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Dipietro L, Eden U, Elkin-Frankston S, El-Hagrassy MM, Camsari DD, Ramos-Estebanez C, Fregni F, Wagner T. Integrating Big Data, Artificial Intelligence, and motion analysis for emerging precision medicine applications in Parkinson's Disease. JOURNAL OF BIG DATA 2024; 11:155. [PMID: 39493349 PMCID: PMC11525280 DOI: 10.1186/s40537-024-01023-3] [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: 05/04/2024] [Accepted: 10/13/2024] [Indexed: 11/05/2024]
Abstract
One of the key challenges in Big Data for clinical research and healthcare is how to integrate new sources of data, whose relation to disease processes are often not well understood, with multiple classical clinical measurements that have been used by clinicians for years to describe disease processes and interpret therapeutic outcomes. Without such integration, even the most promising data from emerging technologies may have limited, if any, clinical utility. This paper presents an approach to address this challenge, illustrated through an example in Parkinson's Disease (PD) management. We show how data from various sensing sources can be integrated with traditional clinical measurements used in PD; furthermore, we show how leveraging Big Data frameworks, augmented by Artificial Intelligence (AI) algorithms, can distinctively enrich the data resources available to clinicians. We showcase the potential of this approach in a cohort of 50 PD patients who underwent both evaluations with an Integrated Motion Analysis Suite (IMAS) composed of a battery of multimodal, portable, and wearable sensors and traditional Unified Parkinson's Disease Rating Scale (UPDRS)-III evaluations. Through techniques including Principal Component Analysis (PCA), elastic net regression, and clustering analysis we demonstrate how this combined approach can be used to improve clinical motor assessments and to develop personalized treatments. The scalability of our approach enables systematic data generation and analysis on increasingly larger datasets, confirming the integration potential of IMAS, whose use in PD assessments is validated herein, within Big Data paradigms. Compared to existing approaches, our solution offers a more comprehensive, multi-dimensional view of patient data, enabling deeper clinical insights and greater potential for personalized treatment strategies. Additionally, we show how IMAS can be integrated into established clinical practices, facilitating its adoption in routine care and complementing emerging methods, for instance, non-invasive brain stimulation. Future work will aim to augment our data repositories with additional clinical data, such as imaging and biospecimen data, to further broaden and enhance these foundational methodologies, leveraging the full potential of Big Data and AI.
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Affiliation(s)
| | - Uri Eden
- Boston University, Boston, MA USA
| | - Seth Elkin-Frankston
- U.S. Army DEVCOM Soldier Center, Natick, MA USA
- Center for Applied Brain and Cognitive Sciences, Tufts University, Medford, MA USA
| | - Mirret M. El-Hagrassy
- Department of Neurology, UMass Chan Medical School, UMass Memorial, Worcester, MA USA
| | - Deniz Doruk Camsari
- Mindpath College Health, Isla Vista, Goleta, CA USA
- Mayo Clinic, Rochester, MN USA
| | | | - Felipe Fregni
- Spaulding Rehabilitation/Neuromodulation Lab, Harvard Medical School, Cambridge, MA USA
| | - Timothy Wagner
- Highland Instruments, Cambridge, MA USA
- Harvard-MIT Division of Health Sciences and Technology, Cambridge, MA USA
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Sarasso E, Gardoni A, Zenere L, Emedoli D, Balestrino R, Grassi A, Basaia S, Tripodi C, Canu E, Malcangi M, Pelosin E, Volontè MA, Corbetta D, Filippi M, Agosta F. Neural correlates of bradykinesia in Parkinson's disease: a kinematic and functional MRI study. NPJ Parkinsons Dis 2024; 10:167. [PMID: 39242570 PMCID: PMC11379907 DOI: 10.1038/s41531-024-00783-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2024] [Accepted: 08/20/2024] [Indexed: 09/09/2024] Open
Abstract
Bradykinesia is defined as a "complex" of motor alterations including decreased movement amplitude and/or speed and tendency to reduce them with movement repetition (sequence effect). This study aimed at investigating the neural and kinematic correlates of bradykinesia during hand-tapping in people with Parkinson's disease (pwPD) relative to healthy controls. Twenty-five pwPD and 25 age- and sex-matched healthy controls underwent brain functional MRI (fMRI) during a hand-tapping task: subjects alternatively opened and closed their right hand as fully and quickly as possible. Hand-tapping kinematic parameters were objectively measured during the fMRI task using an optical fibre glove. During the fMRI task, pwPD showed reduced hand-tapping amplitude (hypokinesia) and a greater sequence effect. PwPD relative to healthy controls showed a reduced activity of fronto-parietal areas, middle cingulum/supplementary motor area (SMA), parahippocampus, pallidum/thalamus and motor cerebellar areas. Moreover, pwPD showed an increased activity of brain cognitive areas such as superior temporal gyrus, posterior cingulum, and cerebellum crus I. The decreased activity of cerebellum IV-V-VI, vermis IV-V, inferior frontal gyrus, and cingulum/SMA correlated with hypokinesia and with the sequence effect. Interestingly, a reduced activity of areas involved in motor planning and timing correlated both with hypokinesia and with the sequence effect in pwPD. This study has the major strength of collecting objective motor parameters and brain activity simultaneously, providing a unique opportunity to investigate the neural correlates of the "bradykinesia complex".
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Affiliation(s)
- Elisabetta Sarasso
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics and Maternal Child Health, University of Genoa, Genoa, Italy
| | - Andrea Gardoni
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
| | - Lucia Zenere
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Daniele Emedoli
- Department of Rehabilitation and Functional Recovery, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Roberta Balestrino
- Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Neurorehabilitation Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Andrea Grassi
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
| | - Silvia Basaia
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Chiara Tripodi
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Elisa Canu
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Massimo Malcangi
- Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Neurorehabilitation Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Elisa Pelosin
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics and Maternal Child Health, University of Genoa, Genoa, Italy
- IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | | | - Davide Corbetta
- Department of Rehabilitation and Functional Recovery, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Massimo Filippi
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
- Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Neurorehabilitation Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Neurophysiology Service, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Federica Agosta
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.
- Vita-Salute San Raffaele University, Milan, Italy.
- Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.
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Williams D. Why so slow? Models of parkinsonian bradykinesia. Nat Rev Neurosci 2024; 25:573-586. [PMID: 38937655 DOI: 10.1038/s41583-024-00830-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/20/2024] [Indexed: 06/29/2024]
Abstract
Bradykinesia, or slowness of movement, is a defining feature of Parkinson disease (PD) and a major contributor to the negative effects on quality of life associated with this disorder and related conditions. A dominant pathophysiological model of bradykinesia in PD has existed for approximately 30 years and has been the basis for the development of several therapeutic interventions, but accumulating evidence has made this model increasingly untenable. Although more recent models have been proposed, they also appear to be flawed. In this Perspective, I consider the leading prior models of bradykinesia in PD and argue that a more functionally related model is required, one that considers changes that disrupt the fundamental process of accurate information transmission. In doing so, I review emerging evidence of network level functional connectivity changes, information transfer dysfunction and potential motor code transmission error and present a novel model of bradykinesia in PD that incorporates this evidence. I hope that this model may reconcile inconsistencies in its predecessors and encourage further development of therapeutic interventions.
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Affiliation(s)
- David Williams
- Department of Internal Medicine, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates.
- Department of Neurology, Whipps Cross University Hospital, Barts Health NHS Trust, London, UK.
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Onder H, Cetin BN, Comoglu S. A Patient with Multiple System Atrophy-Parkinsonian Type Presenting with Progressive Micrographia. Asian J Neurosurg 2024; 19:277-279. [PMID: 38974422 PMCID: PMC11226245 DOI: 10.1055/s-0043-1771319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/09/2024] Open
Abstract
Herein, we present the case of a 57-year-old male patient who was admitted to our center due to progressive writing difficulty and slowness of his right hand over the last 3 years. In conclusion of the clinical and laboratory workup, a diagnosis of multiple system atrophy (MSA) was established. Our report on progressive micrographia (PM) constitutes a crucial sample remarking on this intriguing manifestation in another disease subtype of MSA, which differs from Parkinson's disease in terms of the clinical and pathophysiological processes. We think that further studies are warranted to clarify the significance of this entity in movement disorder in clinical practice and to reveal the underlying neural mechanisms.
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Affiliation(s)
- Halil Onder
- Neurology Clinic, Diskapi Yildirim Beyazit Training and Research Hospital, Ankara, Türkiye
| | - Beyza Nur Cetin
- Neurology Clinic, Diskapi Yildirim Beyazit Training and Research Hospital, Ankara, Türkiye
| | - Selcuk Comoglu
- Neurology Clinic, Diskapi Yildirim Beyazit Training and Research Hospital, Ankara, Türkiye
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Sakamoto K, Kim K, Kobayashi R, Yokoi K, Morioka D, Kawakatsu S, Suzuki A, Hirayama K. Micrographia after midbrain infarction alleviated by Japanese calligraphy-style writing: A case report. Clin Park Relat Disord 2024; 10:100257. [PMID: 38778885 PMCID: PMC11109001 DOI: 10.1016/j.prdoa.2024.100257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Accepted: 05/08/2024] [Indexed: 05/25/2024] Open
Abstract
•A 77-year-old right-handed man experienced an infarct in the right midbrain.•Ipsilesional progressive micrographia occurred after the midbrain infarct.•Micrographia improved when the patient wrote as if practicing Japanese calligraphy.•Further studies should confirm the utility of Japanese calligraphy in such cases.
