China
| | - Manyui Leung
- Institute of Textiles and Clothing, The Hong Kong Polytechnic University, Hong Kong, China
- Research Institute for Intelligent Wearable Systems, The Hong Kong Polytechnic University, Hong Kong, China
| | - Margaret Mak
- Research Institute for Intelligent Wearable Systems, The Hong Kong Polytechnic University, Hong Kong, China
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong, China
| | - Xiaoming Tao
- Institute of Textiles and Clothing, The Hong Kong Polytechnic University, Hong Kong, China
- Research Institute for Intelligent Wearable Systems, The Hong Kong Polytechnic University, Hong Kong, China
- Shenzhen Research Institute, The Hong Kong Polytechnic University, Shenzhen, China
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14
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Fujikawa J, Morigaki R, Yamamoto N, Oda T, Nakanishi H, Izumi Y, Takagi Y. Therapeutic Devices for Motor Symptoms in Parkinson’s Disease: Current Progress and a Systematic Review of Recent Randomized Controlled Trials. Front Aging Neurosci 2022; 14:807909. [PMID: 35462692 PMCID: PMC9020378 DOI: 10.3389/fnagi.2022.807909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Accepted: 01/14/2022] [Indexed: 11/29/2022] Open
Abstract
Background Pharmacotherapy is the first-line treatment option for Parkinson’s disease, and levodopa is considered the most effective drug for managing motor symptoms. However, side effects such as motor fluctuation and dyskinesia have been associated with levodopa treatment. For these conditions, alternative therapies, including invasive and non-invasive medical devices, may be helpful. This review sheds light on current progress in the development of devices to alleviate motor symptoms in Parkinson’s disease. Methods We first conducted a narrative literature review to obtain an overview of current invasive and non-invasive medical devices and thereafter performed a systematic review of recent randomized controlled trials (RCTs) of these devices. Results Our review revealed different characteristics of each device and their effectiveness for motor symptoms. Although invasive medical devices are usually highly effective, surgical procedures can be burdensome for patients and have serious side effects. In contrast, non-pharmacological/non-surgical devices have fewer complications. RCTs of non-invasive devices, especially non-invasive brain stimulation and mechanical peripheral stimulation devices, have proven effectiveness on motor symptoms. Nearly no non-invasive devices have yet received Food and Drug Administration certification or a CE mark. Conclusion Invasive and non-invasive medical devices have unique characteristics, and several RCTs have been conducted for each device. Invasive devices are more effective, while non-invasive devices are less effective and have lower hurdles and risks. It is important to understand the characteristics of each device and capitalize on these.
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Affiliation(s)
- Joji Fujikawa
- Department of Advanced Brain Research, Institute of Biomedical Sciences, Graduate School of Medicine, Tokushima University, Tokushima, Japan
| | - Ryoma Morigaki
- Department of Advanced Brain Research, Institute of Biomedical Sciences, Graduate School of Medicine, Tokushima University, Tokushima, Japan
- Department of Neurosurgery, Institute of Biomedical Sciences, Graduate School of Medicine, Tokushima University, Tokushima, Japan
- *Correspondence: Ryoma Morigaki,
| | - Nobuaki Yamamoto
- Department of Advanced Brain Research, Institute of Biomedical Sciences, Graduate School of Medicine, Tokushima University, Tokushima, Japan
- Department of Neurology, Institute of Biomedical Sciences, Graduate School of Medicine, Tokushima University, Tokushima, Japan
| | - Teruo Oda
- Department of Advanced Brain Research, Institute of Biomedical Sciences, Graduate School of Medicine, Tokushima University, Tokushima, Japan
| | - Hiroshi Nakanishi
- Department of Neurosurgery, Institute of Biomedical Sciences, Graduate School of Medicine, Tokushima University, Tokushima, Japan
| | - Yuishin Izumi
- Department of Neurology, Institute of Biomedical Sciences, Graduate School of Medicine, Tokushima University, Tokushima, Japan
| | - Yasushi Takagi
- Department of Advanced Brain Research, Institute of Biomedical Sciences, Graduate School of Medicine, Tokushima University, Tokushima, Japan
- Department of Neurosurgery, Institute of Biomedical Sciences, Graduate School of Medicine, Tokushima University, Tokushima, Japan
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15
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Cui CK, Lewis SJG. Future Therapeutic Strategies for Freezing of Gait in Parkinson's Disease. Front Hum Neurosci 2021; 15:741918. [PMID: 34795568 PMCID: PMC8592896 DOI: 10.3389/fnhum.2021.741918] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Accepted: 10/05/2021] [Indexed: 12/28/2022] Open
Abstract
Freezing of gait (FOG) is a common and challenging clinical symptom in Parkinson’s disease. In this review, we summarise the recent insights into freezing of gait and highlight the strategies that should be considered to improve future treatment. There is a need to develop individualised and on-demand therapies, through improved detection and wearable technologies. Whilst there already exist a number of pharmacological (e.g., dopaminergic and beyond dopamine), non-pharmacological (physiotherapy and cueing, cognitive training, and non-invasive brain stimulation) and surgical approaches to freezing (i.e., dual-site deep brain stimulation, closed-loop programming), an integrated collaborative approach to future research in this complex area will be necessary to systematically investigate new therapeutic avenues. A review of the literature suggests standardising how gait freezing is measured, enriching patient cohorts for preventative studies, and harnessing the power of existing data, could help lead to more effective treatments for freezing of gait and offer relief to many patients.
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Affiliation(s)
- Cathy K Cui
- ForeFront Parkinson's Disease Research Clinic, Brain and Mind Centre, School of Medical Sciences, The University of Sydney, Camperdown, NSW, Australia
| | - Simon J G Lewis
- ForeFront Parkinson's Disease Research Clinic, Brain and Mind Centre, School of Medical Sciences, The University of Sydney, Camperdown, NSW, Australia
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16
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Naghavi N, Wade E. Towards Real-time Prediction of Freezing of Gait in Patients with Parkinsons Disease: A Novel Deep One-class Classifier. IEEE J Biomed Health Inform 2021; 26:1726-1736. [PMID: 34375292 DOI: 10.1109/jbhi.2021.3103071] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Freezing of gait (FoG) is a common motor dysfunction in individuals with Parkinsons disease. FoG impairs walking and is associated with increased fall risk. On-demand external cueing systems can detect FoG and provide stimuli to help individuals overcome freezing. Predicting FoG before onset enables preemptive cueing and may prevent FoG. However, detection and prediction remain challenging. If FoG data are not available for an individual, patient-independent models have been used to detect FoG, which have shown great sensitivity and poor specificity, or vice versa. In this study, we introduce a Deep Gait Anomaly Detector (DGAD) using a transfer learning-based approach to improve FoG detection accuracy. We also evaluate the effect of data augmentation and additional pre-FoG segments on prediction rate. Seven individuals with PD performed a series of daily walking tasks wearing inertial measurement units on their ankles. The DGAD algorithm demonstrated average sensitivity and specificity of 63.0% and 98.6% (3.2% improvement compared with the highest specificity in the literature). The target models identified 87.4% of FoG onsets, with 21.9% predicted. This study demonstrates our algorithm's potential for accurate identification of FoG and delivery of cues for patients for whom no FoG data is available for model training.
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17
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Huang WY, Tuan SH, Li MH, Hsu PT. Efficacy of a novel walking assist device with auxiliary laser illuminator in stroke Patients~ a randomized control trial. J Formos Med Assoc 2021; 121:592-603. [PMID: 34247893 DOI: 10.1016/j.jfma.2021.06.019] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2020] [Revised: 05/18/2021] [Accepted: 06/21/2021] [Indexed: 11/30/2022] Open
Abstract
BACKGROUND/PURPOSE Task-oriented functional walking is important in stroke patients. We aimed to investigate effects of a quad-cane with auxiliary laser illuminator (laser-cane) among stroke patients. METHODS This was a randomized-prospective study. Patients in the experimental group (EG) received 15-min of walking training with laser-cane and 15-min of traditional physical therapy. Patients in the control group (CG) received the same rehabilitation without laser-cane. The rehabilitation lasted for 4 weeks, twice per week. Primary outcome were gait parameters. Secondary outcomes were Berg Balance Scale (BBS), Timed Up and Go Test (TUG), and Barthel index (BI). Outcomes were measured at baseline, at the end of the rehabilitation (visit-1), and 4 weeks later (visit-2). RESULTS Both the groups (both n = 15) showed improvement of cadence, relative stance and swing phase duration of non-paretic side, BBS, and TUG at both visits. In the intragroup comparison, the EG additionally improved at stride length, relative stance and swing phase duration of paretic side, and gait speed at both visits; temporal swing symmetry, and toe-off angle of non-paretic side at the visit-2. Intergroup comparing for changing of outcomes with the CG, stride length and gait speed increased, relative stance phase duration of the non-paretic site decreased, and the temporal swing symmetry improved at the visit-1; relative stance phase duration of the paretic side decreased and the temporal stance symmetry improved at the visit-2 in the EG. CONCLUSION Rehabilitation with laser-cane improved the balance, activity of daily living, gait symmetry and gait parameters of stroke patients.
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Affiliation(s)
- Wan-Yun Huang
- Department of Physical Medicine and Rehabilitation, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan; Institute of Allied Health Sciences, National Cheng Kung University, Tainan, Taiwan
| | - Sheng-Hui Tuan
- Department of Rehabilitation Medicine, Cishan Hospital, Ministry of Health and Welfare, Kaohsiung, Taiwan; Department of Physical Therapy, Shu-Zen Junior College of Medicine and Management, Kaohsiung, Taiwan
| | - Min-Hui Li
- Department of Physical Medicine and Rehabilitation, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan.
| | - Pei-Te Hsu
- Department of Physical Medicine and Rehabilitation, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan.
