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Fang Y, Wang J, Nie D, Tang Y. Efficacy of exercise interventions combined with Selegiline in ameliorating freezing of gait in Parkinson's disease patients. Am J Transl Res 2024; 16:2852-2863. [PMID: 39114711 PMCID: PMC11301470 DOI: 10.62347/jtrh2408] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Accepted: 06/11/2024] [Indexed: 08/10/2024]
Abstract
OBJECTIVE To evaluate the efficacy of exercise interventions combined with Selegiline in ameliorating freezing of gait (FOG) in Parkinson's disease (PD) patients. METHODS A total of 60 PD patients with FOG treated in the First People's Hospital of Fuyang District from January 2020 to January 2023 were retrospectively collected and analyzed. Patients were divided into a control group (n = 28, treated with Selegiline alone) and an observation group (n = 32, treated with Selegiline and exercise interventions). Gait parameters, FOG indices, motor and balance functions, Berg Balance, psychological status, and quality of life were compared between the groups pre- and post-treatment. RESULTS After treatment, the observation group exhibited longer step length, higher step speed, and lower step frequency (P = 0.000, 0.003, 0.001, respectively), with enhanced balance as indicated by lower Timed Up and Go Test and higher Berg Balance Scale scores than the control group (P = 0.000, 0.000, respectively). The Beck Depression Inventory and Beck Anxiety Inventory scores were notably lower in the observation group than those in the control group (P = 0.000, 0.004, respectively). Additionally, the observation group showed better quality of life across several dimensions of the Parkinson's Disease Quality of Life Questionnaire, including mobility, activities of daily living, emotional well-being, stigma, social support, cognition, communication, and bodily discomfort (P = 0.000, 0.000, 0.000, 0.000, 0.017, 0.000, 0.000, 0.000, respectively) than the control group. CONCLUSION The combination of exercise interventions and Selegiline effectively rectifies the gait parameters, enhances the balance function, alleviates psychological distress, and improves the overall quality of life in PD patients experiencing FOG.
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Affiliation(s)
- Yueying Fang
- Department of Neurology, The First People's Hospital of Fuyang District Hangzhou 311400, Zhejiang, China
| | - Jian Wang
- Department of Neurology, The First People's Hospital of Fuyang District Hangzhou 311400, Zhejiang, China
| | - Dongliang Nie
- Department of Neurology, The First People's Hospital of Fuyang District Hangzhou 311400, Zhejiang, China
| | - Yihua Tang
- Department of Neurology, The First People's Hospital of Fuyang District Hangzhou 311400, Zhejiang, China
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Kondo Y, Bando K, Suzuki I, Miyazaki Y, Nishida D, Hara T, Kadone H, Suzuki K. Video-Based Detection of Freezing of Gait in Daily Clinical Practice in Patients With Parkinsonism. IEEE Trans Neural Syst Rehabil Eng 2024; 32:2250-2260. [PMID: 38865235 DOI: 10.1109/tnsre.2024.3413055] [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: 06/14/2024]
Abstract
Freezing of gait (FoG) is a prevalent symptom among individuals with Parkinson's disease and related disorders. FoG detection from videos has been developed recently; however, the process requires using videos filmed within a controlled environment. We attempted to establish an automatic FoG detection method from videos taken in uncontrolled environments such as in daily clinical practices. Motion features of 16 patients were extracted from timed-up-and-go test in 109 video data points, through object tracking and three-dimension pose estimation. These motion features were utilized to form the FoG detection model, which combined rule-based and machine learning-based models. The rule-based model distinguished the frames in which the patient was walking from those when the patient has stopped, using the pelvic position coordinates; the machine learning-based model distinguished between FoG and stop using a combined one-dimensional convolutional neural network and long short-term memory (1dCNN-LSTM). The model achieved a high intraclass correlation coefficient of 0.75-0.94 with a manually-annotated duration of FoG and %FoG. This method is novel as it combines object tracking, 3D pose estimation, and expert-guided feature selection in the preprocessing and modeling phases, enabling FoG detection even from videos captured in uncontrolled environments.
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Salomon A, Gazit E, Ginis P, Urazalinov B, Takoi H, Yamaguchi T, Goda S, Lander D, Lacombe J, Sinha AK, Nieuwboer A, Kirsch LC, Holbrook R, Manor B, Hausdorff JM. A machine learning contest enhances automated freezing of gait detection and reveals time-of-day effects. Nat Commun 2024; 15:4853. [PMID: 38844449 PMCID: PMC11156937 DOI: 10.1038/s41467-024-49027-0] [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: 12/13/2023] [Accepted: 05/22/2024] [Indexed: 06/09/2024] Open
Abstract
Freezing of gait (FOG) is a debilitating problem that markedly impairs the mobility and independence of 38-65% of people with Parkinson's disease. During a FOG episode, patients report that their feet are suddenly and inexplicably "glued" to the floor. The lack of a widely applicable, objective FOG detection method obstructs research and treatment. To address this problem, we organized a 3-month machine-learning contest, inviting experts from around the world to develop wearable sensor-based FOG detection algorithms. 1,379 teams from 83 countries submitted 24,862 solutions. The winning solutions demonstrated high accuracy, high specificity, and good precision in FOG detection, with strong correlations to gold-standard references. When applied to continuous 24/7 data, the solutions revealed previously unobserved patterns in daily living FOG occurrences. This successful endeavor underscores the potential of machine learning contests to rapidly engage AI experts in addressing critical medical challenges and provides a promising means for objective FOG quantification.