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Affiliation(s)
- Kazutaka Sakamoto
- Department of Psychiatry, Yamagata University School of Medicine, 2-2-2 Iidanishi, Yamagata City, Yamagata 990-9585, Japan
- Department of Neuropsychiatry, Aizu Medical Center, Fukushima Medical University, 21-2 Kawahigashimachi Tanisawa, Aizuwakamatsu City, Fukushima 969-3492, Japan
| | - Kyungshil Kim
- Department of Occupational Therapy, Faculty of Human Sciences, Hokkaido Bunkyo University, Koganechuou 5 cho-me, Eniwa City, Hokkaido 061-1449, Japan
| | - Ryota Kobayashi
- Department of Psychiatry, Yamagata University School of Medicine, 2-2-2 Iidanishi, Yamagata City, Yamagata 990-9585, Japan
| | - Kayoko Yokoi
- Department of Occupational Therapy, Graduate School of Health Sciences, Yamagata Prefectural University of Health Sciences, 260 Kamiyanagi, Yamagata City, Yamagata 990-2212, Japan
| | - Daichi Morioka
- Department of Psychiatry, Yamagata University School of Medicine, 2-2-2 Iidanishi, Yamagata City, Yamagata 990-9585, Japan
| | - Shinobu Kawakatsu
- Department of Neuropsychiatry, Aizu Medical Center, Fukushima Medical University, 21-2 Kawahigashimachi Tanisawa, Aizuwakamatsu City, Fukushima 969-3492, Japan
| | - Akihito Suzuki
- Department of Psychiatry, Yamagata University School of Medicine, 2-2-2 Iidanishi, Yamagata City, Yamagata 990-9585, Japan
| | - Kazumi Hirayama
- Division of Occupational Therapy, Department of Rehabilitation Science, Sendai Seiyo Gakuin University, 4-3-55 Nagamachi Taihakuku, Sendai 982-0011, Japan
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6
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Onder H, Kertmen H, Comoglu SS. Reversible Micrographia in Association with STN-DBS Therapy in a Patient with Parkinson's Disease. Ann Indian Acad Neurol 2024; 27:205-207. [PMID: 38751934 PMCID: PMC11093164 DOI: 10.4103/aian.aian_868_23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2023] [Revised: 11/26/2023] [Accepted: 12/10/2023] [Indexed: 05/18/2024] Open
Affiliation(s)
- Halil Onder
- Neurology Clinic, Etlik City Hospital, Ankara, Turkey
| | - Hayri Kertmen
- Neurosurgery Clinic, Etlik City Hospital, Ankara, Turkey
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Reinshagen A. Grid cells: the missing link in understanding Parkinson's disease? Front Neurosci 2024; 18:1276714. [PMID: 38389787 PMCID: PMC10881698 DOI: 10.3389/fnins.2024.1276714] [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: 08/12/2023] [Accepted: 01/24/2024] [Indexed: 02/24/2024] Open
Abstract
The mechanisms underlying Parkinson's disease (PD) are complex and not fully understood, and the box-and-arrow model among other current models present significant challenges. This paper explores the potential role of the allocentric brain and especially its grid cells in several PD motor symptoms, including bradykinesia, kinesia paradoxa, freezing of gait, the bottleneck phenomenon, and their dependency on cueing. It is argued that central hubs, like the locus coeruleus and the pedunculopontine nucleus, often narrowly interpreted in the context of PD, play an equally important role in governing the allocentric brain as the basal ganglia. Consequently, the motor and secondary motor (e.g., spatially related) symptoms of PD linked with dopamine depletion may be more closely tied to erroneous computation by grid cells than to the basal ganglia alone. Because grid cells and their associated central hubs introduce both spatial and temporal information to the brain influencing velocity perception they may cause bradykinesia or hyperkinesia as well. In summary, PD motor symptoms may primarily be an allocentric disturbance resulting from virtual faulty computation by grid cells revealed by dopamine depletion in PD.
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Collins LM, Roberts R, Cleary H, Diskin J, Kitt D, Van Bommel-Rutgers I, Smits-Engelsman BCM, Crowley EK, Sullivan AM. Intensive training programme improves handwriting in a community cohort of people with Parkinson's disease. Ir J Med Sci 2024; 193:389-395. [PMID: 37249793 PMCID: PMC10808167 DOI: 10.1007/s11845-023-03404-8] [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: 01/25/2023] [Accepted: 05/15/2023] [Indexed: 05/31/2023]
Abstract
BACKGROUND People with Parkinson's disease (PwP) often report problems with their handwriting before they receive a formal diagnosis. Many PwP suffer from deteriorating handwriting throughout their illness, which has detrimental effects on many aspects of their quality of life. AIMS To assess a 6-week online training programme aimed at improving handwriting of PwP. METHODS Handwriting samples from a community-based cohort of PwP (n = 48) were analysed using systematic detection of writing problems (SOS-PD) by two independent raters, before and after a 6-week remotely monitored physiotherapy-led training programme. Inter-rater variability on multiple measures of handwriting quality was analysed. The handwriting data was analysed using pre-/post-design in the same individuals. Multiple aspects of the handwriting samples were assessed, including writing fluency, transitions between letters, regularity in letter size, word spacing, and straightness of lines. RESULTS Analysis of inter-rater reliability showed high agreement for total handwriting scores and letter size, as well as speed and legibility scores, whereas there were mixed levels of inter-rater reliability for other handwriting measures. Overall handwriting quality (p = 0.001) and legibility (p = 0.009) significantly improved, while letter size (p = 0.012), fluency (p = 0.001), regularity of letter size (p = 0.009), and straightness of lines (p = 0.036) were also enhanced. CONCLUSIONS The results of this study show that this 6-week intensive remotely-monitored physiotherapy-led handwriting programme improved handwriting in PwP. This is the first study of its kind to use this tool remotely, and it demonstrated that the SOS-PD is reliable for measuring handwriting in PwP.
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Affiliation(s)
- Lucy M Collins
- Department of Anatomy and Neuroscience, University College Cork, Cork, Ireland
| | - Rachel Roberts
- Department of Anatomy and Neuroscience, University College Cork, Cork, Ireland
| | - Hannah Cleary
- Pharmaceutical Care Research Group, School of Pharmacy, University College Cork, Cork, Ireland
| | - James Diskin
- Corrib Physiotherapy, Claregalway, Co, Galway, Ireland
| | - Donna Kitt
- Corrib Physiotherapy, Claregalway, Co, Galway, Ireland
| | | | - Bouwien C M Smits-Engelsman
- Department of Health and Rehabilitation Sciences, University of Cape Town, Cape Town, South Africa
- Physical Activity, Sport and Recreation, Faculty Health Sciences, North-West University, Potchefstroom, South Africa
| | - Erin K Crowley
- Pharmaceutical Care Research Group, School of Pharmacy, University College Cork, Cork, Ireland
| | - Aideen M Sullivan
- Department of Anatomy and Neuroscience, University College Cork, Cork, Ireland.
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Yang 杨炀 Y, Li 李君君 J, Zhao 赵恺 K, Tam F, Graham SJ, Xu 徐敏 M, Zhou 周可 K. Lateralized Functional Connectivity of the Sensorimotor Cortex and its Variations During Complex Visuomotor Tasks. J Neurosci 2024; 44:e0723232023. [PMID: 38050101 PMCID: PMC10860583 DOI: 10.1523/jneurosci.0723-23.2023] [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: 04/21/2023] [Revised: 11/10/2023] [Accepted: 11/19/2023] [Indexed: 12/06/2023] Open
Abstract
Previous studies have shown that the left hemisphere dominates motor function, often observed through homotopic activation measurements. Using a functional connectivity approach, this study investigated the lateralization of the sensorimotor cortex during handwriting and drawing, two complex visuomotor tasks with varying contextual demands. We found that both left- and right-lateralized connectivity in the primary motor cortex (M1), dorsal premotor cortex (PMd), somatosensory cortex, and visual regions were evident in adults (males and females), primarily in an interhemispheric integrative fashion. Critically, these lateralization tendencies remained highly invariant across task contexts, representing a task-invariant neural architecture for encoding fundamental motor programs consistently implemented in different task contexts. Additionally, the PMd exhibited a slight variation in lateralization degree between task contexts, reflecting the ability of the high-order motor system to adapt to varying task demands. However, connectivity-based lateralization of the sensorimotor cortex was not detected in 10-year-old children (males and females), suggesting that the maturation of connectivity-based lateralization requires prolonged development. In summary, this study demonstrates both task-invariant and task-sensitive connectivity lateralization in sensorimotor cortices that support the resilience and adaptability of skilled visuomotor performance. These findings align with the hierarchical organization of the motor system and underscore the significance of the functional connectivity-based approach in studying functional lateralization.