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18
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Dvorani A, Wiesener C, Valtin M, Voigt H, Kühn A, Wenger N, Schauer T. Mobil4Park: development of a sensor-stimulator network for the therapy of freezing of gait in Parkinson patients. CURRENT DIRECTIONS IN BIOMEDICAL ENGINEERING 2020. [DOI: 10.1515/cdbme-2020-2013] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Abstract
Parkinson’s disease (PD) is one of the most common neurodegenerative diseases in the world which mainly affects the human’s motor systems. An estimated number of 7–10 million people worldwide suffer from PD. In Germany, the number of people affected by PD lies at about 300,000 and the number rises every year by approximately 13,000. One of the cardinal symptoms of PD is the freezing of gait (FoG), which arises/appears in the late stages of the PD. FoG is defined as an episodic process with increased restriction of movement or complete blockage despite the intention of moving and, as it can lead to falls and injuries and reduces the quality of life, is considered as one of the most disabling symptoms of PD. In this contribution, we introduce a wearable wireless system designed for gait monitoring and non-invasive electrical stimulation (cueing) in case of a FoG episode.
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Affiliation(s)
| | | | - Markus Valtin
- Technische Universität Berlin, Control Systems Group , Berlin , Germany
| | - Hanno Voigt
- SensorStim Neurotechnology GmbH , Berlin , Germany
| | - Andrea Kühn
- Department of Neurology, Charité Universitätsmedizin Berlin , Berlin , Germany
| | - Nikolaus Wenger
- Department of Neurology, Charité Universitätsmedizin Berlin , Berlin , Germany
| | - Thomas Schauer
- SensorStim Neurotechnology GmbH , Berlin , Germany
- Technische Universität Berlin, Control Systems Group , Berlin , Germany
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19
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Cao SS, Yuan XZ, Wang SH, Taximaimaiti R, Wang XP. Transverse Strips Instead of Wearable Laser Lights Alleviate the Sequence Effect Toward a Destination in Parkinson's Disease Patients With Freezing of Gait. Front Neurol 2020; 11:838. [PMID: 32903360 PMCID: PMC7434927 DOI: 10.3389/fneur.2020.00838] [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] [Subscribe] [Scholar Register] [Received: 05/02/2020] [Accepted: 07/06/2020] [Indexed: 12/22/2022] Open
Abstract
Background: The sequence effect (SE), referring to step-to-step reduction in amplitude, is considered to lead to freezing of gait (FOG) in Parkinson's disease (PD). Visual cues may alleviate SE and help reduce freezing episodes. FOG patients show significant SE prior to turning or toward a doorway, but the SE toward a destination has not been clearly studied. Objectives: To examine the SE when approaching a destination in PD patients with FOG, and to further explore the effects of different types of visual cues on destination SE. Methods: Thirty-five PD patients were divided into a freezing (PD+FOG, n = 15) group and a non-freezing (PD-FOG, n = 20) group. Walking trials were tested under three conditions, including without cues (no-cue condition), with wearable laser lights (laser condition), and with transverse strips placed on the floor (strip condition). Kinematic data was recorded by a portable Inertial Measurement Unit (IMU) system. The destination SE and some key gait parameters were evaluated. Results: The PD+FOG group showed greater destination SE in the no-cue and laser conditions when compared to the PD-FOG group. There were no significant differences in the strip condition when comparing destination SE of the two groups. The destination SE was alleviated only by using the transverse strips on the floor. In contrast, transverse strips and wearable laser lights could increase the step length. Conclusions: The significant destination SE may explain why FOG patients are prone to freezing when heading toward their destination. Visual cues using transverse strips on the floor may be a more effective strategy for FOG rehabilitation in PD patients.
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Affiliation(s)
- Shan-Shan Cao
- Department of Neurology, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiang-Zhen Yuan
- Department of Neurology, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Shu-Hong Wang
- Department of Neurology, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Reyisha Taximaimaiti
- Department of Neurology, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiao-Ping Wang
- Department of Neurology, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
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20
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Rutz DG, Benninger DH. Physical Therapy for Freezing of Gait and Gait Impairments in Parkinson Disease: A Systematic Review. PM R 2020; 12:1140-1156. [PMID: 31994842 DOI: 10.1002/pmrj.12337] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2019] [Accepted: 01/20/2020] [Indexed: 12/28/2022]
Abstract
INTRODUCTION Freezing of gait (FOG) is a major cause of falls and disability in Parkinson disease (PD). As FOG only partially improves in response to dopaminergic medication, physical therapy is an important element of its management. OBJECTIVE To assess the evidence for the physical interventions for FOG and gait impairments and to establish recommendations for clinical practice. LITERATURE SURVEY This review follows the guidelines for systematic reviews: the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA). Systematic search in PubMed, Embase, Physiotherapy Evidence Databases, and CINAHL for randomized controlled trials of PT interventions for FOG in PD patients until April 2018. SYNTHESIS Twenty randomized controlled trials (RCTs) were reviewed. In 12 RCTs, PT for FOG was assessed, which was the primary outcome measure in nine of these RCTs. In eight RCTs, PT for gait impairment (not targeting specifically FOG) in PD was assessed. The following PT interventions reduce FOG with a good category A recommendation: cueing strategies (P < .05) (visual and auditory); treadmill walking (P < .05); aquatic obstacle training (P < .01); supervised slackline training (P < .05). These interventions can be combined and maintain their efficacy when being applied concurrently: though there is a lack of long-term follow-up studies. The following PT interventions show possible benefit and need further investigations: balance and coordination training; aquatic gait training; sensory (tactile) cues. The treadmill training and auditory and visual cues are effective also for other gait disturbances in PD and improve gait kinematics. CONCLUSIONS Visual and auditory cueing and the treadmill training are effective interventions for FOG and gait impairments in PD patients (evidence level A- according to the European Federation of Neurological Societies). Tactile cues and other specific therapies targeting FOG are probably effective but need further studies.
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Affiliation(s)
- Dionys G Rutz
- Physical Therapy Unit, Department of Neurology, Centre Hospitalier Universitaire Vaudois (CHUV), Lausanne, Switzerland
| | - David H Benninger
- Department of Neurology, Centre Hospitalier Universitaire Vaudois (CHUV), Lausanne, Switzerland
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21
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Singh A, Cole RC, Espinoza AI, Brown D, Cavanagh JF, Narayanan NS. Frontal theta and beta oscillations during lower-limb movement in Parkinson's disease. Clin Neurophysiol 2020; 131:694-702. [PMID: 31991312 DOI: 10.1016/j.clinph.2019.12.399] [Citation(s) in RCA: 50] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2019] [Revised: 11/12/2019] [Accepted: 12/01/2019] [Indexed: 12/26/2022]
Abstract
OBJECTIVES Patients with Parkinson's disease (PD) have deficits in lower-limb functions such as gait, which involves both cognitive and motor dysfunction. In PD, theta and beta brain rhythms are associated with cognitive and motor functions, respectively. We tested the hypothesis that PD patients with lower-limb abnormalities would exhibit abnormal theta and beta rhythms in the mid-frontal cortical region during lower-limb action. METHODS This study included thirty-nine participants; 13 PD patients with FOG (PDFOG+), 13 without FOG (PDFOG-), and 13 demographically-matched controls. We recorded scalp electroencephalograms (EEG) during a lower-limb pedaling motor task, which required intentional initiation and stopping of a motor movement. RESULTS FOG scores were correlated with disease severity and cognition. PDFOG+ patients pedaled with reduced speed and decreased acceleration compared to PDFOG- patients and controls. PDFOG+ patients exhibited attenuated theta-band (4-8 Hz) power and increased beta-band (13-30 Hz) power at mid-frontal electrode Cz during pedaling. Frontal theta- and beta-band oscillations also correlated with motor and cognitive deficits. CONCLUSION Frontal theta and beta oscillations are predictors of lower-limb motor symptoms in PD and could be used to design neuromodulation for PD-related lower-limb abnormalities. SIGNIFICANCE These data provide insight into mechanisms of lower-limb dysfunction in PD with FOG.
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Affiliation(s)
- Arun Singh
- Neurology Department, University of Iowa, Iowa City, IA, USA.
| | - Rachel C Cole
- Neurology Department, University of Iowa, Iowa City, IA, USA
| | | | - Darin Brown
- Psychology Department, University of New Mexico, Albuquerque, NM, USA
| | - James F Cavanagh
- Psychology Department, University of New Mexico, Albuquerque, NM, USA
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22
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Hu K, Wang Z, Wang W, Martens KAE, Wang L, Tan T, Lewis SJG, Feng DD. Graph Sequence Recurrent Neural Network for Vision-based Freezing of Gait Detection. IEEE TRANSACTIONS ON IMAGE PROCESSING : A PUBLICATION OF THE IEEE SIGNAL PROCESSING SOCIETY 2019; 29:1890-1901. [PMID: 31634131 DOI: 10.1109/tip.2019.2946469] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Freezing of gait (FoG) is one of the most common symptoms of Parkinson's disease (PD), a neurodegenerative disorder which impacts millions of people around the world. Accurate assessment of FoG is critical for the management of PD and to evaluate the efficacy of treatments. Currently, the assessment of FoG requires well-trained experts to perform time-consuming annotations via vision-based observations. Thus, automatic FoG detection algorithms are needed. In this study, we formulate vision-based FoG detection, as a fine-grained graph sequence modelling task, by representing the anatomic joints in each temporal segment with a directed graph, since FoG events can be observed through the motion patterns of joints. A novel deep learning method is proposed, namely graph sequence recurrent neural network (GS-RNN), to characterize the FoG patterns by devising graph recurrent cells, which take graph sequences of dynamic structures as inputs. For the cases of which prior edge annotations are not available, a data-driven based adjacency estimation method is further proposed. To the best of our knowledge, this is one of the first studies on vision-based FoG detection using deep neural networks designed for graph sequences of dynamic structures. Experimental results on more than 150 videos collected from 45 patients demonstrated promising performance of the proposed GS-RNN for FoG detection with an AUC value of 0.90.