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Affiliation(s)
- Amit Salomon
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Medical Center, Tel Aviv, Israel
| | - Eran Gazit
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Medical Center, Tel Aviv, Israel
| | - Pieter Ginis
- KU Leuven, Department of Rehabilitation Science, Neuromotor Rehabilitation Research Group (eNRGy), Leuven, Belgium
| | | | | | | | | | | | | | | | - Alice Nieuwboer
- KU Leuven, Department of Rehabilitation Science, Neuromotor Rehabilitation Research Group (eNRGy), Leuven, Belgium
| | - Leslie C Kirsch
- Michael J. Fox Foundation for Parkinson's Research, New York, NY, USA
| | | | - Brad Manor
- Hinda and Arthur Marcus Institute for Aging Research at Hebrew SeniorLife, Boston, MA, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
- Harvard Medical School, MA, Boston, USA
| | - Jeffrey M Hausdorff
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Medical Center, Tel Aviv, Israel.
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel.
- Department of Physical Therapy, Faculty of Medical & Health Sciences, Tel Aviv University, Tel Aviv, Israel.
- Department of Orthopedic Surgery and Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA.
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Miri A, Araújo H, Gil A, de Oliveira M, Volpe R, Angelo E, Mahmoud Smaili S. Analysis of handgrip strength, pulling force using the upper limbs, and ground reaction forces in the task of boarding a bus between healthy elderly individuals and those with Parkinson's disease. Physiother Theory Pract 2024; 40:909-918. [PMID: 36377318 DOI: 10.1080/09593985.2022.2144781] [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: 12/02/2021] [Revised: 10/27/2022] [Accepted: 11/01/2022] [Indexed: 11/16/2022]
Abstract
INTRODUCTION Elderly individuals with neurodegenerative diseases, such as Parkinson's disease (PD), may experience difficulties when performing functional tasks. OBJECTIVE To analyze the handgrip strength, pulling force, and ground reaction forces (GRF) of individuals with and without PD when boarding a bus while performing both simple (ST) and dual tasks (DT). METHOD This case-control study addressed 31 individuals with PD (GPD) and 30 healthy individuals (GHI). Assessments were performed in ST and DT situations using a bus model (prototype). Handgrip strength and pulling force were measured in both upper limbs using a dynamometer, and GRF was measured using a force platform. The GPD's and GHI's performances were compared in both ST and DT, and the individuals were classified as fallers according to the Falls Efficacy Scale. RESULTS In the inter-group comparison, the GPD presented significantly lower maximum force using their right hand, in handgrip strength (30.43 vs. 36.62, P = .022), and pulling force (10.77 vs 12.81, P = .037). The left hand's pulling force proved to be the most demanding for the GPD, during ST (6.35 vs. 4.76, P = .006) and DT (6.32 vs 4.74, P = .008). The GPD also took longer to perform ST (6.14 vs. 4.67, P < .001) and DT (6.08 vs. 4.81, P = .002). Additionally, the GPD was more afraid of falling compared to the GHI (34.74 vs. 24.77, P < .001). CONCLUSION Boarding a bus is a complex task for individuals with PD because they present lower maximum strength in the upper limbs and more significant functional expenditure than their healthy counterparts.
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Affiliation(s)
- Andressa Miri
- Post-Graduation Program in Rehabilitation Sciences, State University of Londrina (UEL), Avenida Robert Koch, n 60, Vila Operária, Londrina, Brazil
| | - Hayslenne Araújo
- Post-Graduation Program in Rehabilitation Sciences, State University of Londrina (UEL), Avenida Robert Koch, n 60, Vila Operária, Londrina, Brazil
| | - André Gil
- Post-Graduation Program in Rehabilitation Sciences, Northern Paraná University (UNOPAR), Londrina, Brazil
| | - Marcio de Oliveira
- Post-Graduation Program in Rehabilitation Sciences, Northern Paraná University (UNOPAR), Londrina, Brazil
| | - Renata Volpe
- Post-Graduation Program in Rehabilitation Sciences, State University of Londrina (UEL), Avenida Robert Koch, n 60, Vila Operária, Londrina, Brazil
| | - Edylaine Angelo
- Undergraduate Student at the Physiotherapy Program, State University of Londrina (UEL), Londrina, Brazil
| | - Suhaila Mahmoud Smaili
- Post-Graduation Program in Rehabilitation Sciences, Physiotherapy Department, State University of Londrina (UEL), Londrina, Brazil
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Sedhed J, Johansson H, Andersson N, Åkesson E, Kalbe E, Franzén E, Leavy B. Feasibility of a novel eHealth intervention for Parkinson's disease targeting motor-cognitive function in the home. BMC Neurol 2024; 24:114. [PMID: 38580913 PMCID: PMC10996106 DOI: 10.1186/s12883-024-03614-2] [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: 12/15/2023] [Accepted: 03/29/2024] [Indexed: 04/07/2024] Open
Abstract
BACKGROUND Parkinson's disease (PD) drastically affects motor and cognitive function, but evidence shows that motor-cognitive training improves disease symptoms. Motor-cognitive training in the home is scarcely investigated and eHealth methods can provide continual support for PD self-management. Feasibility testing is however required. OBJECTIVE To assess the feasibility (i) Recruitment capability (ii) Acceptability and Suitability (iii) Demand and Safety of a home-based motor-cognitive eHealth exercise intervention in PD. METHODS The 10-week intervention was delivered using the ExorLive® application and exercises were individually adapted and systematically progressed and targeted functional strength, cardiovascular fitness, flexibility, and motor-cognitive function. People with mild-to moderate PD were assessed before and after the intervention regarding; gait performance in single and dual-task conditions; functional mobility; dual-task performance; balance performance; physical activity level; health related quality of life and perceived balance confidence and walking ability; global cognition and executive function. Feasibility outcomes were continuously measured using a home-exercise diary and contact with a physiotherapist. Changes from pre- and post-intervention are reported descriptively. RESULTS Fifteen participants (mean age 68.5 years) commenced and 14 completed the 10-week intervention. In relation to intervention Acceptability, 64% of the motor sessions and 52% of motor-cognitive sessions were rated as "enjoyable". Concerning Suitability, the average level of exertion (Borg RPE scale) was light (11-12). Adherence was high, with 86% of all (420) sessions reported as completed. No falls or other adverse events occurred in conjunction with the intervention. CONCLUSIONS This motor-cognitive eHealth home exercise intervention for PD was safe and feasible in terms of Recruitment capability, Acceptability, Safety and Demand. The intensity of physical challenge needs to be increased before testing in an efficacy trial. TRIAL REGISTRATION This trial is registered at Clinicaltrials.gov (NCT05027620).