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Affiliation(s)
- Yang Yang 杨炀
- CAS Key Laboratory of Behavioral Science, Center for Brain Science and Learning Difficulties, Institute of Psychology, Chinese Academy of Sciences, Beijing 100101, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Junjun Li 李君君
- CAS Key Laboratory of Behavioral Science, Center for Brain Science and Learning Difficulties, Institute of Psychology, Chinese Academy of Sciences, Beijing 100101, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Kai Zhao 赵恺
- Institute of Brain Trauma and Neurology, Pingjin Hospital, Characteristic Medical Center of Chinese People's Armed Police Force, Tianjin 300300, China
| | - Fred Tam
- Physical Sciences Platform, Sunnybrook Research Institute, Toronto, Ontario M4N 3M5, Canada
| | - Simon J Graham
- Physical Sciences Platform, Sunnybrook Research Institute, Toronto, Ontario M4N 3M5, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5G 1L7, Canada
| | - Min Xu 徐敏
- Center for Brain Disorders and Cognitive Sciences, School of Psychology, Shenzhen University, Shenzhen 518060, China
| | - Ke Zhou 周可
- Beijing Key Laboratory of Applied Experimental Psychology, National Demonstration Center for Experimental Psychology Education (Beijing Normal University), Faculty of Psychology, Beijing Normal University, Beijing 100875, China
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Latimer N, Reelfs A, Halbert J, Hansen J, Miller A, Barton C, Stuhr J, Zaman A, Stegemöller EL. The effects of auditory cues and weighted pens on handwriting in individuals with Parkinson's disease. J Hand Ther 2024; 37:144-152. [PMID: 37778882 DOI: 10.1016/j.jht.2023.08.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Revised: 07/26/2023] [Accepted: 08/08/2023] [Indexed: 10/03/2023]
Abstract
BACKGROUND Micrographia, or small handwriting, is a common symptom of Parkinson's disease (PD). Weighted pens have previously been recommended to improve handwriting, but there is limited research supporting their effectiveness. Additionally, previous research has demonstrated that music as an auditory cue can reduce variability in fine motor movements, but its effect on handwriting in people with PD remains unknown. PURPOSE This study explored potential handwriting interventions for people with PD by evaluating the effectiveness of weighted pens and auditory cues on handwriting. STUDY DESIGN This was a pilot cohort study. METHODS Eight older adults with PD used a standard pen and a weighted pen to write continuous cursive "l"s on 1.5-cm-lined paper for a total of 10 seconds while listening to auditory cues in 4 conditions: control (silence), metronome, activating music, and relaxing music. Kinematic data were measured with sensors attached to the tip of each pen, and muscle activity was measured with electromyography sensors adhered to the extensor digitorum communis and first dorsal interosseous. RESULTS When writing with the standard pen, peak-to-peak time was reduced in the metronome (control = 0.807 ± 0.121 seconds, metronome = 0.701 ± 0.100 seconds, p = 0.024) and activating (control = 0.807 ± 0.121 seconds, activating = 0.691 ± 0.113 seconds, p = 0.009) conditions compared to the control condition. Furthermore, the weighted pen increased the variability of distance between letter peaks (standard = 0.187 ± 0.010, weighted = 0.482 ± 0.065, p = 0.033) and the variability of time needed to complete each letter (standard = 0.176 ± 0.010, weighted = 0.187 ± 0.016, p = 0.042) compared to the standard pen. Finally, area under the curve of the extensor digitorum communis was reduced in the metronome (metronome = 66.03 ± 25.74 mV, control = 88.98 ± 30.40 mV, p = 0.034) and activating music (activating = 66.49 ± 26.02 mV, control = 88.98 ± 30.40 mV, p = 0.012) conditions compared to control when writing with the standard pen. CONCLUSIONS These results suggest that weighted pens may not improve handwriting in novice users, but auditory cues appear beneficial. This can inform future directions in the research and clinical application of handwriting interventions for persons with PD.
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Affiliation(s)
- Nicole Latimer
- Department of Kinesiology, Iowa State University, Ames, IA, USA
| | - Anna Reelfs
- Department of Kinesiology, Iowa State University, Ames, IA, USA
| | - Jamie Halbert
- Department of Kinesiology, Iowa State University, Ames, IA, USA
| | - Julia Hansen
- Department of Kinesiology, Iowa State University, Ames, IA, USA
| | - Ashley Miller
- Department of Kinesiology, Iowa State University, Ames, IA, USA
| | - Chloe Barton
- Department of Kinesiology, Iowa State University, Ames, IA, USA
| | - Jamie Stuhr
- Department of Kinesiology, Iowa State University, Ames, IA, USA
| | - Andrew Zaman
- Department of Kinesiology, Iowa State University, Ames, IA, USA
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Camicioli R, Morris ME, Pieruccini‐Faria F, Montero‐Odasso M, Son S, Buzaglo D, Hausdorff JM, Nieuwboer A. Prevention of Falls in Parkinson's Disease: Guidelines and Gaps. Mov Disord Clin Pract 2023; 10:1459-1469. [PMID: 37868930 PMCID: PMC10585979 DOI: 10.1002/mdc3.13860] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 06/28/2023] [Accepted: 07/08/2023] [Indexed: 10/24/2023] Open
Abstract
Background People living with Parkinson's disease (PD) have a high risk for falls. Objective To examine gaps in falls prevention targeting people with PD as part of the Task Force on Global Guidelines for Falls in Older Adults. Methods A Delphi consensus process was used to identify specific recommendations for falls in PD. The current narrative review was conducted as educational background with a view to identifying gaps in fall prevention. Results A recent Cochrane review recommended exercises and structured physical activities for PD; however, the types of exercises and activities to recommend and PD subgroups likely to benefit require further consideration. Freezing of gait, reduced gait speed, and a prior history of falls are risk factors for falls in PD and should be incorporated in assessments to identify fall risk and target interventions. Multimodal and multi-domain fall prevention interventions may be beneficial. With advanced or complex PD, balance and strength training should be administered under supervision. Medications, particularly cholinesterase inhibitors, show promise for falls prevention. Identifying how to engage people with PD, their families, and health professionals in falls education and implementation remains a challenge. Barriers to the prevention of falls occur at individual, environmental, policy, and health system levels. Conclusion Effective mitigation of fall risk requires specific targeting and strategies to reduce this debilitating and common problem in PD. While exercise is recommended, the types and modalities of exercise and how to combine them as interventions for different PD subgroups (cognitive impairment, freezing, advanced disease) need further study.
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Affiliation(s)
- Richard Camicioli
- Department of Medicine (Neurology) and Neuroscience and Mental Health InstituteUniversity of AlbertaEdmontonAlbertaCanada
| | - Meg E. Morris
- La Trobe University, Academic and Research Collaborative in Health & HealthscopeMelbourneVictoriaAustralia
| | - Frederico Pieruccini‐Faria
- Gait and Brain Lab, Parkwood InstituteLawson Health Research InstituteLondonOntarioCanada
- Division of Geriatric Medicine, Department of Medicine, Schulich School of Medicine & DentistryWestern UniversityLondonOntarioCanada
| | - Manuel Montero‐Odasso
- Gait and Brain Lab, Parkwood InstituteLawson Health Research InstituteLondonOntarioCanada
- Division of Geriatric Medicine, Department of Medicine, Schulich School of Medicine & DentistryWestern UniversityLondonOntarioCanada
- Department of Epidemiology and Biostatistics, Schulich School of Medicine & DentistryWestern UniversityLondonOntarioCanada
| | - Surim Son
- Gait and Brain Lab, Parkwood InstituteLawson Health Research InstituteLondonOntarioCanada
- Department of Epidemiology and Biostatistics, Schulich School of Medicine & DentistryWestern UniversityLondonOntarioCanada
| | - David Buzaglo
- Center for the Study of Movement, Cognition and Mobility, Neurological InstituteTel Aviv Sourasky Medical CenterTel AvivIsrael
| | - Jeffrey M. Hausdorff
- Center for the Study of Movement, Cognition and Mobility, Neurological InstituteTel Aviv Sourasky Medical CenterTel AvivIsrael
- Department of Physical Therapy, Faculty of Medicine, Sagol School of NeuroscienceTel Aviv UniversityTel AvivIsrael
- Rush Alzheimer's Disease Center and Department of Orthopedic SurgeryRush University Medical CenterChicagoIllinoisUSA
| | - Alice Nieuwboer
- Department of Rehabilitation Sciences, Neurorehabilitation Research Group (eNRGy)KU LeuvenLeuvenBelgium
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12
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Arakaki Y, Yoshimoto T, Ishiyama H, Tanaka T, Hattori Y, Ihara M. Preservation of Dopamine Transporters in a Patient With Micrographia Due to Cerebral Infarction: A Case Report. J Mov Disord 2023; 16:221-223. [PMID: 37258282 DOI: 10.14802/jmd.23033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 03/17/2023] [Indexed: 06/02/2023] Open
Affiliation(s)
- Yoshito Arakaki
- Department of Neurology, National Cerebral and Cardiovascular Center, Suita, Japan
| | - Takeshi Yoshimoto
- Department of Neurology, National Cerebral and Cardiovascular Center, Suita, Japan
| | - Hiroyuki Ishiyama
- Department of Neurology, National Cerebral and Cardiovascular Center, Suita, Japan
| | - Tomotaka Tanaka
- Department of Neurology, National Cerebral and Cardiovascular Center, Suita, Japan
| | - Yorito Hattori
- Department of Neurology, National Cerebral and Cardiovascular Center, Suita, Japan
| | - Masafumi Ihara
- Department of Neurology, National Cerebral and Cardiovascular Center, Suita, Japan
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13
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Kehnemouyi YM, Petrucci MN, Wilkins KB, Melbourne JA, Bronte-Stewart HM. The Sequence Effect Worsens Over Time in Parkinson's Disease and Responds to Open and Closed-Loop Subthalamic Nucleus Deep Brain Stimulation. JOURNAL OF PARKINSON'S DISEASE 2023:JPD223368. [PMID: 37125563 DOI: 10.3233/jpd-223368] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
BACKGROUND The sequence effect is the progressive deterioration in speech, limb movement, and gait that leads to an inability to communicate, manipulate objects, or walk without freezing of gait. Many studies have demonstrated a lack of improvement of the sequence effect from dopaminergic medication, however few studies have studied the metric over time or investigated the effect of open-loop deep brain stimulation in people with Parkinson's disease (PD). OBJECTIVE To investigate whether the sequence effect worsens over time and/or is improved on clinical (open-loop) deep brain stimulation (DBS). METHODS Twenty-one people with PD with bilateral subthalamic nucleus (STN) DBS performed thirty seconds of instrumented repetitive wrist flexion extension and the MDS-UPDRS III off therapy, prior to activation of DBS and every six months for up to three years. A sub-cohort of ten people performed the task during randomized presentations of different intensities of STN DBS. RESULTS The sequence effect was highly correlated with the overall MDS-UPDRS III score and the bradykinesia sub-score and worsened over three years. Increasing intensities of STN open-loop DBS improved the sequence effect and one subject demonstrated improvement on both open-loop and closed-loop DBS. CONCLUSION Sequence effect in limb bradykinesia worsened over time off therapy due to disease progression but improved on open-loop DBS. These results demonstrate that DBS is a useful treatment of the debilitating effects of the sequence effect in limb bradykinesia and upon further investigation closed-loop DBS may offer added improvement.