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23
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Tang L, Xu W, Li Z, Chen Y, Chen H, Yu R, Zhu X, Gu D. Quantitative gait analysis for laser cue in Parkinson's disease patients with freezing of gait. ANNALS OF TRANSLATIONAL MEDICINE 2019; 7:324. [PMID: 31475194 DOI: 10.21037/atm.2019.05.87] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Background The aim of this study was to investigate the gait spatiotemporal, kinematic, and kinetic changes of Parkinson's disease (PD) patient with freezing of gait (FOG) under the laser cue (LC). Such an approach may provide greater insight into the effects of LC on gait. Methods Thirty-four PD with FOG (PD + FOG) and 32 healthy controls (HC) were tested in gait laboratory. Patients were tested at their usual self-selected speed in no laser cue (NC) first and then under LC condition. Sagittal plane kinematic and kinetic parameters of the lower-limb joints (hip, knee, and ankle joints) as well as spatiotemporal parameters (velocity, cadence, stride length, single and double support time), were measured. Spatiotemporal parameters and kinematic were submitted to one-way analysis of variance (ANOVA) to explore difference among NC, LC, and HC. Covariance analysis was used to compare kinetic parameters. Results For PD + FOG, spatiotemporal parameters (stride length, velocity, and cadence) were significantly improved in LC (1.06±0.18, 1.01±0.19, 120±13.26, respectively) compared with NC (0.93±0.20, 0.87±0.17, 131±14.75) (P=0.027, 0.045, 0.035, respectively), and close to HC (1.1±0.12, 1.12±0.13, 116±9.37) (P=0.594, 0.276, 0.084, respectively). In kinematics, LC could significantly ameliorate the amplitude of maximal dorsiflexion in ankle (35.1±3.8), extension in stance in knee (16.8±4.3) and hip (4.43±5.1), as well as the range of motion (ROM) in ankle (33.15±6.1) and hip joints (38.6±3.3). In kinetics, LC also markedly improved power generation in ankle (2.03±1.52) and hip joints (1.08±0.48) and power absorption in pre-swing phase in knee joint (-1.68±0.29) compared with NC (1.37±1.13, 0.899±0.43, -1.31±0.27, respectively). Conclusions LC significantly improves gait performance in spatiotemporal parameters as well as kinematics and kinetics performance in ankle and hip joints. LC may be promising when applied as an optional technique in the rehabilitation training in PD + FOG.
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Affiliation(s)
- Liang Tang
- Department of Orthopaedic Surgery, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200336, China
| | - Wei Xu
- Department of Orthopaedic Surgery, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200336, China
| | - Zhikun Li
- Department of Orthopaedic Surgery, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200336, China
| | - Yu Chen
- Department of Orthopaedic Surgery, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200336, China
| | - Haojie Chen
- Department of Orthopaedic Surgery, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200336, China
| | - Ronghua Yu
- Department of Orthopaedic Surgery, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200336, China
| | - Xiaodong Zhu
- Department of Orthopaedic Surgery, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200336, China
| | - Dongyun Gu
- Shanghai Key Laboratory of Orthopaedic Implants, Department of Orthopaedic Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200011, China.,School of Biomedical Engineering & Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, China.,Engineering Research Center of Digital Medicine and Clinical Translation, Ministry of Education of P. R. China, Shanghai 200030, China
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24
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Gál O, Poláková K, Hoskovcová M, Tomandl J, Čapek V, Berka R, Brožová H, Šestáková I, Růžička E. Pavement patterns can be designed to improve gait in Parkinson's disease patients. Mov Disord 2019; 34:1831-1838. [PMID: 31442358 DOI: 10.1002/mds.27831] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2019] [Revised: 06/14/2019] [Accepted: 07/29/2019] [Indexed: 01/06/2023] Open
Abstract
BACKGROUND Public spaces are usually designed with respect to various patient populations, but not Parkinson's disease. The objective of this study was to explore what type of easily applicable visual cueing might be used in public spaces and some interiors to improve gait in people with Parkinson's disease. METHODS Thirty-two patients with freezing of gait walked an 8-meter track on 6 different floor patterns in single- and dual-task conditions in random sequence. The reference pattern was a virtual large transverse chessboard, and the other patterns differed either in size (small floor stones), orientation (diagonal), nature (real paving), regularity (irregular), or no pattern. Time, number of steps, velocity, step length, cadence, and dual-task effect were calculated. The number and total duration of freezing episodes were analyzed. RESULTS Virtual, large, transverse floor stones improve time (P = 0.0101), velocity (P = 0.0029), number of steps (P = 0.0291), and step length (P = 0.0254) in Parkinson's disease patients compared with walking on no pattern. Virtual floor stones were superior in time and velocity to the real ones. Transverse floor stones were better than diagonal, whereas regular pattern stones were superior to irregular in some gait parameters. Subjectively, the reference pattern was preferred to the irregular one and to no pattern. No direct effect on freezing of gait was observed. CONCLUSIONS Parkinson's disease patients may benefit from floor patterns incorporating transverse oriented large rectangular visual cues. Because public space can be regulated with respect to people with medical conditions, the relevant legislative documents should be extended to allow for parkinsonian gait disorder. © 2019 International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Ota Gál
- Department of Neurology and Centre of Clinical Neuroscience, First Faculty of Medicine and General University Hospital, Charles University, Prague, Czech Republic
| | - Kamila Poláková
- Department of Neurology and Centre of Clinical Neuroscience, First Faculty of Medicine and General University Hospital, Charles University, Prague, Czech Republic
| | - Martina Hoskovcová
- Department of Neurology and Centre of Clinical Neuroscience, First Faculty of Medicine and General University Hospital, Charles University, Prague, Czech Republic
| | - Jan Tomandl
- Faculty of Architecture, Czech Technical University in Prague, Prague, Czech Republic
| | - Václav Čapek
- Department of Neurology and Centre of Clinical Neuroscience, First Faculty of Medicine and General University Hospital, Charles University, Prague, Czech Republic
| | - Roman Berka
- Faculty of Electrical Engineering, Czech Technical University in Prague, Prague, Czech Republic
| | - Hana Brožová
- Department of Neurology and Centre of Clinical Neuroscience, First Faculty of Medicine and General University Hospital, Charles University, Prague, Czech Republic
| | - Irena Šestáková
- Faculty of Architecture, Czech Technical University in Prague, Prague, Czech Republic
| | - Evžen Růžička
- Department of Neurology and Centre of Clinical Neuroscience, First Faculty of Medicine and General University Hospital, Charles University, Prague, Czech Republic
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Altered dynamics of visual contextual interactions in Parkinson's disease. NPJ PARKINSONS DISEASE 2019; 5:13. [PMID: 31286057 PMCID: PMC6609710 DOI: 10.1038/s41531-019-0085-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/19/2019] [Accepted: 05/29/2019] [Indexed: 01/09/2023]
Abstract
Over the last decades, psychophysical and electrophysiological studies in patients and animal models of Parkinson's disease (PD), have consistently revealed a number of visual abnormalities. In particular, specific alterations of contrast sensitivity curves, electroretinogram (ERG), and visual-evoked potentials (VEP), have been attributed to dopaminergic retinal depletion. However, fundamental mechanisms of cortical visual processing, such as normalization or "gain control" computations, have not yet been examined in PD patients. Here, we measured electrophysiological indices of gain control in both space (surround suppression) and time (sensory adaptation) in PD patients based on steady-state VEP (ssVEP). Compared with controls, patients exhibited a significantly higher initial ssVEP amplitude that quickly decayed over time, and greater relative suppression of ssVEP amplitude as a function of surrounding stimulus contrast. Meanwhile, EEG frequency spectra were broadly elevated in patients relative to controls. Thus, contrary to what might be expected given the reduced contrast sensitivity often reported in PD, visual neural responses are not weaker; rather, they are initially larger but undergo an exaggerated degree of spatial and temporal gain control and are embedded within a greater background noise level. These differences may reflect cortical mechanisms that compensate for dysfunctional center-surround interactions at the retinal level.
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Abstract
Parkinson's disease is the second most common neurodegenerative disease with a prevalence rate of 1-2 per 1000 of the population worldwide. Pharmacological management is the mainstay of treatment. Despite optimal medication, motor impairment particularly balance and gait impairment persist leading to various degree of disability and reduced quality-of-life. The present review describes motor impairment including postural impairment, gait dysfunction, reduced muscle strength and aerobic capacity and falls. Physical therapy and complementary exercises have been proven to improve motor performance and functional mobility. Evidence on the efficacy of physical therapy and complementary exercises is presented in this review. These exercises include gait training with cues, gait training with treadmill, Nordic walking, brisk walking, balance training, virtual reality interventions, Tai Chi and dance. All these treatment interventions produce short-term beneficial effects and some interventions demonstrate long-term benefit. Gait training with treadmill enhance walking performance and the effects sustain for 3-6 months. Balance training improves balance, function and reduces fall rate, and these effects carry over to at least 12 months after training ended. Sustained Tai Chi for 6 months, dance therapy for 12 months, progressive resistive training for 24 months alleviates the PD motor symptoms, suggesting that they could slow down PD progression. Based on this evidence, individuals with PD are encouraged to sustain their training in order to improve/maintain their physical ability and to combat the progression of PD.