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Affiliation(s)
- Jenny Sedhed
- Stockholm Sjukhem Foundation, R&D unit, Stockholm, Sweden.
- Department of Neurobiology, Care Sciences and Society, Division of Physiotherapy, Karolinska Institutet, Alfred Nobels Allé 23, Huddinge, 141 83, Sweden.
| | - Hanna Johansson
- Stockholm Sjukhem Foundation, R&D unit, Stockholm, Sweden
- Department of Neurobiology, Care Sciences and Society, Division of Physiotherapy, Karolinska Institutet, Alfred Nobels Allé 23, Huddinge, 141 83, Sweden
- Theme Women's Health and Allied Health Professionals, Medical unit Occupational Therapy & Physiotherapy, Karolinska University Hospital, Stockholm, Sweden
| | - Nina Andersson
- Stockholm Sjukhem Foundation, R&D unit, Stockholm, Sweden
| | - Elisabet Åkesson
- Stockholm Sjukhem Foundation, R&D unit, Stockholm, Sweden
- Department of Neurobiology, Care sciences and Society, Division of Neurogeriatrics, Karolinska Institutet, Stockholm, Sweden
| | - Elke Kalbe
- Medical Psychology | Neuropsychology and Gender Studies and Center for Neuropsychological Diagnostics and Intervention (CeNDI), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Erika Franzén
- Stockholm Sjukhem Foundation, R&D unit, Stockholm, Sweden
- Department of Neurobiology, Care Sciences and Society, Division of Physiotherapy, Karolinska Institutet, Alfred Nobels Allé 23, Huddinge, 141 83, Sweden
- Theme Women's Health and Allied Health Professionals, Medical unit Occupational Therapy & Physiotherapy, Karolinska University Hospital, Stockholm, Sweden
| | - Breiffni Leavy
- Stockholm Sjukhem Foundation, R&D unit, Stockholm, Sweden
- Department of Neurobiology, Care Sciences and Society, Division of Physiotherapy, Karolinska Institutet, Alfred Nobels Allé 23, Huddinge, 141 83, Sweden
- Theme Women's Health and Allied Health Professionals, Medical unit Occupational Therapy & Physiotherapy, Karolinska University Hospital, Stockholm, Sweden
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Song W, Zhang Z, Lv B, Li J, Chen H, Zhang S, Zu J, Dong L, Xu C, Zhou M, Zhang T, Xu R, Zhu J, Shen T, Zhou S, Cui C, Huang S, Wang X, Nie Y, Aftab K, Xiao Q, Zhang X, Cui G, Zhang W. High-frequency rTMS over bilateral primary motor cortex improves freezing of gait and emotion regulation in patients with Parkinson's disease: a randomized controlled trial. Front Aging Neurosci 2024; 16:1354455. [PMID: 38327498 PMCID: PMC10847258 DOI: 10.3389/fnagi.2024.1354455] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Accepted: 01/08/2024] [Indexed: 02/09/2024] Open
Abstract
Background Freezing of gait (FOG) is a common and disabling phenomenon in patients with Parkinson's disease (PD), but effective treatment approach remains inconclusive. Dysfunctional emotional factors play a key role in FOG. Since primary motor cortex (M1) connects with prefrontal areas via the frontal longitudinal system, where are responsible for emotional regulation, we hypothesized M1 may be a potential neuromodulation target for FOG therapy. The purpose of this study is to explore whether high-frequency rTMS over bilateral M1 could relieve FOG and emotional dysregulation in patients with PD. Methods This study is a single-center, randomized double-blind clinical trial. Forty-eight patients with PD and FOG from the Affiliated Hospital of Xuzhou Medical University were randomly assigned to receive 10 sessions of either active (N = 24) or sham (N = 24) 10 Hz rTMS over the bilateral M1. Patients were evaluated at baseline (T0), after the last session of treatment (T1) and 30 days after the last session (T2). The primary outcomes were Freezing of Gait Questionnaire (FOGQ) scores, with Timed Up and Go Test (TUG) time, Standing-Start 180° Turn (SS-180) time, SS-180 steps, United Parkinson Disease Rating Scales (UPDRS) III, Hamilton Depression scale (HAMD)-24 and Hamilton Anxiety scale (HAMA)-14 as secondary outcomes. Results Two patients in each group dropped out at T2 and no serious adverse events were reported by any subject. Two-way repeated ANOVAs revealed significant group × time interactions in FOGQ, TUG, SS-180 turn time, SS-180 turning steps, UPDRS III, HAMD-24 and HAMA-14. Post-hoc analyses showed that compared to T0, the active group exhibited remarkable improvements in FOGQ, TUG, SS-180 turn time, SS-180 turning steps, UPDRS III, HAMD-24 and HAMA-14 at T1 and T2. No significant improvement was found in the sham group. The Spearman correlation analysis revealed a significantly positive association between the changes in HAMD-24 and HAMA-14 scores and FOGQ scores at T1. Conclusion High-frequency rTMS over bilateral M1 can improve FOG and reduce depression and anxiety in patients with PD.