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Affiliation(s)
- Yasmine M Kehnemouyi
- Stanford University School of Medicine, Department of Neurology and Neurological Sciences, Stanford, CA, USA
- Stanford University School of Engineering, Department of Bioengineering, Stanford, CA, USA
| | - Matthew N Petrucci
- Stanford University School of Medicine, Department of Neurology and Neurological Sciences, Stanford, CA, USA
- Stanford University School of Engineering, Department of Bioengineering, Stanford, CA, USA
| | - Kevin B Wilkins
- Stanford University School of Medicine, Department of Neurology and Neurological Sciences, Stanford, CA, USA
| | - Jillian A Melbourne
- Stanford University School of Medicine, Department of Neurology and Neurological Sciences, Stanford, CA, USA
| | - Helen M Bronte-Stewart
- Stanford University School of Medicine, Department of Neurology and Neurological Sciences, Stanford, CA, USA
- Stanford University School of Medicine, Department of Neurosurgery, Stanford, CA, USA
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14
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Savall ASP, Fidelis EM, de Mello JD, Quines CB, Denardin CC, Marques LS, Klann IP, Nogueira CW, Sampaio TB, Pinton S. Neuroprotective effect of Eugenia uniflora against intranasal MPTP-induced memory impairments in rats: The involvement of pro-BDNF/p75 NTR pathway. Life Sci 2023; 324:121711. [PMID: 37088413 DOI: 10.1016/j.lfs.2023.121711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 04/17/2023] [Accepted: 04/17/2023] [Indexed: 04/25/2023]
Abstract
Parkinson's disease is a multisystemic neurodegenerative disorder that includes motor and non-motor symptoms, and common symptoms include memory loss and learning difficulties. Thus, we investigated the neuroprotective potential of a hydroalcoholic extract of Brazilian purple cherry (Eugenia uniflora) (HAE-BC) on memory impairments induced by intranasal 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP) administration in rats and the involvement of hippocampal BDNF/TrkB/p75NTR pathway in its effects. Adult male Wistar rats were exposed to MPTP (1 mg/nostril) or vehicle. Twenty-four hours later, the HAE-BC treatments began at doses of 300 or 2000 mg/kg/day or vehicle for 14 days. From 7 days after the MPTP induction, the animals were subjected to behavioral tests to evaluate several cognitive paradigms. HAE-BC treatments, at both doses, blocked the MPTP-caused disruption in the social recognition memory, short- and long-term object recognition memories, and working memory. Furthermore, MPTP-induced motor deficit linked to striatal tyrosine hydroxylase levels decreased, which was blocked by HAE-BC. Our findings demonstrated that HAE-BC blocked the MPTP-induced increase in the hippocampal pro-BDNF, TrkB.t1, and p75NTR levels. The pro-BDNF/p75NTR interaction negatively regulates synaptic transmission and plasticity, and the neuroprotective effect of HAE-BC was related, at least partly, to the modulation of this hippocampal signaling pathway. Thus, our study reports the first evidence of the potential therapeutic of E. uniflora in a Parkinson's disease model in rodents.
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Affiliation(s)
| | | | | | | | | | - Luiza Souza Marques
- Federal University of Santa Maria - Campus Camobi, Santa Maria CEP 97105-900, RS, Brazil
| | | | | | | | - Simone Pinton
- Federal University of Pampa - Campus Uruguaiana, Uruguaiana CEP 97500-970, RS, Brazil.
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15
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Bologna M, Espay AJ, Fasano A, Paparella G, Hallett M, Berardelli A. Redefining Bradykinesia. Mov Disord 2023; 38:551-557. [PMID: 36847357 PMCID: PMC10387192 DOI: 10.1002/mds.29362] [Citation(s) in RCA: 22] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Revised: 01/31/2023] [Accepted: 02/06/2023] [Indexed: 03/01/2023] Open
Affiliation(s)
- Matteo Bologna
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
- IRCCS Neuromed, Pozzilli, Italy
| | - Alberto J. Espay
- Gardner Family Center for Parkinson’s Disease and Movement Disorders, Department of Neurology, University of Cincinnati, Cincinnati, Ohio, USA
| | - Alfonso Fasano
- Edmond J. Safra Program in Parkinson’s Disease, Morton and Gloria Shulman Movement Disorders Clinic, Toronto Western Hospital, UHN, Toronto, Ontario, Canada
- Division of Neurology, University of Toronto, Toronto, Ontario, Canada
- Krembil Brain Institute, Toronto, Ontario, Canada
| | | | - Mark Hallett
- Human Motor Control Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, Maryland, USA
| | - Alfredo Berardelli
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
- IRCCS Neuromed, Pozzilli, Italy
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16
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Ohara M, Hirata K, Hallett M, Matsubayashi T, Chen Q, Kina S, Shimano K, Hirakawa A, Yokota T, Hattori T. Long-term levodopa ameliorates sequence effect in simple, but not complex walking in early Parkinson's disease patients. Parkinsonism Relat Disord 2023; 108:105322. [PMID: 36822140 PMCID: PMC10082924 DOI: 10.1016/j.parkreldis.2023.105322] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Revised: 01/28/2023] [Accepted: 02/09/2023] [Indexed: 02/11/2023]
Abstract
BACKGROUND The sequence effect (SE) is characterized by the progressive decrement of movements and is often observed in Parkinson's disease (PD) patients. While acute effect of levodopa does not ameliorate the SE, the effect of long-term levodopa treatment for the SE remains unknown. OBJECTIVE We aimed to elucidate the SEs during various gait conditions and their response to long-term levodopa treatment in drug-naïve PD patients. METHODS Nineteen drug-naïve PD patients and 21 healthy controls were enrolled. Gait parameters were measured via wearable inertial sensors in the following conditions:1) straight walking, 2) circular walking: walking a circle of 1 m diameter in a clock-wise direction for 3 laps, 3) straight or circular walking under cognitive-motor dual-task (serial 7s subtractions). PD patients were evaluated at baseline, within 1 h after intravenous administration of levodopa, and after one, three, and six months treatment with levodopa. The SE was measured by a linear regression slope by plotting consecutive stride lengths over steps. Patients were also separately analyzed depending on laterality of symptoms. RESULTS Long-term levodopa treatment ameliorated the SE only during single-task straight walking. The SE during circular walking was exacerbated after long-term levodopa treatment for right-side dominant patients. During dual-task straight walking, the SE at baseline was greater in right-side dominant PD patients. CONCLUSIONS The SE only during single-task straight walking can be ameliorated by long-term levodopa treatment. However, the SE may be exaggerated by cognitive motor interference or by asymmetrical stride length with/without long-term levodopa treatment, depending on the laterality of symptoms.
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Affiliation(s)
- Masahiro Ohara
- Department of Neurology and Neurological Science, Graduate School of Medical and Dental Science, Tokyo Medical and Dental University, Tokyo, Japan
| | - Kosei Hirata
- Department of Neurology and Neurological Science, Graduate School of Medical and Dental Science, Tokyo Medical and Dental University, Tokyo, Japan
| | - Mark Hallett
- Human Motor Control Section, Medical Neurology Branch, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Taiki Matsubayashi
- Department of Neurology and Neurological Science, Graduate School of Medical and Dental Science, Tokyo Medical and Dental University, Tokyo, Japan
| | - Qingmeng Chen
- Department of Neurology and Neurological Science, Graduate School of Medical and Dental Science, Tokyo Medical and Dental University, Tokyo, Japan
| | - Satoko Kina
- Department of Neurology and Neurological Science, Graduate School of Medical and Dental Science, Tokyo Medical and Dental University, Tokyo, Japan
| | - Kaoru Shimano
- Department of Neurology and Neurological Science, Graduate School of Medical and Dental Science, Tokyo Medical and Dental University, Tokyo, Japan
| | - Akihiro Hirakawa
- Department of Clinical Biostatistics, Graduate School of Medical and Dental Science, Tokyo Medical and Dental University, Tokyo, Japan
| | - Takanori Yokota
- Department of Neurology and Neurological Science, Graduate School of Medical and Dental Science, Tokyo Medical and Dental University, Tokyo, Japan
| | - Takaaki Hattori
- Department of Neurology and Neurological Science, Graduate School of Medical and Dental Science, Tokyo Medical and Dental University, Tokyo, Japan.
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17
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Llamas-Velasco S, Romero Ferreiro C, González Fuertes Á, García Tell P, Blanco-Palmero VA, Martín-Jimenez P, Pérez Martínez DA, Méndez-Guerrero A. Home calligraphic exercises as manual dexterity training in patients with Parkinson's disease: a pilot feasibility study. Disabil Rehabil 2023:1-5. [PMID: 36824018 DOI: 10.1080/09638288.2023.2181408] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Revised: 02/05/2023] [Accepted: 02/13/2023] [Indexed: 02/25/2023]
Abstract
PURPOSE To assess the feasibility and effects on manual dexterity and the quality of life (QoL) of a 12-week home calligraphic training program in patients with Parkinson's disease (PD). METHODS A pilot study with participants recruited from the Movement Disorders consultation at the Hospital 12 de Octubre (Madrid). The main outcome, manual dexterity, was assessed using the Purdue Pegboard Test (PPT). Secondary outcomes included clinical rating scales that contemplate aspects related to manual dexterity (DextQ-24, UPDRSII, UPDRSIII), and QoL (PDQ-39 and EuroQoL-5D). RESULTS Thirty PD patients (57% males) with a mean age of 66.11 (9.76) years and 93% adherence rate. The PPT scores improved significantly (p < 0.0001) from T0 (start of the study) to T1 (after 24 weeks). No statistically significant change was found in DextQ-24, UPDRS-II and UPDRS-III, but a clear improvement was observed in the QoL measurement: EuroQoL-5D (p < 0.0001), PDQ-39 (p < 0.0001) and modified PDQ-39 (p = 0.022). CONCLUSIONS This is the first study to demonstrate the feasibility and improvement in hand dexterity assessed by the PPT for patients diagnosed with PD after a 12-week home calligraphic training program. A significant improvement was noted in the QoL measurements, such as the PDQ-39, modified PDQ-39, and EuroQoL-5D.Implications for RehabilitationMost patients with Parkinson's disease suffer from impaired manual dexterity, making it difficult to perform activities of daily living such as eating, buttoning, or shaving.A 12-week home calligraphic training program could improve hand dexterity in these patients.The advantage of this home calligraphic trainingis is that it is an easy-to-perform, low-cost and no side effects.This training also improves their quality of life.