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Affiliation(s)
- Margaret K Y Mak
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong, China.
| | - Irene S K Wong-Yu
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong, China
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Hu K, Wang Z, Mei S, Ehgoetz Martens KA, Yao T, Lewis SJG, Feng DD. Vision-Based Freezing of Gait Detection With Anatomic Directed Graph Representation. IEEE J Biomed Health Inform 2019; 24:1215-1225. [PMID: 31217134 DOI: 10.1109/jbhi.2019.2923209] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Parkinson's disease significantly impacts the life quality of millions of people around the world. While freezing of gait (FoG) is one of the most common symptoms of the disease, it is time consuming and subjective to assess FoG for well-trained experts. Therefore, it is highly desirable to devise computer-aided FoG detection methods for the purpose of objective and time-efficient assessment. In this paper, in line with the gold standard of FoG clinical assessment, which requires video or direct observation, we propose one of the first vision-based methods for automatic FoG detection. To better characterize FoG patterns, instead of learning an overall representation of a video, we propose a novel architecture of graph convolution neural network and represent each video as a directed graph where FoG related candidate regions are the vertices. A weakly-supervised learning strategy and a weighted adjacency matrix estimation layer are proposed to eliminate the resource expensive data annotation required for fully supervised learning. As a result, the interference of visual information irrelevant to FoG, such as gait motion of supporting staff involved in clinical assessments, has been reduced to improve FoG detection performance by identifying the vertices contributing to FoG events. To further improve the performance, the global context of a clinical video is also considered and several fusion strategies with graph predictions are investigated. Experimental results on more than 100 videos collected from 45 patients during a clinical assessment demonstrated promising performance of our proposed method with an AUC of 0.887.
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Using Kinect v2 to Control a Laser Visual Cue System to Improve the Mobility during Freezing of Gait in Parkinson's Disease. JOURNAL OF HEALTHCARE ENGINEERING 2019; 2019:3845462. [PMID: 30915207 PMCID: PMC6402218 DOI: 10.1155/2019/3845462] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/19/2018] [Revised: 01/03/2019] [Accepted: 01/22/2019] [Indexed: 12/05/2022]
Abstract
Different auditory and visual cues have been proven to be very effective in improving the mobility of people with Parkinson's (PwP). Nonetheless, many of the available methods require user intervention and so on to activate the cues. Moreover, once activated, these systems would provide cues continuously regardless of the patient's needs. This research proposes a new indoor method for casting dynamic/automatic visual cues for PwP based on their head direction and location in a room. The proposed system controls the behavior of a set of pan/tilt servo motors and laser pointers, based on the real-time skeletal information acquired from a Kinect v2 sensor. This produces an automatically adjusting set of laser lines that can always be in front of the patient as a guideline for where the next footstep would be placed. A user interface was also created that enables users to control and adjust the settings based on the preferences. The aim of this research was to provide PwP with an unobtrusive/automatic indoor system for improving their mobility during a Freezing of gait (FOG) incident. The results showed the possibility of employing such system, which does not rely on the subject's input nor does it introduce any additional complexities to operate.
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Sweeney D, Quinlan LR, Browne P, Richardson M, Meskell P, ÓLaighin G. A Technological Review of Wearable Cueing Devices Addressing Freezing of Gait in Parkinson's Disease. SENSORS 2019; 19:s19061277. [PMID: 30871253 PMCID: PMC6470562 DOI: 10.3390/s19061277] [Citation(s) in RCA: 51] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/08/2019] [Revised: 03/01/2019] [Accepted: 03/03/2019] [Indexed: 11/16/2022]
Abstract
Freezing of gait is one of the most debilitating symptoms of Parkinson’s disease and is an important contributor to falls, leading to it being a major cause of hospitalization and nursing home admissions. When the management of freezing episodes cannot be achieved through medication or surgery, non-pharmacological methods such as cueing have received attention in recent years. Novel cueing systems were developed over the last decade and have been evaluated predominantly in laboratory settings. However, to provide benefit to people with Parkinson’s and improve their quality of life, these systems must have the potential to be used at home as a self-administer intervention. This paper aims to provide a technological review of the literature related to wearable cueing systems and it focuses on current auditory, visual and somatosensory cueing systems, which may provide a suitable intervention for use in home-based environments. The paper describes the technical operation and effectiveness of the different cueing systems in overcoming freezing of gait. The “What Works Clearinghouse (WWC)” tool was used to assess the quality of each study described. The paper findings should prove instructive for further researchers looking to enhance the effectiveness of future cueing systems.
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Affiliation(s)
- Dean Sweeney
- Electrical & Electronic Engineering, School of Engineering and Informatics, NUI Galway, University Road, H91 TK33 Galway, Ireland.
- Human Movement Laboratory, CÚRAM Centre for Research in Medical Devices, NUI Galway, University Road, H91 TK33 Galway, Ireland.
| | - Leo R Quinlan
- Human Movement Laboratory, CÚRAM Centre for Research in Medical Devices, NUI Galway, University Road, H91 TK33 Galway, Ireland.
- Physiology, School of Medicine, NUI Galway, University Road, H91 TK33 Galway, Ireland.
| | - Patrick Browne
- Neurology Department, University Hospital Galway, H91 YR71 Galway, Ireland.
- School of Nursing and Midwifery, NUI Galway, University Road, H91 TK33 Galway, Ireland.
- School of Medicine, NUI Galway, University Road, H91 TK33 Galway, Ireland.
| | - Margaret Richardson
- Neurology Department University Hospital Limerick, Dooradoyle, V94 F858 Limerick, Ireland.
| | - Pauline Meskell
- Department of Nursing and Midwifery University of Limerick, Castletroy, V94 T9PX Limerick, Ireland.
| | - Gearóid ÓLaighin
- Electrical & Electronic Engineering, School of Engineering and Informatics, NUI Galway, University Road, H91 TK33 Galway, Ireland.
- Human Movement Laboratory, CÚRAM Centre for Research in Medical Devices, NUI Galway, University Road, H91 TK33 Galway, Ireland.
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Primary progressive freezing gait with impressive response to laser light visual cueing: a video case report. J Neurol 2018; 265:2146-2148. [DOI: 10.1007/s00415-018-8966-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2018] [Accepted: 06/29/2018] [Indexed: 10/28/2022]
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Sensory Electrical Stimulation Cueing May Reduce Freezing of Gait Episodes in Parkinson's Disease. JOURNAL OF HEALTHCARE ENGINEERING 2018; 2018:4684925. [PMID: 30154990 PMCID: PMC6092973 DOI: 10.1155/2018/4684925] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/08/2018] [Revised: 05/25/2018] [Accepted: 06/26/2018] [Indexed: 11/18/2022]
Abstract
Introduction Freezing of gait (FoG) is a movement abnormality that presents with advancing Parkinson's disease (PD) and is one of the most debilitating symptoms of the disease. The mainstay of nonpharmacological management of FoG is typically through external cueing techniques designed to relieve or prevent the freezing episode. Previous work shows that electrical stimulation may prove useful as a gait guidance technique, but further evidence is required. The main objective of this study was to determine whether a “fixed” rhythmic sensory electrical stimulation (sES) cueing strategy would significantly (i) reduce the time taken to complete a walking task and (ii) reduce the number of FoG episodes occurring when performing the task. Methods 9 participants with idiopathic PD performed a self-identified walking task during both control (no cue) and cueing conditions. The self-identified walking task was a home-based daily walking activity, which was known to result in FoG for that person. A trained physiotherapist recorded the time taken to complete the walking task and the number of FoG episodes which occurred during the task. Data were analyzed by paired t-tests for both the time to complete a walking task and the number of FoG episodes occurring. Results sES cueing resulted in a reduction in the time taken to complete a walking task and in the number of FoG episodes occurring during performance of this task by 14.23 ± 11.15% (p=0.009) and 58.28 ± 33.89% (p=0.002), respectively. Conclusions This study shows a positive effect of “fixed” rhythmic sES on the time taken to complete a walking task and on the number of FoG episodes occurring during the task. Our results provide evidence that sES cueing delivered in a “fixed” rhythmic manner has the potential to be an effective cueing mechanism for FoG prevention.
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Abstract
Walking is an extraordinarily complex task requiring integration of the entire nervous system, making gait susceptible to a variety of underlying neurologic abnormalities. Gait disorders are particularly prevalent in the elderly and increase fall risk. In this review we discuss an approach to the examination of gait and highlight key features of common gait disorders and their underlying causes. We review gaits due to lesions of motor systems (spasticity and neuromuscular weakness), the cerebellum and sensory systems (ataxia), parkinsonism, and frontal lobes and discuss the remarkably diverse phenomenology of functional (psychogenic) gait disorders. We offer a pragmatic approach to the diagnosis and management of neurologic gait disorders, because prompt recognition and intervention may improve quality of life in affected individuals.
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Affiliation(s)
- Jessica M Baker
- Department of Neurology, Brigham and Women's Hospital, Boston, Mass.