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Affiliation(s)
- Wenjing Song
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, Fujian Medical University Union Hospital, Fuzhou, Fujian, China
| | - Zixuan Zhang
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Bingchen Lv
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Jinyu Li
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Hao Chen
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Shenyang Zhang
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Jie Zu
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Liguo Dong
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Chuanying Xu
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Manli Zhou
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Tao Zhang
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Ran Xu
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Jienan Zhu
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Tong Shen
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Su Zhou
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Chenchen Cui
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Shuming Huang
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Xi Wang
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Yujing Nie
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Kainat Aftab
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Qihua Xiao
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Xueling Zhang
- Department of Neurology, The Affiliated Suqian Hospital of Xuzhou Medical University, Suqian, Jiangsu, China
| | - Guiyun Cui
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, Suining County People’s Hospital, Xuzhou, Jiangsu, China
| | - Wei Zhang
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, The First Clinical College, Xuzhou Medical University, Xuzhou, Jiangsu, China
- Department of Neurology, Suining County People’s Hospital, Xuzhou, Jiangsu, China
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Kim J, Porciuncula F, Yang HD, Wendel N, Baker T, Chin A, Ellis TD, Walsh CJ. Soft robotic apparel to avert freezing of gait in Parkinson's disease. Nat Med 2024; 30:177-185. [PMID: 38182783 DOI: 10.1038/s41591-023-02731-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2023] [Accepted: 11/21/2023] [Indexed: 01/07/2024]
Abstract
Freezing of gait (FoG) is a profoundly disruptive gait disturbance in Parkinson's disease, causing unintended stops while walking. Therapies for FoG reveal modest and transient effects, resulting in a lack of effective treatments. Here we show proof of concept that FoG can be averted using soft robotic apparel that augments hip flexion. The wearable garment uses cable-driven actuators and sensors, generating assistive moments in concert with biological muscles. In this n-of-1 trial with five repeated measurements spanning 6 months, a 73-year-old male with Parkinson's disease and substantial FoG demonstrated a robust response to robotic apparel. With assistance, FoG was instantaneously eliminated during indoor walking (0% versus 39 ± 16% time spent freezing when unassisted), accompanied by 49 ± 11 m (+55%) farther walking compared to unassisted walking, faster speeds (+0.18 m s-1) and improved gait quality (-25% in gait variability). FoG-targeting effects were repeatable across multiple days, provoking conditions and environment contexts, demonstrating potential for community use. This study demonstrated that FoG was averted using soft robotic apparel in an individual with Parkinson's disease, serving as an impetus for technological advancements in response to this serious yet unmet need.
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Affiliation(s)
- Jinsoo Kim
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA
| | - Franchino Porciuncula
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA
- Department of Physical Therapy, Boston University, Boston, MA, USA
| | - Hee Doo Yang
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA
| | - Nicholas Wendel
- Department of Physical Therapy, Boston University, Boston, MA, USA
| | - Teresa Baker
- Department of Physical Therapy, Boston University, Boston, MA, USA
| | - Andrew Chin
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA
| | - Terry D Ellis
- Department of Physical Therapy, Boston University, Boston, MA, USA.
| | - Conor J Walsh
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA.
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA.
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Quek DYL, Taylor N, Gilat M, Lewis SJG, Ehgoetz Martens KA. Effect of dopamine on limbic network connectivity at rest in Parkinson's disease patients with freezing of gait. Transl Neurosci 2024; 15:20220336. [PMID: 38708096 PMCID: PMC11066616 DOI: 10.1515/tnsci-2022-0336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Revised: 02/12/2024] [Accepted: 02/13/2024] [Indexed: 05/07/2024] Open
Abstract
Background Freezing of gait (FOG) in Parkinson's disease (PD) has a poorly understood pathophysiology, which hinders treatment development. Recent work showed a dysfunctional fronto-striato-limbic circuitry at rest in PD freezers compared to non-freezers in the dopamine "OFF" state. While other studies found that dopaminergic replacement therapy alters functional brain organization in PD, the specific effect of dopamine medication on fronto-striato-limbic functional connectivity in freezers remains unclear. Objective To evaluate how dopamine therapy alters resting state functional connectivity (rsFC) of the fronto-striato-limbic circuitry in PD freezers, and whether the degree of connectivity change is related to freezing severity and anxiety. Methods Twenty-three PD FOG patients underwent MRI at rest (rsfMRI) in their clinically defined "OFF" and "ON" dopaminergic medication states. A seed-to-seed based analysis was performed between a priori defined limbic circuitry ROIs. Functional connectivity was compared between OFF and ON states. A secondary correlation analyses evaluated the relationship between Hospital Anxiety and Depression Scale (HADS)-Anxiety) and FOG Questionnaire with changes in rsFC from OFF to ON. Results PD freezers' OFF compared to ON showed increased functional coupling between the right hippocampus and right caudate nucleus, and between the left putamen and left posterior parietal cortex (PPC). A negative association was found between HADS-Anxiety and the rsFC change from OFF to ON between the left amygdala and left prefrontal cortex, and left putamen and left PPC. Conclusion These findings suggest that dopaminergic medication partially modulates the frontoparietal-limbic-striatal circuitry in PD freezers, and that the influence of medication on the amygdala, may be related to clinical anxiety in freezer.