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Affiliation(s)
- Sara Llamas-Velasco
- Department of Neurology, Hospital Universitario 12 de Octubre, Madrid, Spain
- Network Center for Biomedical Research in Neurodegenerative Diseases (CIBERNED)
- Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Madrid, Spain
| | - Carmen Romero Ferreiro
- Epidemiology Section, Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Madrid, Spain
- Faculty of Health Sciences, Universidad Francisco de Vitoria, Madrid, Spain
| | | | | | - Victor Antonio Blanco-Palmero
- Department of Neurology, Hospital Universitario 12 de Octubre, Madrid, Spain
- Network Center for Biomedical Research in Neurodegenerative Diseases (CIBERNED)
- Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Madrid, Spain
| | | | - David Andrés Pérez Martínez
- Department of Neurology, Hospital Universitario 12 de Octubre, Madrid, Spain
- Network Center for Biomedical Research in Neurodegenerative Diseases (CIBERNED)
- Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Madrid, Spain
- Department of Medicine, Universidad Complutense, Madrid, Spain
| | - Antonio Méndez-Guerrero
- Department of Neurology, Hospital Universitario 12 de Octubre, Madrid, Spain
- Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Madrid, Spain
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18
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The significance of micrographia as a clinical feature of Parkinson's disease and underlying pathophysiology. Neurol Sci 2023; 44:1791-1793. [PMID: 36593420 DOI: 10.1007/s10072-022-06590-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Accepted: 12/27/2022] [Indexed: 01/04/2023]
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19
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Panyakaew P, Duangjino K, Kerddonfag A, Ploensin T, Piromsopa K, Kongkamol C, Bhidayasiri R. Exploring the Complex Phenotypes of Impaired Finger Dexterity in Mild-to-moderate Stage Parkinson's Disease: A Time-Series Analysis. JOURNAL OF PARKINSON'S DISEASE 2023; 13:975-988. [PMID: 37574743 PMCID: PMC10578277 DOI: 10.3233/jpd-230029] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 07/17/2023] [Indexed: 08/15/2023]
Abstract
BACKGROUND Impaired dexterity is an early motor symptom in Parkinson's disease (PD) that significantly impacts the daily activity of patients; however, what constitutes complex dexterous movements remains controversial. OBJECTIVE To explore the characteristics of finger dexterity in mild-to-moderate stage PD. METHODS We quantitatively assessed finger dexterity in 48 mild-to-moderate stage PD patients and 49 age-matched controls using a simple alternating two-finger typing test for 15 seconds. Time-series analyses of various kinematic parameters with machine learning were compared between sides and groups. RESULTS Both the more and less affected hands of patients with PD had significantly lower typing frequency and slower typing velocity than the non-dominant and the dominant hands of controls (p = 0.019, p = 0.016, p < 0.001, p < 0.001). The slope of the typing velocity decreased with time, indicating a sequence effect in the PD group. A typing duration of 6 seconds was determined sufficient to discriminate PD patients from controls. Typing error, repetition, and repetition rate were significantly higher in the more affected hands of patients with PD than in the non-dominant hand of controls (p < 0.001, p = 0.03, p < 0.001). The error rate was constant, whereas the repetition rate was steep during the initiation of typing. A predictive model of the more affected hand demonstrated an accuracy of 70% in differentiating PD patients from controls. CONCLUSION Our study demonstrated complex components of impaired finger dexterity in mild-to-moderate stage PD, namely bradykinesia with sequence effects, error, and repetition at the initiation of movement, suggesting that multiple neural networks may be involved in dexterity deficits in PD.
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Affiliation(s)
- Pattamon Panyakaew
- Chulalongkorn Centre of Excellence for Parkinson’s Disease & Related Disorders, Division of Neurology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand
| | - Kotchakorn Duangjino
- Chulalongkorn Centre of Excellence for Parkinson’s Disease & Related Disorders, Division of Neurology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand
| | - Apiwoot Kerddonfag
- Chulalongkorn Centre of Excellence for Parkinson’s Disease & Related Disorders, Division of Neurology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand
| | - Teerit Ploensin
- Department of Computer Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok, Thailand
| | - Krerk Piromsopa
- Department of Computer Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok, Thailand
- Research Group on Applied Computer Engineering Technology for Medicine and Healthcare, Faculty of Engineering, Chulalongkorn University, Bangkok, Thailand
| | - Chanon Kongkamol
- Department of Family and Prevention Medicine, Faculty of Medicine, Prince of Songkla University, Bangkok, Thailand
| | - Roongroj Bhidayasiri
- Chulalongkorn Centre of Excellence for Parkinson’s Disease & Related Disorders, Division of Neurology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand
- The Academy of Science, The Royal Society of Thailand, Bangkok, Thailand
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20
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Yang Y, Li J, Zhang J, Zhou K, Kao HSR, Bi H, Xu M. Personality traits modulate the neural responses to handwriting processing. Ann N Y Acad Sci 2022; 1516:222-233. [PMID: 35899373 PMCID: PMC9796404 DOI: 10.1111/nyas.14871] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Handwriting is a vital skill for everyday human activities. It has a wealth of information about writers' characteristics and can hint toward underlying neurological conditions, such as Parkinson's disease, autism, dyslexia, and attention-deficit/hyperactivity disorder (ADHD). Many previous studies have reported a link between personality and individual differences in handwriting, but the evidence for the relationship tends to be anecdotal in nature. Using functional magnetic resonance imaging (fMRI), we examined whether the association between personality traits and handwriting was instantiated at the neural level. Results showed that the personality trait of conscientiousness modulated brain activation in the left premotor cortex and right inferior/middle frontal gyrus, which may reflect the impact of personality on orthography-to-grapheme transformation and executive control involved in handwriting. Such correlations were not observed in symbol-drawing or word-reading tasks, suggesting the specificity of the link between conscientiousness and handwriting in these regions. Moreover, using a connectome-based predictive modeling approach, we found that individuals' conscientiousness scores could be predicted based on handwriting-related functional brain networks, suggesting that the influence of personality on handwriting may occur within a broader network. Our findings provide neural evidence for the link between personality and handwriting processing, extending our understanding of the nature of individual differences in handwriting.
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Affiliation(s)
- Yang Yang
- CAS Key Laboratory of Behavioral Science, Center for Brain Science and Learning DifficultiesInstitute of Psychology, Chinese Academy of SciencesBeijingChina,Department of PsychologyUniversity of Chinese Academy of SciencesBeijingChina
| | - Junjun Li
- CAS Key Laboratory of Behavioral Science, Center for Brain Science and Learning DifficultiesInstitute of Psychology, Chinese Academy of SciencesBeijingChina,Department of PsychologyUniversity of Chinese Academy of SciencesBeijingChina
| | - Jun Zhang
- College of EducationCapital Normal UniversityBeijingChina
| | - Ke Zhou
- Beijing Key Laboratory of Applied Experimental Psychology, School of PsychologyBeijing Normal UniversityBeijingChina
| | - Henry S. R. Kao
- Department of PsychologyUniversity of Hong KongHong KongChina
| | - Hong‐Yan Bi
- CAS Key Laboratory of Behavioral Science, Center for Brain Science and Learning DifficultiesInstitute of Psychology, Chinese Academy of SciencesBeijingChina,Department of PsychologyUniversity of Chinese Academy of SciencesBeijingChina
| | - Min Xu
- Center for Brain Disorders and Cognitive Sciences, School of PsychologyShenzhen UniversityShenzhenChina
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21
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Guida P, Michiels M, Redgrave P, Luque D, Obeso I. An fMRI meta-analysis of the role of the striatum in everyday-life vs laboratory-developed habits. Neurosci Biobehav Rev 2022; 141:104826. [PMID: 35963543 DOI: 10.1016/j.neubiorev.2022.104826] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Revised: 07/17/2022] [Accepted: 08/09/2022] [Indexed: 11/30/2022]
Abstract
The dorsolateral striatum plays a critical role in the acquisition and expression of stimulus-response habits that are learned in experimental laboratories. Here, we use meta-analytic procedures to contrast the neural circuits activated by laboratory-acquired habits with those activated by stimulus-response behaviours acquired in everyday-life. We confirmed that newly learned habits rely more on the anterior putamen with activation extending into caudate and nucleus accumbens. Motor and associative components of everyday-life habits were identified. We found that motor-dominant stimulus-response associations developed outside the laboratory primarily engaged posterior dorsal putamen, supplementary motor area (SMA) and cerebellum. Importantly, associative components were also represented in the posterior putamen. Thus, common neural representations for both naturalistic and laboratory-based habits were found in the left posterior and right anterior putamen. These findings suggest a partial common striatal substrate for habitual actions that are performed predominantly by stimulus-response associations represented in the posterior striatum. The overlapping neural substrates for laboratory and everyday-life habits supports the use of both methods for the analysis of habitual behaviour.
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Affiliation(s)
- Pasqualina Guida
- HM CINAC, Centro Integral de Neurociencias AC. Hospital Universitario HM Puerta del Sur, HM Hospitales, Madrid, Spain; CIBERNED, Instituto de Salud Carlos III, Madrid, Spain; Ph.D. Program in Neuroscience, Universidad Autónoma de Madrid Cajal Institute, Madrid 28029, Spain
| | - Mario Michiels
- HM CINAC, Centro Integral de Neurociencias AC. Hospital Universitario HM Puerta del Sur, HM Hospitales, Madrid, Spain; CIBERNED, Instituto de Salud Carlos III, Madrid, Spain; Ph.D. Program in Neuroscience, Universidad Autónoma de Madrid Cajal Institute, Madrid 28029, Spain
| | - Peter Redgrave
- Department of Psychology, University of Sheffield, Sheffield S10 2TN, UK
| | - David Luque
- Departamento de Psicología Básica, Universidad Autónoma de Madrid, Madrid, Spain; Departamento de Psicología Básica, Universidad de Málaga, Madrid, Spain
| | - Ignacio Obeso
- HM CINAC, Centro Integral de Neurociencias AC. Hospital Universitario HM Puerta del Sur, HM Hospitales, Madrid, Spain; CIBERNED, Instituto de Salud Carlos III, Madrid, Spain; Psychobiology department, Complutense University of Madrid, Madrid, Spain.