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Amini A, Banitsas K, Young WR. Kinect4FOG: monitoring and improving mobility in people with Parkinson's using a novel system incorporating the Microsoft Kinect v2. Disabil Rehabil Assist Technol 2018; 14:566-573. [PMID: 29790385 DOI: 10.1080/17483107.2018.1467975] [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] [Indexed: 10/16/2022]
Abstract
Parkinson's is a neurodegenerative condition associated with several motor symptoms including tremors and slowness of movement. Freezing of gait (FOG); the sensation of one's feet being "glued" to the floor, is one of the most debilitating symptoms associated with advanced Parkinson's. FOG not only contributes to falls and related injuries, but also compromises quality of life as people often avoid engaging in functional daily activities both inside and outside the home. In the current study, we describe a novel system designed to detect FOG and falling in people with Parkinson's (PwP) as well as monitoring and improving their mobility using laser-based visual cues cast by an automated laser system. The system utilizes a RGB-D sensor based on Microsoft Kinect v2 and a laser casting system consisting of two servo motors and an Arduino microcontroller. This system was evaluated by 15 PwP with FOG. Here, we present details of the system along with a summary of feedback provided by PwP. Despite limitations regarding its outdoor use, feedback was very positive in terms of domestic usability and convenience, where 12/15 PwP showed interest in installing and using the system at their homes. Implications for Rehabilitation Providing an automatic and remotely manageable monitoring system for PwP gait analysis and fall detection. Providing an automatic, unobtrusive and dynamic visual cue system for PwP based on laser line projection. Gathering feedback from PwP about the practical usage of the implemented system through focus group events.
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Affiliation(s)
- Amin Amini
- a Department of Electronics and Computer Engineering , Brunel University London , London , UK
| | - Konstantinos Banitsas
- a Department of Electronics and Computer Engineering , Brunel University London , London , UK
| | - William R Young
- b Department of Clinical Sciences , Brunel University London , London , UK
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Barthel C, Nonnekes J, van Helvert M, Haan R, Janssen A, Delval A, Weerdesteyn V, Debû B, van Wezel R, Bloem BR, Ferraye MU. The laser shoes: A new ambulatory device to alleviate freezing of gait in Parkinson disease. Neurology 2017; 90:e164-e171. [PMID: 29263221 DOI: 10.1212/wnl.0000000000004795] [Citation(s) in RCA: 61] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2017] [Accepted: 09/25/2017] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE To assess, in a cross-sectional study, the feasibility and immediate efficacy of laser shoes, a new ambulatory visual cueing device with practical applicability for use in daily life, on freezing of gait (FOG) and gait measures in Parkinson disease (PD). METHODS We tested 21 patients with PD and FOG, both "off" and "on" medication. In a controlled gait laboratory, we measured the number of FOG episodes and the percent time frozen occurring during a standardized walking protocol that included FOG provoking circumstances. Participants performed 10 trials with and 10 trials without cueing. FOG was assessed using offline video analysis by an independent rater. Gait measures were recorded in between FOG episodes with the use of accelerometry. RESULTS Cueing using laser shoes was associated with a significant reduction in the number of FOG episodes, both "off" (45.9%) and "on" (37.7%) medication. Moreover, laser shoes significantly reduced the percent time frozen by 56.5% (95% confidence interval [CI] 32.5-85.8; p = 0.004) when "off" medication. The reduction while "on" medication was slightly smaller (51.4%, 95% CI -41.8 to 91.5; p = 0.075). These effects were paralleled by patients' positive subjective experience on laser shoes' efficacy. There were no clinically meaningful changes in the gait measures. CONCLUSIONS These findings demonstrate the immediate efficacy of laser shoes in a controlled gait laboratory, and offer a promising intervention with potential to deliver in-home cueing for patients with FOG. CLASSIFICATION OF EVIDENCE This study provides Class III evidence that for patients with PD, laser shoes significantly reduce FOG severity (both number and duration of FOG episodes).
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Affiliation(s)
- Claudia Barthel
- From the Departments of Neurology (C.B., M.v.H., R.H., B.R.B., M.U.F.), Rehabilitation (J.N., V.W.), and Otorhinolaryngology (A.J.), Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, and Department of Biophysics (R.v.W.), Radboud University, Nijmegen, the Netherlands; Department of Clinical Neurophysiology (A.D.), Lille University Medical Center, France; Sint Maartenskliniek Research, Development & Education (V.W.), Nijmegen, the Netherlands; Grenoble Alpes University (B.D.); Grenoble Institute of Neurosciences (B.D.), INSERM U1216, France; and Biomedical Signal and Systems Group (J.N., R.v.W., M.U.F.), MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, the Netherlands
| | - Jorik Nonnekes
- From the Departments of Neurology (C.B., M.v.H., R.H., B.R.B., M.U.F.), Rehabilitation (J.N., V.W.), and Otorhinolaryngology (A.J.), Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, and Department of Biophysics (R.v.W.), Radboud University, Nijmegen, the Netherlands; Department of Clinical Neurophysiology (A.D.), Lille University Medical Center, France; Sint Maartenskliniek Research, Development & Education (V.W.), Nijmegen, the Netherlands; Grenoble Alpes University (B.D.); Grenoble Institute of Neurosciences (B.D.), INSERM U1216, France; and Biomedical Signal and Systems Group (J.N., R.v.W., M.U.F.), MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, the Netherlands
| | - Milou van Helvert
- From the Departments of Neurology (C.B., M.v.H., R.H., B.R.B., M.U.F.), Rehabilitation (J.N., V.W.), and Otorhinolaryngology (A.J.), Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, and Department of Biophysics (R.v.W.), Radboud University, Nijmegen, the Netherlands; Department of Clinical Neurophysiology (A.D.), Lille University Medical Center, France; Sint Maartenskliniek Research, Development & Education (V.W.), Nijmegen, the Netherlands; Grenoble Alpes University (B.D.); Grenoble Institute of Neurosciences (B.D.), INSERM U1216, France; and Biomedical Signal and Systems Group (J.N., R.v.W., M.U.F.), MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, the Netherlands
| | - Renée Haan
- From the Departments of Neurology (C.B., M.v.H., R.H., B.R.B., M.U.F.), Rehabilitation (J.N., V.W.), and Otorhinolaryngology (A.J.), Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, and Department of Biophysics (R.v.W.), Radboud University, Nijmegen, the Netherlands; Department of Clinical Neurophysiology (A.D.), Lille University Medical Center, France; Sint Maartenskliniek Research, Development & Education (V.W.), Nijmegen, the Netherlands; Grenoble Alpes University (B.D.); Grenoble Institute of Neurosciences (B.D.), INSERM U1216, France; and Biomedical Signal and Systems Group (J.N., R.v.W., M.U.F.), MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, the Netherlands
| | - Arno Janssen
- From the Departments of Neurology (C.B., M.v.H., R.H., B.R.B., M.U.F.), Rehabilitation (J.N., V.W.), and Otorhinolaryngology (A.J.), Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, and Department of Biophysics (R.v.W.), Radboud University, Nijmegen, the Netherlands; Department of Clinical Neurophysiology (A.D.), Lille University Medical Center, France; Sint Maartenskliniek Research, Development & Education (V.W.), Nijmegen, the Netherlands; Grenoble Alpes University (B.D.); Grenoble Institute of Neurosciences (B.D.), INSERM U1216, France; and Biomedical Signal and Systems Group (J.N., R.v.W., M.U.F.), MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, the Netherlands
| | - Arnaud Delval
- From the Departments of Neurology (C.B., M.v.H., R.H., B.R.B., M.U.F.), Rehabilitation (J.N., V.W.), and Otorhinolaryngology (A.J.), Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, and Department of Biophysics (R.v.W.), Radboud University, Nijmegen, the Netherlands; Department of Clinical Neurophysiology (A.D.), Lille University Medical Center, France; Sint Maartenskliniek Research, Development & Education (V.W.), Nijmegen, the Netherlands; Grenoble Alpes University (B.D.); Grenoble Institute of Neurosciences (B.D.), INSERM U1216, France; and Biomedical Signal and Systems Group (J.N., R.v.W., M.U.F.), MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, the Netherlands
| | - Vivian Weerdesteyn
- From the Departments of Neurology (C.B., M.v.H., R.H., B.R.B., M.U.F.), Rehabilitation (J.N., V.W.), and Otorhinolaryngology (A.J.), Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, and Department of Biophysics (R.v.W.), Radboud University, Nijmegen, the Netherlands; Department of Clinical Neurophysiology (A.D.), Lille University Medical Center, France; Sint Maartenskliniek Research, Development & Education (V.W.), Nijmegen, the Netherlands; Grenoble Alpes University (B.D.); Grenoble Institute of Neurosciences (B.D.), INSERM U1216, France; and Biomedical Signal and Systems Group (J.N., R.v.W., M.U.F.), MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, the Netherlands
| | - Bettina Debû
- From the Departments of Neurology (C.B., M.v.H., R.H., B.R.B., M.U.F.), Rehabilitation (J.N., V.W.), and Otorhinolaryngology (A.J.), Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, and Department of Biophysics (R.v.W.), Radboud University, Nijmegen, the Netherlands; Department of Clinical Neurophysiology (A.D.), Lille University Medical Center, France; Sint Maartenskliniek Research, Development & Education (V.W.), Nijmegen, the Netherlands; Grenoble Alpes University (B.D.); Grenoble Institute of Neurosciences (B.D.), INSERM U1216, France; and Biomedical Signal and Systems Group (J.N., R.v.W., M.U.F.), MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, the Netherlands
| | - Richard van Wezel
- From the Departments of Neurology (C.B., M.v.H., R.H., B.R.B., M.U.F.), Rehabilitation (J.N., V.W.), and Otorhinolaryngology (A.J.), Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, and Department of Biophysics (R.v.W.), Radboud University, Nijmegen, the Netherlands; Department of Clinical Neurophysiology (A.D.), Lille University Medical Center, France; Sint Maartenskliniek Research, Development & Education (V.W.), Nijmegen, the Netherlands; Grenoble Alpes University (B.D.); Grenoble Institute of Neurosciences (B.D.), INSERM U1216, France; and Biomedical Signal and Systems Group (J.N., R.v.W., M.U.F.), MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, the Netherlands
| | - Bastiaan R Bloem
- From the Departments of Neurology (C.B., M.v.H., R.H., B.R.B., M.U.F.), Rehabilitation (J.N., V.W.), and Otorhinolaryngology (A.J.), Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, and Department of Biophysics (R.v.W.), Radboud University, Nijmegen, the Netherlands; Department of Clinical Neurophysiology (A.D.), Lille University Medical Center, France; Sint Maartenskliniek Research, Development & Education (V.W.), Nijmegen, the Netherlands; Grenoble Alpes University (B.D.); Grenoble Institute of Neurosciences (B.D.), INSERM U1216, France; and Biomedical Signal and Systems Group (J.N., R.v.W., M.U.F.), MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, the Netherlands
| | - Murielle U Ferraye
- From the Departments of Neurology (C.B., M.v.H., R.H., B.R.B., M.U.F.), Rehabilitation (J.N., V.W.), and Otorhinolaryngology (A.J.), Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, and Department of Biophysics (R.v.W.), Radboud University, Nijmegen, the Netherlands; Department of Clinical Neurophysiology (A.D.), Lille University Medical Center, France; Sint Maartenskliniek Research, Development & Education (V.W.), Nijmegen, the Netherlands; Grenoble Alpes University (B.D.); Grenoble Institute of Neurosciences (B.D.), INSERM U1216, France; and Biomedical Signal and Systems Group (J.N., R.v.W., M.U.F.), MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, the Netherlands.