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Affiliation(s)
- Dione Y. L. Quek
- Parkinson’s Disease Research Clinic, Brain and Mind Centre, University of Sydney, Sydney, Australia
| | - Natasha Taylor
- Parkinson’s Disease Research Clinic, Brain and Mind Centre, University of Sydney, Sydney, Australia
| | - Moran Gilat
- Neurorehabilitation Research Group (eNRGy), Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Simon J. G. Lewis
- Parkinson’s Disease Research Clinic, Brain and Mind Centre, University of Sydney, Sydney, Australia
| | - Kaylena A. Ehgoetz Martens
- Parkinson’s Disease Research Clinic, Brain and Mind Centre, University of Sydney, Sydney, Australia
- Department of Kinesiology and Health Sciences, University of Waterloo, 200 University Avenue West, WaterlooON, N2L3G1Canada
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9
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Herman T, Barer Y, Bitan M, Sobol S, Giladi N, Hausdorff JM. A meta-analysis identifies factors predicting the future development of freezing of gait in Parkinson's disease. NPJ Parkinsons Dis 2023; 9:158. [PMID: 38049430 PMCID: PMC10696025 DOI: 10.1038/s41531-023-00600-2] [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: 06/11/2023] [Accepted: 11/02/2023] [Indexed: 12/06/2023] Open
Abstract
Freezing of gait (FOG) is a debilitating problem that is common among many, but not all, people with Parkinson's disease (PD). Numerous attempts have been made at treating FOG to reduce its negative impact on fall risk, functional independence, and health-related quality of life. However, optimal treatment remains elusive. Observational studies have recently investigated factors that differ among patients with PD who later develop FOG, compared to those who do not. With prediction and prevention in mind, we conducted a systematic review and meta-analysis of publications through 31.12.2022 to identify risk factors. Studies were included if they used a cohort design, included patients with PD without FOG at baseline, data on possible FOG predictors were measured at baseline, and incident FOG was assessed at follow-up. 1068 original papers were identified, 38 met a-priori criteria, and 35 studies were included in the meta-analysis (n = 8973; mean follow-up: 4.1 ± 2.7 years). Factors significantly associated with a risk of incident FOG included: higher age at onset of PD, greater severity of motor symptoms, depression, anxiety, poorer cognitive status, and use of levodopa and COMT inhibitors. Most results were robust in four subgroup analyses. These findings indicate that changes associated with FOG incidence can be detected in a subset of patients with PD, sometimes as long as 12 years before FOG manifests, supporting the possibility of predicting FOG incidence. Intriguingly, some of these factors may be modifiable, suggesting that steps can be taken to lower the risk and possibly even prevent the future development of FOG.
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Affiliation(s)
- Talia Herman
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Yael Barer
- Maccabitech, Maccabi Institute for Research and Innovation, Maccabi Healthcare Services, Tel Aviv, Israel
| | - Michal Bitan
- School of Computer Science, The College of Management, Rishon LeZion, Israel
| | - Shani Sobol
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Nir Giladi
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
- Department of Neurology, Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Jeffrey M Hausdorff
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel.
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel.
- Department of Orthopedic Surgery and Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA.
- Department of Physical Therapy, Faculty of Medicine, Tel Aviv, Israel.
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10
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Colletta K, Kletzel S, Hirsch M, Wegen EV, Gross M, Walker S, Devos H. Practical Strategies for Managing Freezing of Gait at Home for People Living With Parkinson Disease. Arch Phys Med Rehabil 2023; 104:1551-1555. [PMID: 37661126 DOI: 10.1016/j.apmr.2023.01.028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 01/05/2023] [Accepted: 01/06/2023] [Indexed: 09/05/2023]
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11
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Vanegas-Arroyave N, Jankovic J. Spinal cord stimulation for gait disturbances in Parkinson's disease. Expert Rev Neurother 2023; 23:651-659. [PMID: 37345383 DOI: 10.1080/14737175.2023.2228492] [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: 04/16/2023] [Accepted: 06/18/2023] [Indexed: 06/23/2023]
Abstract
INTRODUCTION Gait disturbances are a major contributor to the disability associated with Parkinson's disease. Although pharmacologic therapies and deep brain stimulation improve most motor parkinsonian features, their effects on gait are highly variable. Spinal cord stimulation, typically used for the treatment of chronic pain, has emerged as a potential therapeutic approach to improve gait disturbances in Parkinson's disease. AREAS COVERED The authors review the available evidence on the effects of spinal cord stimulation in patients with Parkinson's disease, targeting primarily gait abnormalities. They also discuss possible mechanisms, safety, and methodological implications for future clinical trials. This systematic review of originally published articles in English language was performed using The Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA).