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22
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Chen R, Berardelli A, Bhattacharya A, Bologna M, Chen KHS, Fasano A, Helmich RC, Hutchison WD, Kamble N, Kühn AA, Macerollo A, Neumann WJ, Pal PK, Paparella G, Suppa A, Udupa K. Clinical neurophysiology of Parkinson's disease and parkinsonism. Clin Neurophysiol Pract 2022; 7:201-227. [PMID: 35899019 PMCID: PMC9309229 DOI: 10.1016/j.cnp.2022.06.002] [Citation(s) in RCA: 39] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2022] [Revised: 06/11/2022] [Accepted: 06/22/2022] [Indexed: 01/01/2023] Open
Abstract
This review is part of the series on the clinical neurophysiology of movement disorders and focuses on Parkinson’s disease and parkinsonism. The pathophysiology of cardinal parkinsonian motor symptoms and myoclonus are reviewed. The recordings from microelectrode and deep brain stimulation electrodes are reported in detail.
This review is part of the series on the clinical neurophysiology of movement disorders. It focuses on Parkinson’s disease and parkinsonism. The topics covered include the pathophysiology of tremor, rigidity and bradykinesia, balance and gait disturbance and myoclonus in Parkinson’s disease. The use of electroencephalography, electromyography, long latency reflexes, cutaneous silent period, studies of cortical excitability with single and paired transcranial magnetic stimulation, studies of plasticity, intraoperative microelectrode recordings and recording of local field potentials from deep brain stimulation, and electrocorticography are also reviewed. In addition to advancing knowledge of pathophysiology, neurophysiological studies can be useful in refining the diagnosis, localization of surgical targets, and help to develop novel therapies for Parkinson’s disease.
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Affiliation(s)
- Robert Chen
- Krembil Research Institute, University Health Network, Toronto, Ontario, Canada.,Division of Neurology, Department of Medicine, University of Toronto, Ontario, Canada.,Edmond J. Safra Program in Parkinson's Disease, Toronto Western Hospital, University Health Network, Toronto, Ontario, Canada
| | - Alfredo Berardelli
- Department of Human Neurosciences, Sapienza University of Rome, Italy.,IRCCS Neuromed Pozzilli (IS), Italy
| | - Amitabh Bhattacharya
- Department of Neurology, National Institute of Mental Health & Neurosciences (NIMHANS), Bangalore, India
| | - Matteo Bologna
- Department of Human Neurosciences, Sapienza University of Rome, Italy.,IRCCS Neuromed Pozzilli (IS), Italy
| | - Kai-Hsiang Stanley Chen
- Department of Neurology, National Taiwan University Hospital Hsinchu Branch, Hsinchu, Taiwan
| | - Alfonso Fasano
- Krembil Research Institute, University Health Network, Toronto, Ontario, Canada.,Division of Neurology, Department of Medicine, University of Toronto, Ontario, Canada.,Edmond J. Safra Program in Parkinson's Disease, Toronto Western Hospital, University Health Network, Toronto, Ontario, Canada
| | - Rick C Helmich
- Radboud University Medical Centre, Donders Institute for Brain, Cognition and Behaviour, Department of Neurology and Centre of Expertise for Parkinson & Movement Disorders, Nijmegen, the Netherlands
| | - William D Hutchison
- Krembil Research Institute, University Health Network, Toronto, Ontario, Canada.,Departments of Surgery and Physiology, University of Toronto, Toronto, Ontario, Canada
| | - Nitish Kamble
- Department of Neurology, National Institute of Mental Health & Neurosciences (NIMHANS), Bangalore, India
| | - Andrea A Kühn
- Department of Neurology, Movement Disorder and Neuromodulation Unit, Charité - Universitätsmedizin Berlin, Germany
| | - Antonella Macerollo
- Institute of Systems, Molecular and Integrative Biology, University of Liverpool, United Kingdom.,The Walton Centre NHS Foundation Trust for Neurology and Neurosurgery, Liverpool, United Kingdom
| | - Wolf-Julian Neumann
- Department of Neurology, Movement Disorder and Neuromodulation Unit, Charité - Universitätsmedizin Berlin, Germany
| | - Pramod Kumar Pal
- Department of Neurology, National Institute of Mental Health & Neurosciences (NIMHANS), Bangalore, India
| | | | - Antonio Suppa
- Department of Human Neurosciences, Sapienza University of Rome, Italy.,IRCCS Neuromed Pozzilli (IS), Italy
| | - Kaviraja Udupa
- Department of Neurophysiology National Institute of Mental Health & Neurosciences (NIMHANS), Bangalore, India
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23
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Wen X, Chi S, Yu Y, Wang G, Zhang X, Wang Z, Gesang M, Luo B. The Cerebellum is Involved in Motor Improvements After Repetitive Transcranial Magnetic Stimulation in Parkinson's Disease Patients. Neuroscience 2022; 499:1-11. [PMID: 35817220 DOI: 10.1016/j.neuroscience.2022.07.004] [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: 03/18/2022] [Revised: 07/01/2022] [Accepted: 07/04/2022] [Indexed: 10/17/2022]
Abstract
Accumulating evidence indicates that repetitive transcranial magnetic stimulation (rTMS) ameliorates motor symptoms in patients with Parkinson's disease (PD); however, patients' responses to rTMS are different. Here, we aimed to explore neural activity changes in patients with PD exhibiting different responses to high-frequency rTMS treatments using functional magnetic resonance imaging (fMRI). We treated 24 patients with PD using 10-session rTMS (10 Hz) over the supplementary motor area (SMA) for 10 days. Resting-state functional magnetic resonance imaging (rs-fMRI), the Unified Parkinson's Disease Rating Scale Part III (UPDRS-III) and other neuropsychological scales were performed at the baseline and endpoint of rTMS treatment. The changes in the fractional amplitude of low-frequency fluctuation (fALFF) were calculated. Significant improvements were observed in motor symptoms, especially in the sub-symptoms of bradykinesia. All the participants were subsequently stratified into responders and non-responders according to the UPDRS-III reduction. We identified increased fALFF values in the left Crus II of the cerebellar hemisphere and bilateral thalamus as responsive signs to rTMS. Furthermore, the motor response to rTMS over the SMA, measured by the reduction in UPDRS-III and bradykinesia scores, was positively associated with increased fALFF values in the left Crus2 of cerebellar hemisphere, left lobule VIIB of cerebellar hemisphere, right lobule VI of the cerebellar hemisphere, and the right postcentral gyrus. These findings provide evidence for the involvement of cerebellar activity in the motor response to rTMS treatment.
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Affiliation(s)
- Xinrui Wen
- Department of Neurology & Brain Medical Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Shumei Chi
- Department of Neurology, Affiliated Mental Health Center & Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou, China.
| | - Yang Yu
- Department of Physical Medicine and Rehabilitation of the Affiliated Sir Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Guanjun Wang
- Department of Radiology, Affiliated Mental Health Center & Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Xiaoying Zhang
- Department of Neurology, Affiliated Mental Health Center & Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Zheng Wang
- Department of Neurology, Affiliated Mental Health Center & Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Meiduo Gesang
- Department of Neurology, Affiliated Mental Health Center & Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Benyan Luo
- Department of Neurology & Brain Medical Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
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24
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Eklund M, Nuuttila S, Joutsa J, Jaakkola E, Mäkinen E, Honkanen EA, Lindholm K, Vahlberg T, Noponen T, Ihalainen T, Murtomäki K, Nojonen T, Levo R, Mertsalmi T, Scheperjans F, Kaasinen V. Diagnostic value of micrographia in Parkinson's disease: a study with [ 123I]FP-CIT SPECT. J Neural Transm (Vienna) 2022; 129:895-904. [PMID: 35624405 PMCID: PMC9217822 DOI: 10.1007/s00702-022-02517-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Accepted: 05/11/2022] [Indexed: 11/25/2022]
Abstract
Micrographia is a common symptom of Parkinson’s disease (PD), and it may precede other motor symptoms. Despite the high prevalence of micrographia in PD, its neurobiological mechanisms are not known. Given that levodopa may alleviate consistent micrographia and that nondopaminergic essential tremor (ET) is not associated with micrographia, micrographia could possibly be used as an ancillary diagnostic method that reflects nigrostriatal dopamine function. We evaluated the usefulness of micrographia as a simple one-sentence writing test in differentiating PD from ET. A total of 146 PD patients, 42 ET patients and 38 healthy controls provided writing samples and were scanned with brain [123I]FP-CIT dopamine transporter (DAT) SPECT imaging with ROI-based and voxelwise analyses. The diagnostic accuracy of micrographia was evaluated and compared to that of DAT binding. Compared to ET and healthy controls, PD patients showed micrographia (consistent, 25.6% smaller area of handwriting sample in PD compared to ET, p = 0.002, and 27.2% smaller area of handwriting compared to healthy controls, p = 0.004). PD patients showed 133% more severe progressive micrographia compared with ET patients (median b = − 0.14 in PD, b = − 0.06 in ET, p = 0.021). In early unmedicated cognitively normal patients, consistent micrographia showed 71.2% specificity and 87.5% sensitivity in PD versus ET differentiation, but micrographia had no correlation with striatal or extrastriatal [123I]FP-CIT binding in patients with PD. The one-sentence micrographia test shows moderately good accuracy in PD versus ET differentiation. The severity of micrographia has no relationship with DAT binding, suggesting nondopaminergic mechanism of micrographia in PD. ClinicalTrials.gov identifier: NCT02650843 (NMDAT study).