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Effect of Dual-Mode and Dual-Site Noninvasive Brain Stimulation on Freezing of Gait in Patients With Parkinson Disease. Arch Phys Med Rehabil 2017; 98:1283-1290. [DOI: 10.1016/j.apmr.2017.01.011] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2016] [Revised: 01/01/2017] [Accepted: 01/07/2017] [Indexed: 12/11/2022]
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Janssen S, Bolte B, Nonnekes J, Bittner M, Bloem BR, Heida T, Zhao Y, van Wezel RJA. Usability of Three-dimensional Augmented Visual Cues Delivered by Smart Glasses on (Freezing of) Gait in Parkinson's Disease. Front Neurol 2017; 8:279. [PMID: 28659862 PMCID: PMC5468397 DOI: 10.3389/fneur.2017.00279] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2017] [Accepted: 05/29/2017] [Indexed: 12/16/2022] Open
Abstract
External cueing is a potentially effective strategy to reduce freezing of gait (FOG) in persons with Parkinson's disease (PD). Case reports suggest that three-dimensional (3D) cues might be more effective in reducing FOG than two-dimensional cues. We investigate the usability of 3D augmented reality visual cues delivered by smart glasses in comparison to conventional 3D transverse bars on the floor and auditory cueing via a metronome in reducing FOG and improving gait parameters. In laboratory experiments, 25 persons with PD and FOG performed walking tasks while wearing custom-made smart glasses under five conditions, at the end-of-dose. For two conditions, augmented visual cues (bars/staircase) were displayed via the smart glasses. The control conditions involved conventional 3D transverse bars on the floor, auditory cueing via a metronome, and no cueing. The number of FOG episodes and percentage of time spent on FOG were rated from video recordings. The stride length and its variability, cycle time and its variability, cadence, and speed were calculated from motion data collected with a motion capture suit equipped with 17 inertial measurement units. A total of 300 FOG episodes occurred in 19 out of 25 participants. There were no statistically significant differences in number of FOG episodes and percentage of time spent on FOG across the five conditions. The conventional bars increased stride length, cycle time, and stride length variability, while decreasing cadence and speed. No effects for the other conditions were found. Participants preferred the metronome most, and the augmented staircase least. They suggested to improve the comfort, esthetics, usability, field of view, and stability of the smart glasses on the head and to reduce their weight and size. In their current form, augmented visual cues delivered by smart glasses are not beneficial for persons with PD and FOG. This could be attributable to distraction, blockage of visual feedback, insufficient familiarization with the smart glasses, or display of the visual cues in the central rather than peripheral visual field. Future smart glasses are required to be more lightweight, comfortable, and user friendly to avoid distraction and blockage of sensory feedback, thus increasing usability.
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Affiliation(s)
- Sabine Janssen
- Biomedical Signal and Systems Group, MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, Netherlands.,Department of Neurology, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, Netherlands
| | - Benjamin Bolte
- Biomedical Signal and Systems Group, MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, Netherlands
| | - Jorik Nonnekes
- Biomedical Signal and Systems Group, MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, Netherlands.,Department of Rehabilitation, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, Netherlands
| | - Marian Bittner
- Biomedical Signal and Systems Group, MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, Netherlands
| | - Bastiaan R Bloem
- Department of Neurology, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, Netherlands
| | - Tjitske Heida
- Biomedical Signal and Systems Group, MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, Netherlands
| | - Yan Zhao
- Biomedical Signal and Systems Group, MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, Netherlands
| | - Richard J A van Wezel
- Biomedical Signal and Systems Group, MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, Netherlands.,Department of Biophysics, Donders Institute of Brain, Cognition and Behavior, Radboud University, Nijmegen, Netherlands
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37
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Ahn D, Chung H, Lee HW, Kang K, Ko PW, Kim NS, Park T. Smart Gait-Aid Glasses for Parkinson's Disease Patients. IEEE Trans Biomed Eng 2017; 64:2394-2402. [PMID: 28113199 DOI: 10.1109/tbme.2017.2655344] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Parkinson's disease (PD) is a chronic progressive disease caused by loss of dopaminergic neurons in the substantia nigra, degenerating the nervous system of a patient over time. Freezing of gait (FOG), which is a form of akinesia, is a symptom of PD. Meanwhile, recent studies show that the gait of PD patients experiencing FOG can be significantly improved by providing the regular visual or auditory patterns for the patients. In this paper, we propose a gait-aid system built upon smart glasses. Our system continuously monitors the gait and so on of a PD patient to detect FOG, and upon detection of FOG it projects visual patterns on the glasses as if the patterns were actually on the floor. Conducting experiments involving ten PD patients, we demonstrate that our system achieves the accuracy of 92.86 % in detecting FOG episodes and that it improves the gait speed and stride length of PD patients by 15.3 ∼ 37.2% and 18.7 ∼ 31.7%, respectively.
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Pirker W, Katzenschlager R. Gait disorders in adults and the elderly : A clinical guide. Wien Klin Wochenschr 2016; 129:81-95. [PMID: 27770207 PMCID: PMC5318488 DOI: 10.1007/s00508-016-1096-4] [Citation(s) in RCA: 251] [Impact Index Per Article: 31.4] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2016] [Accepted: 09/14/2016] [Indexed: 01/22/2023]
Abstract
Human gait depends on a complex interplay of major parts of the nervous, musculoskeletal and cardiorespiratory systems. The individual gait pattern is influenced by age, personality, mood and sociocultural factors. The preferred walking speed in older adults is a sensitive marker of general health and survival. Safe walking requires intact cognition and executive control. Gait disorders lead to a loss of personal freedom, falls and injuries and result in a marked reduction in the quality of life. Acute onset of a gait disorder may indicate a cerebrovascular or other acute lesion in the nervous system but also systemic diseases or adverse effects of medication, in particular polypharmacy including sedatives. The prevalence of gait disorders increases from 10 % in people aged 60–69 years to more than 60 % in community dwelling subjects aged over 80 years. Sensory ataxia due to polyneuropathy, parkinsonism and frontal gait disorders due to subcortical vascular encephalopathy or disorders associated with dementia are among the most common neurological causes. Hip and knee osteoarthritis are common non-neurological causes of gait disorders. With advancing age the proportion of patients with multiple causes or combinations of neurological and non-neurological gait disorders increases. Thorough clinical observation of gait, taking a focused patient history and physical, neurological and orthopedic examinations are basic steps in the categorization of gait disorders and serve as a guide for ancillary investigations and therapeutic interventions. This clinically oriented review provides an overview on the phenotypic spectrum, work-up and treatment of gait disorders.
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Affiliation(s)
- Walter Pirker
- Department of Neurology, Medical University of Vienna, Währinger Gürtel 18-20, 1090, Vienna, Austria. .,Department of Neurology, Wilhelminenspital, Vienna, Austria.
| | - Regina Katzenschlager
- Department of Neurology and Karl Landsteiner Institute for Neuroimmunological and Neurodegenerative Conditions, Donauspital, Vienna, Austria
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39
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Cohen ML, Schwab NA, Price CC, Heilman KM. Impaired Switching from Self-Prepared Actions in Mild Parkinson Disease. JOURNAL OF PARKINSONS DISEASE 2016; 5:961-70. [PMID: 27070004 DOI: 10.3233/jpd-150672] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND Planned and initiated actions frequently need to be terminated in favor of another action. It is known that many individuals with Parkinson's disease (PD) have more difficulty self-initiating movement (i.e., endogenously evoked movement)than moving in response to environmental stimuli (i.e., exogenously evoked movement). However, it is not known if individuals with PD display this same endogenous-exogenous asymmetry when needing to terminate, disengage, and reprogram movements. OBJECTIVE This study used a novel reaction time (RT) paradigm to test whether patients with mild PD have subclinical deficits of endogenous movement initiation and endogenous movement reprogramming. METHODS Twelve non-demented individuals with PD on medication and 15 demographically similar healthy control (HC)participants completed an experimental paradigm that examined their RTs (key press) following self-selected valid action preparation (endogenous cues) versus valid exogenously presented cues. The paradigm also assessed participants' ability to rapidly stop their endogenous or exogenous preparation following an invalid cue and execute an alternative action (key press). RESULTS Participants with PD produced similar RTs as controls following endogenous and exogenous valid cues, and following invalid exogenous cues. However, following invalid endogenous cues, PD participants were slower than HC participants to stop an endogenous preparation and execute an alternative action. CONCLUSIONS Despite having mild disease and being on dopaminergic medication, these individuals with PD displayed deficits in motor disengagement and reprograming of self-selected actions. Future studies should examine how this phenomenon influences every day actions, as well as possible treatments for this deficit.