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Affiliation(s)
- Nora Vanegas-Arroyave
- Parkinson's Disease Center and Movement Disorders Clinic, Department of Neurology, Baylor College of Medicine, Houston, TX, USA
| | - Joseph Jankovic
- Parkinson's Disease Center and Movement Disorders Clinic, Department of Neurology, Baylor College of Medicine, Houston, TX, USA
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12
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Hagen AC, Acosta JS, Geltser CS, Fling BW. Split-Belt Treadmill Adaptation Improves Spatial and Temporal Gait Symmetry in People with Multiple Sclerosis. SENSORS (BASEL, SWITZERLAND) 2023; 23:5456. [PMID: 37420623 DOI: 10.3390/s23125456] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Revised: 05/31/2023] [Accepted: 06/06/2023] [Indexed: 07/09/2023]
Abstract
Multiple sclerosis (MS) is a neurodegenerative disease characterized by degradation of the myelin sheath resulting in impaired neural communication throughout the body. As a result, most people with MS (PwMS) experience gait asymmetries between their legs leading to an increased risk of falls. Recent work indicates that split-belt treadmill adaptation, where the speed of each leg is controlled independently, can decrease gait asymmetries for other neurodegenerative impairments. The purpose of this study was to test the efficacy of split-belt treadmill training to improve gait symmetry in PwMS. In this study, 35 PwMS underwent a 10 min split-belt treadmill adaptation paradigm, with the faster paced belt moving under the more affected limb. Step length asymmetry (SLA) and phase coordination index (PCI) were the primary outcome measures used to assess spatial and temporal gait symmetries, respectively. It was predicted that participants with a worse baseline symmetry would have a greater response to split-belt treadmill adaptation. Following this adaptation paradigm, PwMS experienced aftereffects that improved gait symmetry, with a significant difference between predicted responders and nonresponders in both SLA and PCI change (p < 0.001). Additionally, there was no correlation between SLA and PCI change. These findings suggest that PwMS retain the ability for gait adaptation, with those most asymmetrical at baseline demonstrating the greatest improvement, and that there may be separate neural mechanisms for spatial and temporal locomotor adjustments.
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Affiliation(s)
- Andrew C Hagen
- Department of Health and Exercise Science, Colorado State University, Fort Collins, CO 80523, USA
| | - Jordan S Acosta
- Department of Health and Exercise Science, Colorado State University, Fort Collins, CO 80523, USA
| | - Chaia S Geltser
- Department of Biomedical Sciences, Colorado State University, Fort Collins, CO 80523, USA
| | - Brett W Fling
- Department of Health and Exercise Science, Colorado State University, Fort Collins, CO 80523, USA
- Molecular, Cellular and Integrative Neurosciences Program, Colorado State University, Fort Collins, CO 80523, USA
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Cosentino C, Putzolu M, Mezzarobba S, Cecchella M, Innocenti T, Bonassi G, Botta A, Lagravinese G, Avanzino L, Pelosin E. One cue does not fit all: a systematic review with meta-analysis of the effectiveness of cueing on freezing of gait in Parkinson's disease. Neurosci Biobehav Rev 2023; 150:105189. [PMID: 37086934 DOI: 10.1016/j.neubiorev.2023.105189] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2022] [Revised: 04/03/2023] [Accepted: 04/17/2023] [Indexed: 04/24/2023]
Abstract
The difficulty in assessing FOG and the variety of existing cues, hamper to determine which cueing modality should be applied and which FOG-related aspect should be targeted to reach personalized treatments for FOG. This systematic review aimed to highlight: i) whether cues could reduce FOG and improve FOG-related gait parameters, ii) which cues are the most effective, iii) whether medication state (ON-OFF) affects cues-related results. Thirty-three repeated measure design studies assessing cueing effectiveness were included and subdivided according to gait tasks (gait initiation, walking, turning) and to the medication state. Main results reveal that: preparatory phase of gait initiation benefit from visual and auditory cues; spatio-temporal parameters (e.g., step and stride length) and are improved by visual cues during walking; turning time and step time variability are reduced by applying auditory and visual cues. Some findings on the potential benefits of cueing on FOG and FOG gait-related parameters were found. Questions remain about which are the best behavioral strategies according to FOG features and PD clinical characteristics.
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Affiliation(s)
- Carola Cosentino
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), Genoa, Italy
| | - Martina Putzolu
- Department of Experimental Medicine (DIMES), Section of Human Physiology, University of Genoa, Genoa, Italy
| | - Susanna Mezzarobba
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), Genoa, Italy; IRCCS, Ospedale Policlinico San Martino, Genoa, Italy
| | - Margherita Cecchella
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), Genoa, Italy
| | - Tiziano Innocenti
- Department of Health Sciences, Faculty of Science, Vrije Universiteit Amsterdam, Amsterdam Movement Sciences, Amsterdam, the Netherlands; GIMBE Foundation, Bologna, Italy
| | - Gaia Bonassi
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), Genoa, Italy
| | | | - Giovanna Lagravinese
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), Genoa, Italy; IRCCS, Ospedale Policlinico San Martino, Genoa, Italy
| | - Laura Avanzino
- Department of Experimental Medicine (DIMES), Section of Human Physiology, University of Genoa, Genoa, Italy; IRCCS, Ospedale Policlinico San Martino, Genoa, Italy.