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Affiliation(s)
- Mikael Eklund
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland. .,Neurocenter, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland. .,Turku PET Centre, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland.
| | - Simo Nuuttila
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland.,Neurocenter, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland
| | - Juho Joutsa
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland.,Neurocenter, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland.,Turku PET Centre, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland.,Turku Brain and Mind Center, University of Turku, FI-20014, Turku, Finland
| | - Elina Jaakkola
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland.,Neurocenter, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland
| | - Elina Mäkinen
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland.,Department of Neurology, Helsinki University Hospital HUS, Helsinki, Finland.,Department of Clinical Neurosciences, University of Helsinki HUS, PO Box 800, FI-00029, Helsinki, Finland
| | - Emma A Honkanen
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland.,Neurocenter, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland.,Turku PET Centre, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland
| | - Kari Lindholm
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland.,Neurocenter, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland
| | - Tero Vahlberg
- Clinical Medicine, Biostatistics, University of Turku and Turku University Hospital, PO Box 52, FI-20521, Turku, Finland
| | - Tommi Noponen
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland.,Department of Medical Physics, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland
| | - Toni Ihalainen
- HUS Medical Imaging Center, Clinical Physiology and Nuclear Medicine, University of Helsinki and Helsinki University Hospital HUS, PO Box 800, FI-00029, Helsinki, Finland
| | - Kirsi Murtomäki
- Department of Neurology, Helsinki University Hospital HUS, Helsinki, Finland.,Department of Clinical Neurosciences, University of Helsinki HUS, PO Box 800, FI-00029, Helsinki, Finland
| | - Tanja Nojonen
- Department of Neurology, Helsinki University Hospital HUS, Helsinki, Finland.,Department of Clinical Neurosciences, University of Helsinki HUS, PO Box 800, FI-00029, Helsinki, Finland
| | - Reeta Levo
- Department of Neurology, Helsinki University Hospital HUS, Helsinki, Finland.,Department of Clinical Neurosciences, University of Helsinki HUS, PO Box 800, FI-00029, Helsinki, Finland
| | - Tuomas Mertsalmi
- Department of Neurology, Helsinki University Hospital HUS, Helsinki, Finland.,Department of Clinical Neurosciences, University of Helsinki HUS, PO Box 800, FI-00029, Helsinki, Finland
| | - Filip Scheperjans
- Department of Neurology, Helsinki University Hospital HUS, Helsinki, Finland.,Department of Clinical Neurosciences, University of Helsinki HUS, PO Box 800, FI-00029, Helsinki, Finland
| | - Valtteri Kaasinen
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland.,Neurocenter, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland.,Turku Brain and Mind Center, University of Turku, FI-20014, Turku, Finland
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25
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Asci F, Scardapane S, Zampogna A, D’Onofrio V, Testa L, Patera M, Falletti M, Marsili L, Suppa A. Handwriting Declines With Human Aging: A Machine Learning Study. Front Aging Neurosci 2022; 14:889930. [PMID: 35601625 PMCID: PMC9120912 DOI: 10.3389/fnagi.2022.889930] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Accepted: 04/19/2022] [Indexed: 11/13/2022] Open
Abstract
BackgroundHandwriting is an acquired complex cognitive and motor skill resulting from the activation of a widespread brain network. Handwriting therefore may provide biologically relevant information on health status. Also, handwriting can be collected easily in an ecological scenario, through safe, cheap, and largely available tools. Hence, objective handwriting analysis through artificial intelligence would represent an innovative strategy for telemedicine purposes in healthy subjects and people affected by neurological disorders.Materials and MethodsOne-hundred and fifty-six healthy subjects (61 males; 49.6 ± 20.4 years) were enrolled and divided according to age into three subgroups: Younger adults (YA), middle-aged adults (MA), and older adults (OA). Participants performed an ecological handwriting task that was digitalized through smartphones. Data underwent the DBNet algorithm for measuring and comparing the average stroke sizes in the three groups. A convolutional neural network (CNN) was also used to classify handwriting samples. Lastly, receiver operating characteristic (ROC) curves and sensitivity, specificity, positive, negative predictive values (PPV, NPV), accuracy and area under the curve (AUC) were calculated to report the performance of the algorithm.ResultsStroke sizes were significantly smaller in OA than in MA and YA. The CNN classifier objectively discriminated YA vs. OA (sensitivity = 82%, specificity = 80%, PPV = 78%, NPV = 79%, accuracy = 77%, and AUC = 0.84), MA vs. OA (sensitivity = 84%, specificity = 56%, PPV = 78%, NPV = 73%, accuracy = 74%, and AUC = 0.7), and YA vs. MA (sensitivity = 75%, specificity = 82%, PPV = 79%, NPV = 83%, accuracy = 79%, and AUC = 0.83).DiscussionHandwriting progressively declines with human aging. The effect of physiological aging on handwriting abilities can be detected remotely and objectively by using machine learning algorithms.
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Affiliation(s)
| | - Simone Scardapane
- Department of Information, Electronic and Communication Engineering (DIET), Sapienza University of Rome, Rome, Italy
| | | | | | - Lucia Testa
- Department of Informatic, Automatic and Gestional Engineering (DIAG), Sapienza University of Rome, Rome, Italy
| | - Martina Patera
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | - Marco Falletti
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | - Luca Marsili
- Department of Neurology, Gardner Family Center for Parkinson’s Disease and Movement Disorders, University of Cincinnati, Cincinnati, OH, United States
| | - Antonio Suppa
- IRCCS Neuromed Institute, Pozzilli, Italy
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
- *Correspondence: Antonio Suppa,
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26
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Associations between resting-state functional connectivity changes and prolonged benefits of writing training in Parkinson's disease. J Neurol 2022; 269:4696-4707. [PMID: 35420350 DOI: 10.1007/s00415-022-11098-8] [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: 12/31/2021] [Revised: 03/21/2022] [Accepted: 03/23/2022] [Indexed: 10/18/2022]
Abstract
BACKGROUND Our earlier work showed that automaticity and retention of writing skills improved with intensive writing training in Parkinson's disease (PD). However, whether this training changed the resting-state networks in the brain and how these changes underlie retention of motor learning is currently unknown. OBJECTIVE To examine changes in resting-state functional connectivity (rs-FC) and their relation to behavioral changes immediately after writing training and at 6 week follow-up. METHODS Twenty-five PD patients underwent resting-state fMRI (ON medication) before and after 6 weeks writing training. Motor learning was evaluated with a dual task paradigm pre- and post-training and at follow-up. Next, pre-post within-network changes in rs-FC were identified by an independent component analysis. Significant clusters were used as seeds in ROI-to-ROI analyses and rs-FC changes were correlated with changes in behavioral performance over time. RESULTS Similar to our larger cohort findings, writing accuracy in single and dual task conditions improved post-training and this was maintained at follow-up. Connectivity within the dorsal attentional network (DAN) increased pre-post training, particularly with the right superior and middle temporal gyrus (rS/MTG). This cluster also proved more strongly connected to parietal and frontal areas and to cerebellar regions. Behavioral improvements from pre- to post-training and follow-up correlated with increased rs-FC between rS/MTG and the cerebellum. CONCLUSIONS Training-driven improvements in dual task writing led to functional reorganization within the DAN and increased connectivity with cerebellar areas. These changes were associated with the retention of writing gains and could signify task-specific neural changes or an inability to segregate neural networks.
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27
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Novel insights into the effects of levodopa on the up- and downstrokes of writing sequences. J Neural Transm (Vienna) 2022; 129:379-386. [PMID: 35357564 DOI: 10.1007/s00702-022-02493-6] [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: 02/02/2022] [Accepted: 03/16/2022] [Indexed: 10/18/2022]
Abstract
Motor control of automatized and overlearned sequences, such as writing, is affected in Parkinson's disease (PD), impacting patients' daily life. Medication effects on motor performance are not only task-specific, but also variable within tasks. The nature of this variance is still unclear. This study aimed to investigate whether medication affects writing sequences differently when producing up- or downstrokes. Writing was assessed in healthy controls (HC) (N = 31) and PD (N = 32), when ON and OFF medication in a randomized order (interspersed by two months). Subjects wrote a sequential pattern with an increasing size on a digital tablet. Writing outcomes were movement vigor (amplitude and velocity), error and end-point variability, and sequence continuation, calculated separately for up- and downstrokes. Results showed that PD patients OFF-medication reduced movement vigor (amplitude) for up- and downstrokes compared to HC. Clear deficits were found for up- but not for downstroke error in PD patients in OFF, suggesting a directional bias. Dopaminergic medication improved motor vigor by increasing writing amplitude and upstroke continuation, but this occurred at the cost of the downstroke trajectory. Other writing outcomes did not improve with medication intake. In conclusion, we interpret these findings as that the impact of dopamine is complex, highly task-specific, supporting the most highly energy demanding components of a writing sequence. As medication did not regulate downstroke writing, we recommend supplementary training to address task demands that were less modulated by dopamine (registration: https://osf.io/gk5q8/ , 17 July 2018).
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28
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Tsai MC, Sung YF. Handwriting impairment in a case of adult-onset leukoencephalopathy with axonal spheroids and pigmented glia caused by a novel mutation in the CSF1R gene. Neurol Sci 2022; 43:2109-2110. [DOI: 10.1007/s10072-021-05819-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Accepted: 12/09/2021] [Indexed: 10/19/2022]
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29
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Liebert A, Bicknell B, Laakso EL, Jalilitabaei P, Tilley S, Kiat H, Mitrofanis J. Remote Photobiomodulation Treatment for the Clinical Signs of Parkinson's Disease: A Case Series Conducted During COVID-19. Photobiomodul Photomed Laser Surg 2022; 40:112-122. [PMID: 34919459 DOI: 10.1089/photob.2021.0056] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Objective: To assess whether remote application of photobiomodulation (PBM) is effective in reducing clinical signs of Parkinson's disease (PD). Background: PD is a progressive neurodegenerative disease for which there is no cure and few treatment options. There is a strong link between the microbiome-gut-brain axis and PD. PBM in animal models can reduce the signs of PD and protect the neurons from damage when applied directly to the head or to remote parts of the body. In a clinical study, PBM has been shown to improve clinical signs of PD for up to 1 year. Methods: Seven participants were treated with PBM to the abdomen and neck three times per week for 12 weeks. Participants were assessed for mobility, balance, cognition, fine motor skill, and sense of smell on enrolment, after 12 weeks of treatment in a clinic and after 33 weeks of home treatment. Results: A number of clinical signs of PD were shown to be improved by remote PBM treatment, including mobility, cognition, dynamic balance, spiral test, and sense of smell. Improvements were individual to the participant. Some improvements were lost for certain participants during at-home treatment, which coincided with a number of enforced coronavirus disease 2019 (COVID-19) pandemic lockdown periods. Conclusions: Remote application of PBM was shown to be an effective treatment for a number of clinical signs of PD, with some being maintained for 45 weeks, despite lockdown restrictions. Improvements in clinical signs were similar to those seen with the application of remote plus transcranial PBM treatment in a previous study. Clinical Trial Registration number: U1111-1205-2035.