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Kim MS, Chang WH, Cho JW, Youn J, Kim YK, Kim SW, Kim YH. Efficacy of cumulative high-frequency rTMS on freezing of gait in Parkinson's disease. Restor Neurol Neurosci 2016; 33:521-30. [PMID: 26409410 PMCID: PMC4923757 DOI: 10.3233/rnn-140489] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022]
Abstract
Purpose: Freezing of gait (FOG) affects mobility and balance seriously. Few reports have investigated the effects of repetitive transcranial magnetic stimulation (rTMS) on FOG in Parkinson’s disease (PD). We investigated the efficacy of high-frequency rTMS for the treatment of FOG in PD. Methods: Seventeen patients diagnosed with PD were recruited in a randomized, double-blinded, cross-over study. We applied high frequency rTMS (90% of resting motor threshold, 10 Hz, 1,000 pulses) over the lower leg primary motor cortex of the dominant hemisphere (M1-LL) for five sessions in a week. We also administered alternative sham stimulation with a two-week wash out period. The primary outcomes were measured before, immediately after, and one week after the intervention using the Standing Start 180° Turn Test (SS-180) with video analysis and the Freezing of Gait Questionnaire (FOG-Q). The secondary outcome measurements consisted of Timed Up and Go (TUG) tasks and the Unified Parkinson’s Disease Rating Scale part III (UPDRS-III). Motor cortical excitability was also evaluated. Results: There were significant improvements in the step required to complete the SS-180 and FOG-Q in the rTMS condition compared to the sham condition, and the effects continued for a week. The TUG and UPDRS-III also showed significant ameliorations over time in the rTMS condition. The MEP amplitude at 120% resting motor threshold and intracortical facilitation also increased after real rTMS condition. Conclusions: High frequency rTMS over the M1-LL may serve as an add-on therapy for improving FOG in PD.
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Affiliation(s)
- Min Su Kim
- Department of Physical and Rehabilitation Medicine, Center for Prevention and Rehabilitation, Heart Vascular and Stroke Institute, Samsung Medical Center, Sungkyunkwan University School of Medicine, Korea
| | - Won Hyuk Chang
- Department of Physical and Rehabilitation Medicine, Center for Prevention and Rehabilitation, Heart Vascular and Stroke Institute, Samsung Medical Center, Sungkyunkwan University School of Medicine, Korea
| | - Jin Whan Cho
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Jinyoung Youn
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Yun Kwan Kim
- Department of Physical and Rehabilitation Medicine, Center for Prevention and Rehabilitation, Heart Vascular and Stroke Institute, Samsung Medical Center, Sungkyunkwan University School of Medicine, Korea
| | - Sun Woong Kim
- Department of Physical and Rehabilitation Medicine, Center for Prevention and Rehabilitation, Heart Vascular and Stroke Institute, Samsung Medical Center, Sungkyunkwan University School of Medicine, Korea
| | - Yun-Hee Kim
- Department of Physical and Rehabilitation Medicine, Center for Prevention and Rehabilitation, Heart Vascular and Stroke Institute, Samsung Medical Center, Sungkyunkwan University School of Medicine, Korea.,Department of Health Science and Technology, Department of Medical Device Management & Research, SAIHST, Sungkyunkwan University, Seoul, Korea
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41
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McCandless PJ, Evans BJ, Janssen J, Selfe J, Churchill A, Richards J. Effect of three cueing devices for people with Parkinson's disease with gait initiation difficulties. Gait Posture 2016; 44:7-11. [PMID: 27004625 PMCID: PMC4863931 DOI: 10.1016/j.gaitpost.2015.11.006] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/19/2015] [Revised: 06/24/2015] [Accepted: 11/04/2015] [Indexed: 02/02/2023]
Abstract
BACKGROUND Freezing of gait (FOG) remains one of the most common debilitating aspects of Parkinson's disease and has been linked to injuries, falls and reduced quality of life. Although commercially available portable cueing devices exist claiming to assist with overcoming freezing; their immediate effectiveness in overcoming gait initiation failure is currently unknown. This study investigated the effects of three different types of cueing device in people with Parkinson's disease who experience freezing. METHODS Twenty participants with idiopathic Parkinson's disease who experienced freezing during gait but who were able to walk short distances indoors independently were recruited. At least three attempts at gait initiation were recorded using a 10 camera Qualisys motion analysis system and four force platforms. Test conditions were; Laser Cane, sound metronome, vibrating metronome, walking stick and no intervention. RESULTS During testing 12 of the 20 participants had freezing episodes, from these participants 100 freezing and 91 non-freezing trials were recorded. Clear differences in the movement patterns were seen between freezing and non-freezing episodes. The Laser Cane was most effective cueing device at improving the forwards/backwards and side to side movement and had the least number of freezing episodes. The walking stick also showed significant improvements compared to the other conditions. The vibration metronome appeared to disrupt movement compared to the sound metronome at the same beat frequency. CONCLUSION This study identified differences in the movement patterns between freezing episodes and non-freezing episodes, and identified immediate improvements during gait initiation when using the Laser Cane over the other interventions.
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Affiliation(s)
- Paula J McCandless
- Allied Health Research Unit, University of Central Lancashire, Preston, UK
| | - Brenda J Evans
- Allied Health Research Unit, University of Central Lancashire, Preston, UK
| | - Jessie Janssen
- Allied Health Research Unit, University of Central Lancashire, Preston, UK.
| | - James Selfe
- Allied Health Research Unit, University of Central Lancashire, Preston, UK
| | - Andrew Churchill
- School of Education and Social Science, University of Central Lancashire, Preston, UK
| | - Jim Richards
- Allied Health Research Unit, University of Central Lancashire, Preston, UK
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42
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Ekker MS, Janssen S, Nonnekes J, Bloem BR, de Vries NM. Neurorehabilitation for Parkinson's disease: Future perspectives for behavioural adaptation. Parkinsonism Relat Disord 2016; 22 Suppl 1:S73-7. [DOI: 10.1016/j.parkreldis.2015.08.031] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2015] [Accepted: 08/27/2015] [Indexed: 10/23/2022]
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43
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Mazilu S, Calatroni A, Gazit E, Mirelman A, Hausdorff JM, Troster G. Prediction of Freezing of Gait in Parkinson's From Physiological Wearables: An Exploratory Study. IEEE J Biomed Health Inform 2015; 19:1843-54. [DOI: 10.1109/jbhi.2015.2465134] [Citation(s) in RCA: 75] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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44
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Therapy-resistant symptoms in Parkinson’s disease. J Neural Transm (Vienna) 2015; 123:19-30. [DOI: 10.1007/s00702-015-1463-8] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2015] [Accepted: 09/15/2015] [Indexed: 12/25/2022]
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45
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Egerton CJ, McCandless P, Evans B, Janssen J, Richards JD. Laserlight visual cueing device for freezing of gait in Parkinson’s disease: a case study of the biomechanics involved. Physiother Theory Pract 2015; 31:518-26. [DOI: 10.3109/09593985.2015.1037874] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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46
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Tolleson CM, Dobolyi DG, Roman OC, Kanoff K, Barton S, Wylie SA, Kubovy M, Claassen DO. Dysrhythmia of timed movements in Parkinson's disease and freezing of gait. Brain Res 2015; 1624:222-231. [PMID: 26241766 DOI: 10.1016/j.brainres.2015.07.041] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2015] [Revised: 06/13/2015] [Accepted: 07/24/2015] [Indexed: 10/23/2022]
Abstract
A well-established motor timing paradigm, the Synchronization-Continuation Task (SCT), quantifies how accurately participants can time finger tapping to a rhythmic auditory beat (synchronization phase) then maintain this rhythm after the external auditory cue is extinguished, where performance depends on an internal representation of the beat (continuation phase). In this study, we investigated the hypothesis that Parkinson's disease (PD) patients with clinical symptoms of freezing of gait (FOG) exhibit exaggerated motor timing deficits. We predicted that dysrhythmia is exacerbated when finger tapping is stopped temporarily and then reinitiated under the guidance of an internal representation of the beat. Healthy controls and PD patients with and without FOG performed the SCT with and without the insertion of a 7-s cessation of motor tapping between synchronization and continuation phases. With no interruption between synchronization and continuation phases, PD patients, especially those with FOG, showed pronounced motor timing hastening at the slowest inter-stimulus intervals during the continuation phase. The introduction of a gap prior to the continuation phase had a beneficial effect for healthy controls and PD patients without FOG, although patients with FOG continued to show pronounced and persistent motor timing hastening. Ratings of freezing of gait severity across the entire sample of PD tracked closely with the magnitude of hastening during the continuation phase. These results suggest that PD is accompanied by a unique dysrhythmia of measured movements, with FOG reflecting a particularly pronounced disruption to internal rhythmic timing.
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Affiliation(s)
| | - David G Dobolyi
- Psychology, University of Virginia, Charlottesville, VA, United States
| | - Olivia C Roman
- Dept of Neurology, Vanderbilt University, Nashville, TN, United States
| | - Kristen Kanoff
- Dept of Neurology, Vanderbilt University, Nashville, TN, United States
| | - Scott Barton
- Music, Worcester Polytechnic Institute, Worcester, MA, United States
| | - Scott A Wylie
- Dept of Neurology, Vanderbilt University, Nashville, TN, United States
| | - Michael Kubovy
- Psychology, University of Virginia, Charlottesville, VA, United States
| | - Daniel O Claassen
- Dept of Neurology, Vanderbilt University, Nashville, TN, United States.