| | - Elisa Pelosin
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), Genoa, Italy; IRCCS, Ospedale Policlinico San Martino, Genoa, Italy
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Jabbari B, Comtesse SM. Botulinum Toxin Treatment of Motor Disorders in Parkinson Disease-A Systematic Review. Toxins (Basel) 2023; 15:toxins15020081. [PMID: 36828396 PMCID: PMC9960770 DOI: 10.3390/toxins15020081] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2022] [Revised: 01/13/2023] [Accepted: 01/14/2023] [Indexed: 01/19/2023] Open
Abstract
This review provides an up-to-date literature account on the efficacy of Botulinum toxin treatment for common motor disorders of Parkinson Disease. The reviewed disorders include the common motor disorders in PD such as tremor, focal foot dystonia, rigidity and freezing of gait (FOG). In the area of Parkinson tremor, two newly described evaluation/injection techniques (Yale method in USA and Western University method in Canada) offer efficacy with low incidence of hand and finger weakness as side effects. Blinded studies conducted on foot dystonia of PD indicate that botulinum toxin injections into toe flexors are efficacious in alleviating this form of dystonia. Small, blinded studies suggest improvement of Parkinson rigidity after botulinum toxin injection; proof of this claim, however, requires information from larger, blinded clinical trials. In FOG, the improvement reported in open label studies could not be substantiated in blinded investigations. However, there is room for further controlled studies that include the proximal lower limb muscles in the injection plan and/or use higher doses of the injected toxin for this indication.
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Affiliation(s)
- Bahman Jabbari
- Department of Neurology, Yale University School of Medicine, New Haven, CT 06519, USA
- Correspondence:
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15
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Imbalzano G, Rinaldi D, Calandra-Buonaura G, Contin M, Amato F, Giannini G, Sambati L, Ledda C, Romagnolo A, Olmo G, Cortelli P, Zibetti M, Lopiano L, Artusi CA. How resistant are levodopa-resistant axial symptoms? Response of freezing, posture, and voice to increasing levodopa intestinal infusion rates in Parkinson disease. Eur J Neurol 2023; 30:96-106. [PMID: 36093563 PMCID: PMC10092343 DOI: 10.1111/ene.15558] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2022] [Revised: 08/23/2022] [Accepted: 09/01/2022] [Indexed: 11/28/2022]
Abstract
BACKGROUND AND PURPOSE Treatment of freezing of gait (FoG) and other Parkinson disease (PD) axial symptoms is challenging. Systematic assessments of axial symptoms at progressively increasing levodopa doses are lacking. We sought to analyze the resistance to high levodopa doses of FoG, posture, speech, and altered gait features presenting in daily-ON therapeutic condition. METHODS We performed a pre-/postinterventional study including patients treated with levodopa/carbidopa intestinal gel infusion (LCIG) with disabling FoG in daily-ON condition. Patients were evaluated at their usual LCIG infusion rate (T1), and 1 h after 1.5× (T2) and 2× (T3) increase of the LCIG infusion rate by quantitative outcome measures. The number of FoG episodes (primary outcome), posture, speech, and gait features were objectively quantified during a standardized test by a blinded rater. Changes in motor symptoms, dyskinesia, and plasma levodopa concentrations were also analyzed. RESULTS We evaluated 16 patients with a mean age of 69 ± 9.4 years and treated with LCIG for a mean of 2.2 ± 2.1 years. FoG improved in 83.3% of patients by increasing the levodopa doses. The number of FoG episodes significantly decreased (mean = 2.3 at T1, 1.7 at T2, 1.2 at T3; p = 0.013). Posture and speech features did not show significant changes, whereas stride length (p = 0.049), turn duration (p = 0.001), and turn velocity (p = 0.024) significantly improved on doubling the levodopa infusion rate. CONCLUSIONS In a short-term evaluation, the increase of LCIG dose can improve "dopa-resistant" FoG and gait issues in most advanced PD patients with overall good control of motor symptoms in the absence of clinically significant dyskinesia.
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Affiliation(s)
- Gabriele Imbalzano
- Department of Neuroscience "Rita Levi Montalcini", University of Turin, Turin, Italy.,SC Neurologia 2U, AOU City of Health and Science, Turin, Italy
| | - Domiziana Rinaldi
- Department of Neuroscience, Mental Health, and Sense Organs, Sapienza University of Rome, Rome, Italy
| | - Giovanna Calandra-Buonaura
- Scientific Institute for Research and Health Care, Institute of Neurological Sciences of Bologna, Bologna, Italy.,Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
| | - Manuela Contin
- Scientific Institute for Research and Health Care, Institute of Neurological Sciences of Bologna, Bologna, Italy.,Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
| | - Federica Amato
- Department of Control and Computer Engineering, Polytechnic University of Turin, Turin, Italy
| | - Giulia Giannini
- Scientific Institute for Research and Health Care, Institute of Neurological Sciences of Bologna, Bologna, Italy.,Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
| | - Luisa Sambati
- Scientific Institute for Research and Health Care, Institute of Neurological Sciences of Bologna, Bologna, Italy.,Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
| | - Claudia Ledda
- Department of Neuroscience "Rita Levi Montalcini", University of Turin, Turin, Italy.,SC Neurologia 2U, AOU City of Health and Science, Turin, Italy
| | - Alberto Romagnolo
- Department of Neuroscience "Rita Levi Montalcini", University of Turin, Turin, Italy.,SC Neurologia 2U, AOU City of Health and Science, Turin, Italy
| | - Gabriella Olmo
- Department of Control and Computer Engineering, Polytechnic University of Turin, Turin, Italy
| | - Pietro Cortelli