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47
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Holmes JD, Brigham LK, Jenkins ME, Ready EA, Lutz SG, Johnson AM, Grahn JA. The Effects of Manipulating Spatial Location of Visual Cue Placement on Gait Among Individuals with Parkinson's Disease: A Pilot Study. PHYSICAL & OCCUPATIONAL THERAPY IN GERIATRICS 2015. [DOI: 10.3109/02703181.2015.1045109] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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48
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Nonnekes J, Snijders AH, Nutt JG, Deuschl G, Giladi N, Bloem BR. Freezing of gait: a practical approach to management. Lancet Neurol 2015; 14:768-78. [PMID: 26018593 DOI: 10.1016/s1474-4422(15)00041-1] [Citation(s) in RCA: 235] [Impact Index Per Article: 26.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2015] [Revised: 03/22/2015] [Accepted: 03/30/2015] [Indexed: 01/09/2023]
Abstract
Freezing of gait is a common and disabling symptom in patients with parkinsonism, characterised by sudden and brief episodes of inability to produce effective forward stepping. These episodes typically occur during gait initiation or turning. Treatment is important because freezing of gait is a major risk factor for falls in parkinsonism, and a source of disability to patients. Various treatment approaches exist, including pharmacological and surgical options, as well as physiotherapy and occupational therapy, but evidence is inconclusive for many approaches, and clear treatment protocols are not available. To address this gap, we review medical and non-medical treatment strategies for freezing of gait and present a practical algorithm for the management of this disorder, based on a combination of evidence, when available, and clinical experience of the authors. Further research is needed to formally establish the merits of our proposed treatment protocol.
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Affiliation(s)
- Jorik Nonnekes
- Department of Rehabilitation, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Centre, Nijmegen, Netherlands
| | - Anke H Snijders
- Department of Neurology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Centre, Nijmegen, Netherlands
| | - John G Nutt
- Department of Neurology, Oregon Health and Science University, Portland, OR, USA
| | - Günter Deuschl
- Department of Neurology, Christian-Albrechts University, Kiel, Germany
| | - Nir Giladi
- Sagol School for Neuroscience, Movement Disorders Unit, Department of Neurology, Tel-Aviv Medical Centre, Sackler School of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Bastiaan R Bloem
- Department of Neurology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Centre, Nijmegen, Netherlands.
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49
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Mazilu S, Blanke U, Dorfman M, Gazit E, Mirelman A, M. Hausdorff J, Tröster G. A Wearable Assistant for Gait Training for Parkinson’s Disease with Freezing of Gait in Out-of-the-Lab Environments. ACM T INTERACT INTEL 2015. [DOI: 10.1145/2701431] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
People with Parkinson’s disease (PD) suffer from declining mobility capabilities, which cause a prevalent risk of falling. Commonly, short periods of motor blocks occur during walking, known as freezing of gait (FoG). To slow the progressive decline of motor abilities, people with PD usually undertake stationary motor-training exercises in the clinics or supervised by physiotherapists. We present a wearable system for the support of people with PD and FoG. The system is designed for independent use. It enables motor training and gait assistance at home and other unsupervised environments. The system consists of three components. First, FoG episodes are detected in real time using wearable inertial sensors and a smartphone as the processing unit. Second, a feedback mechanism triggers a rhythmic auditory signal to the user to alleviate freeze episodes in an assistive mode. Third, the smartphone-based application features support for training exercises. Moreover, the system allows unobtrusive and long-term monitoring of the user’s clinical condition by transmitting sensing data and statistics to a telemedicine service.
We investigate the at-home acceptance of the wearable system in a study with nine PD subjects. Participants deployed and used the system on their own, without any clinical support, at their homes during three protocol sessions in 1 week. Users’ feedback suggests an overall positive attitude toward adopting and using the system in their daily life, indicating that the system supports them in improving their gait. Further, in a data-driven analysis with sensing data from five participants, we study whether there is an observable effect on the gait during use of the system. In three out of five subjects, we observed a decrease in FoG duration distributions over the protocol days during gait-training exercises. Moreover, sensing data-driven analysis shows a decrease in FoG duration and FoG number in four out of five participants when they use the system as a gait-assistive tool during normal daily life activities at home.
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Affiliation(s)
| | - Ulf Blanke
- Wearable Computing Laboratory, ETH Zürich, Switzerland
| | - Moran Dorfman
- Laboratory of Gait and Neurodynamics, Tel Aviv Sourasky Medical Center, Israel
| | - Eran Gazit
- Laboratory of Gait and Neurodynamics, Tel Aviv Sourasky Medical Center, Israel
| | - Anat Mirelman
- Laboratory of Gait and Neurodynamics, Tel Aviv Sourasky Medical Center, Israel
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50
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Tomlinson CL, Herd CP, Clarke CE, Meek C, Patel S, Stowe R, Deane KHO, Shah L, Sackley CM, Wheatley K, Ives N. Physiotherapy for Parkinson's disease: a comparison of techniques. Cochrane Database Syst Rev 2014; 2014:CD002815. [PMID: 24936965 PMCID: PMC7120367 DOI: 10.1002/14651858.cd002815.pub2] [Citation(s) in RCA: 80] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
BACKGROUND Despite medical therapies and surgical interventions for Parkinson's disease (PD), patients develop progressive disability. The role of physiotherapy is to maximise functional ability and minimise secondary complications through movement rehabilitation within a context of education and support for the whole person. The overall aim is to optimise independence, safety and wellbeing, thereby enhancing quality of life. Trials have shown that physiotherapy has short-term benefits in PD. However, which physiotherapy intervention is most effective remains unclear. OBJECTIVES To assess the effectiveness of one physiotherapy intervention compared with a second approach in patients with PD. SEARCH METHODS Relevant trials were identified by electronic searches of numerous literature databases (for example MEDLINE, EMBASE) and trial registers, plus handsearching of major journals, abstract books, conference proceedings and reference lists of retrieved publications. The literature search included trials published up to the end of January 2012. SELECTION CRITERIA Randomised controlled trials of one physiotherapy intervention versus another physiotherapy intervention in patients with PD. DATA COLLECTION AND ANALYSIS Data were abstracted independently from each paper by two authors. Trials were classified into the following intervention comparisons: general physiotherapy, exercise, treadmill training, cueing, dance and martial arts. MAIN RESULTS A total of 43 trials were identified with 1673 participants. All trials used small patient numbers (average trial size of 39 participants); the methods of randomisation and concealment of allocation were poor or not stated in most trials. Blinded assessors were used in just over half of the trials and only 10 stated that they used intention-to-treat analysis.A wide variety of validated and customised outcome measures were used to assess the effectiveness of physiotherapy interventions. The most frequently reported physiotherapy outcomes were gait speed and timed up and go, in 19 and 15 trials respectively. Only five of the 43 trials reported data on falls (12%). The motor subscales of the Unified Parkinson's Disease Rating Scale and Parkinson's Disease Questionnaire-39 were the most commonly reported clinician-rated disability and patient-rated quality of life outcome measures, used in 22 and 13 trials respectively. The content and delivery of the physiotherapy interventions varied widely in the trials included within this review, so no quantitative meta-analysis could be performed. AUTHORS' CONCLUSIONS Considering the small number of participants examined, the methodological flaws in many of the studies, the possibility of publication bias, and the variety of interventions, formal comparison of the different physiotherapy techniques could not be performed. There is insufficient evidence to support or refute the effectiveness of one physiotherapy intervention over another in PD.This review shows that a wide range of physiotherapy interventions to treat PD have been tested . There is a need for more specific trials with improved treatment strategies to underpin the most appropriate choice of physiotherapy intervention and the outcomes measured.
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Affiliation(s)
- Claire L Tomlinson
- University of BirminghamBirmingham Clinical Trials UnitRobert Aitken InstituteEdgbastonBirminghamUKB15 2TT
| | - Clare P Herd
- College of Medical and Dental SciencesSchool of Clinical and Experimental MedicineUniversity of BirminghamEdgbastonBirminghamUKB15 2TT
| | - Carl E Clarke
- College of Medical and Dental SciencesSchool of Clinical and Experimental MedicineUniversity of BirminghamEdgbastonBirminghamUKB15 2TT
| | - Charmaine Meek
- University of BirminghamPrimary Care Clinical SciencesPrimary Care Clinical Sciences BuildingEdgbastonBirminghamUKB15 2TT
| | - Smitaa Patel
- University of BirminghamBirmingham Clinical Trials UnitRobert Aitken InstituteEdgbastonBirminghamUKB15 2TT
| | - Rebecca Stowe
- University of BirminghamBirmingham Clinical Trials UnitRobert Aitken InstituteEdgbastonBirminghamUKB15 2TT
| | - Katherine HO Deane
- University of East AngliaEdith Cavell BuildingColney LaneNorwichUKNR4 7UL
| | - Laila Shah
- University of BirminghamBirmingham Clinical Trials UnitRobert Aitken InstituteEdgbastonBirminghamUKB15 2TT
| | | | - Keith Wheatley
- University of BirminghamCancer Research Clinical Trials Unit, School of Cancer SciencesEdgbastonBirminghamUKB15 2TT
| | - Natalie Ives
- University of BirminghamBirmingham Clinical Trials UnitRobert Aitken InstituteEdgbastonBirminghamUKB15 2TT
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