- Scientific Institute for Research and Health Care, Institute of Neurological Sciences of Bologna, Bologna, Italy.,Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
| | - Maurizio Zibetti
- Department of Neuroscience "Rita Levi Montalcini", University of Turin, Turin, Italy.,SC Neurologia 2U, AOU City of Health and Science, Turin, Italy
| | - Leonardo Lopiano
- Department of Neuroscience "Rita Levi Montalcini", University of Turin, Turin, Italy.,SC Neurologia 2U, AOU City of Health and Science, Turin, Italy
| | - Carlo Alberto Artusi
- Department of Neuroscience "Rita Levi Montalcini", University of Turin, Turin, Italy.,SC Neurologia 2U, AOU City of Health and Science, Turin, Italy
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Dulski J, Uitti RJ, Ross OA, Wszolek ZK. Genetic architecture of Parkinson’s disease subtypes – Review of the literature. Front Aging Neurosci 2022; 14:1023574. [PMID: 36337703 PMCID: PMC9632166 DOI: 10.3389/fnagi.2022.1023574] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Accepted: 10/03/2022] [Indexed: 11/13/2022] Open
Abstract
The heterogeneity of Parkinson’s disease (PD) has been recognized since its description by James Parkinson over 200 years ago. The complexity of motor and non-motor PD manifestations has led to many attempts of PD subtyping with different prognostic outcomes; however, the pathophysiological foundations of PD heterogeneity remain elusive. Genetic contributions to PD may be informative in understanding the underpinnings of PD subtypes. As such, recognizing genotype-phenotype associations may be crucial for successful gene therapy. We review the state of knowledge on the genetic architecture underlying PD subtypes, discussing the monogenic forms, as well as oligo- and polygenic risk factors associated with various PD subtypes. Based on our review, we argue for the unification of PD subtyping classifications, the dichotomy of studies on genetic factors and genetic modifiers of PD, and replication of results from previous studies.
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Affiliation(s)
- Jarosław Dulski
- Department of Neurology, Mayo Clinic, Jacksonville, FL, United States
- Division of Neurological and Psychiatric Nursing, Faculty of Health Sciences, Medical University of Gdańsk, Gdańsk, Poland
- Department of Neurology, St. Adalbert Hospital, Copernicus PL Ltd., Gdańsk, Poland
| | - Ryan J. Uitti
- Department of Neurology, Mayo Clinic, Jacksonville, FL, United States
| | - Owen A. Ross
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, United States
| | - Zbigniew K. Wszolek
- Department of Neurology, Mayo Clinic, Jacksonville, FL, United States
- *Correspondence: Zbigniew K. Wszolek,
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Kondo Y, Mizuno K, Bando K, Suzuki I, Nakamura T, Hashide S, Kadone H, Suzuki K. Measurement Accuracy of Freezing of Gait Scoring Based on Videos. Front Hum Neurosci 2022; 16:828355. [PMID: 35664344 PMCID: PMC9160378 DOI: 10.3389/fnhum.2022.828355] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Accepted: 04/29/2022] [Indexed: 12/05/2022] Open
Abstract
Freezing of gait (FOG) is a common symptom in the late stages of Parkinson’s disease and related disorders. Videos are the gold standard method to conduct FOG scoring; however, the measurement accuracy of FOG scoring based on videos has not been formally assessed, despite its use in previous studies. This study aimed to calculate the measurement accuracy of video-based FOG scoring. Three evaluators scored the FOG based on 157 video data points collected from 21 patients using an annotation tool. One evaluator measured the intra-rater reliability of the retest. The total duration of observed FOG, percentage of the time spent with FOG during the walking task (%FOG), and FOG phenotypes (shuffling, trembling, and complete akinesia) were evaluated. Intraclass correlation coefficients were used to determine the intra- and inter-rater reliabilities. The duration of FOG and %FOG showed good measurement accuracy for both intra-rater and inter-rater reliabilities. However, the FOG phenotypes showed poor measurement accuracy in inter-rater reliability. These results indicate that the temporal characteristics of FOG can be scored with a high degree of measurement accuracy, even with different evaluators; conversely, the FOG phenotypes need to be scored by several evaluators.
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Affiliation(s)
- Yuki Kondo
- Doctoral Programs in Intelligent and Mechanical Interaction Systems, University of Tsukuba, Tsukuba, Japan
- Department of Physical Rehabilitation, National Center Hospital, National Center of Neurology and Psychiatry, Tokyo, Japan
- *Correspondence: Yuki Kondo,
| | - Katsuhiro Mizuno
- Department of Physical Rehabilitation, National Center Hospital, National Center of Neurology and Psychiatry, Tokyo, Japan
- Department of Rehabilitation Medicine, Keio University School of Medicine, Tokyo, Japan
- Department of Rehabilitation Medicine, Tokai University School of Medicine, Kanagawa, Japan
| | - Kyota Bando
- Department of Physical Rehabilitation, National Center Hospital, National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Ippei Suzuki
- Department of Physical Rehabilitation, National Center Hospital, National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Takuya Nakamura
- Department of Physical Rehabilitation, National Center Hospital, National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Shusei Hashide
- Department of Physical Rehabilitation, National Center Hospital, National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Hideki Kadone
- Center for Innovative Medicine and Engineering, University of Tsukuba, Tsukuba, Japan
- Center for Cybernics Research, University of Tsukuba, Tsukuba, Japan
| | - Kenji Suzuki
- Center for Cybernics Research, University of Tsukuba, Tsukuba, Japan
- Faculty of Engineering, Information and Systems, University of Tsukuba, Tsukuba, Japan
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