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Affiliation(s)
- Ann Liebert
- Faculty of Medicine and Health Sciences, Sydney University, Camperdown, Australia.,Office of Research and Governance, Adventist Hospital, Wahroonga, Australia
| | - Brian Bicknell
- Faculty of Health Sciences, Australian Catholic University, North Sydney, Australia
| | - E-Liisa Laakso
- Mater Research Institute, University of Queensland, South Brisbane, Australia.,Menzies Health Institute, Griffith University, Gold Coast, Australia
| | | | | | - Hosen Kiat
- Cardiac Health Institute, Epping, Australia.,Department of Clinical Medicine, Macquarie University, Macquarie Park, Australia
| | - John Mitrofanis
- Faculty of Medicine and Health Sciences, Sydney University, Camperdown, Australia
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30
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Bange M, Gonzalez-Escamilla G, Marquardt T, Radetz A, Dresel C, Herz D, Schöllhorn WI, Groppa S, Muthuraman M. Deficient Interhemispheric Connectivity Underlies Movement Irregularities in Parkinson's Disease. JOURNAL OF PARKINSON'S DISEASE 2022; 12:381-395. [PMID: 34719510 DOI: 10.3233/jpd-212840] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
BACKGROUND Movement execution is impaired in patients with Parkinson's disease. Evolving neurodegeneration leads to altered connectivity between distinct regions of the brain and altered activity at interconnected areas. How connectivity alterations influence complex movements like drawing spirals in Parkinson's disease patients remains largely unexplored. OBJECTIVE We investigated whether deteriorations in interregional connectivity relate to impaired execution of drawing. METHODS Twenty-nine patients and 31 age-matched healthy control participants drew spirals with both hands on a digital graphics tablet, and the regularity of drawing execution was evaluated by sample entropy. We recorded resting-state fMRI and task-related EEG, and calculated the time-resolved partial directed coherence to estimate effective connectivity for both imaging modalities to determine the extent and directionality of interregional interactions. RESULTS Movement performance in Parkinson's disease patients was characterized by increased sample entropy, corresponding to enhanced irregularities in task execution. Effective connectivity between the motor cortices of both hemispheres, derived from resting-state fMRI, was significantly reduced in Parkinson's disease patients in comparison to controls. The connectivity strength in the nondominant to dominant hemisphere direction in both modalities was inversely correlated with irregularities during drawing, but not with the clinical state. CONCLUSION Our findings suggest that interhemispheric connections are affected both at rest and during drawing movements by Parkinson's disease. This provides novel evidence that disruptions of interhemispheric information exchange play a pivotal role for impairments of complex movement execution in Parkinson's disease patients.
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Affiliation(s)
- Manuel Bange
- Section of Movement Disorders and Neurostimulation, Biomedical Statistics and Multimodal Signal Processing Unit, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Gabriel Gonzalez-Escamilla
- Section of Movement Disorders and Neurostimulation, Biomedical Statistics and Multimodal Signal Processing Unit, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Tabea Marquardt
- Section of Movement Disorders and Neurostimulation, Biomedical Statistics and Multimodal Signal Processing Unit, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Angela Radetz
- Section of Movement Disorders and Neurostimulation, Biomedical Statistics and Multimodal Signal Processing Unit, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Christian Dresel
- Section of Movement Disorders and Neurostimulation, Biomedical Statistics and Multimodal Signal Processing Unit, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Damian Herz
- Section of Movement Disorders and Neurostimulation, Biomedical Statistics and Multimodal Signal Processing Unit, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
- MRC Brain Network Dynamics Unit, Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital, University of Oxford, UK
| | | | - Sergiu Groppa
- Section of Movement Disorders and Neurostimulation, Biomedical Statistics and Multimodal Signal Processing Unit, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Muthuraman Muthuraman
- Section of Movement Disorders and Neurostimulation, Biomedical Statistics and Multimodal Signal Processing Unit, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
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31
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Bange M, Gonzalez-Escamilla G, Lang NSC, Ding H, Radetz A, Herz DM, Schöllhorn WI, Muthuraman M, Groppa S. Gait Abnormalities in Parkinson's Disease Are Associated with Extracellular Free-Water Characteristics in the Substantia Nigra. JOURNAL OF PARKINSON'S DISEASE 2022; 12:1575-1590. [PMID: 35570500 DOI: 10.3233/jpd-223225] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
BACKGROUND Gait impairments are common in Parkinson's disease (PD). The pathological mechanisms are complex and not thoroughly elucidated, thus quantitative and objective parameters that closely relate to gait characteristics are critically needed to improve the diagnostic assessments and monitor disease progression. The substantia nigra is a relay structure within basal ganglia brainstem loops that is centrally involved in gait modulation. OBJECTIVE We tested the hypothesis that quantitative gait biomechanics are related to the microstructural integrity of the substantia nigra and PD-relevant gait abnormalities are independent from bradykinesia-linked speed reductions. METHODS Thirty-eight PD patients and 33 age-matched control participants walked on a treadmill at fixed speeds. Gait parameters were fed into a principal component analysis to delineate relevant features. We applied the neurite orientation dispersion and density imaging (NODDI) model on diffusion-weighted MR-images to calculate the free-water content as an advanced marker of microstructural integrity of the substantia nigra and tested its associations with gait parameters. RESULTS Patients showed increased duration of stance phase, load response, pre-swing, and double support time, as well as reduced duration of single support and swing time. Gait rhythmic alterations associated positively with the free-water content in the right substantia nigra in PD, indicating that patients with more severe neurodegeneration extend the duration of stance phase, load response, and pre-swing. CONCLUSION The results provide evidence that gait alterations are not merely a byproduct of bradykinesia-related reduced walking speed. The data-supported association between free-water and the rhythmic component highlights the potential of substantia nigra microstructure imaging as a measure of gait-dysfunction and disease-progression.
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Affiliation(s)
- Manuel Bange
- Section of Movement Disorders and Neurostimulation, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Gabriel Gonzalez-Escamilla
- Section of Movement Disorders and Neurostimulation, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Nadine Sandra Claudia Lang
- Section of Movement Disorders and Neurostimulation, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Hao Ding
- Section of Movement Disorders and Neurostimulation, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Angela Radetz
- Section of Movement Disorders and Neurostimulation, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Damian Marc Herz
- Section of Movement Disorders and Neurostimulation, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
- MRC Brain Network Dynamics Unit at the University of Oxford, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK
| | | | - Muthuraman Muthuraman
- Section of Movement Disorders and Neurostimulation, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Sergiu Groppa
- Section of Movement Disorders and Neurostimulation, Department of Neurology, Focus Program Translational Neuroscience (FTN), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
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32
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D'Cruz N, Nieuwboer A. Can Motor Arrests in Other Effectors Be Used as Valid Markers of Freezing of Gait? Front Hum Neurosci 2021; 15:808734. [PMID: 34975441 PMCID: PMC8716925 DOI: 10.3389/fnhum.2021.808734] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Accepted: 11/22/2021] [Indexed: 11/20/2022] Open
Affiliation(s)
| | - Alice Nieuwboer
- KU Leuven, Department of Rehabilitation Sciences, Neurorehabilitation Research Group, Leuven, Belgium
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33
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Radmard S, Ortega RA, Ford B, Vanegas-Arroyave N, McKhann GM, Sheth SA, Winfield L, Luciano MS, Saunders-Pullman R, Pullman SL. Using computerized spiral analysis to evaluate deep brain stimulation outcomes in Parkinson disease. Clin Neurol Neurosurg 2021; 208:106878. [PMID: 34418700 DOI: 10.1016/j.clineuro.2021.106878] [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: 03/23/2021] [Revised: 08/02/2021] [Accepted: 08/04/2021] [Indexed: 11/26/2022]
Abstract
OBJECTIVE To determine whether spiral analysis can monitor the effects of deep brain stimulation (DBS) in Parkinson disease (PD) and provide a window on clinical features that change post-operatively. Clinical evaluation after DBS is subjective and insensitive to small changes. Spiral analysis is a computerized test that quantifies kinematic, dynamic, and spatial aspects of spiral drawing. Validated computational indices are generated and correlate with a range of clinically relevant motor findings. These include measures of overall clinical severity (Severity), bradykinesia and rigidity (Smoothness), amount of tremor (Tremor), irregularity of drawing movements (Variability), and micrographia (Tightness). METHODS We retrospectively evaluated the effect of subthalamic nucleus (STN) (n = 66) and ventral intermediate thalamus (Vim) (n = 10) DBS on spiral drawing in PD subjects using spiral analysis. Subjects freely drew ten spirals on plain paper with an inking pen on a graphics tablet. Five spiral indices (Severity, Smoothness, Tremor, Variability, Tightness) were calculated and compared pre- and post-operatively using Wilcoxon-rank sum tests, adjusting for multiple comparisons. RESULTS Severity improved after STN and Vim DBS (p < 0.005). Smoothness (p < 0.01) and Tremor (p < 0.02) both improved after STN and Vim DBS. Variability improved only with Vim DBS. Neither STN nor Vim DBS significantly changed Tightness. CONCLUSIONS All major spiral indices, except Tightness, improved after DBS. This suggests spiral analysis monitors DBS effects in PD and provides an objective window on relevant clinical features that change post-operatively. It may thus have utilization in clinical trials or investigations into the neural pathways altered by DBS. The lack of change in Tightness supports the notion that DBS does not improve micrographia.
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Affiliation(s)
- Sara Radmard
- Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA.
| | | | - Blair Ford
- Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Nora Vanegas-Arroyave
- Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Guy M McKhann
- Department of Neurological Surgery, Columbia University Irving Medical Center, New York, NY, USA
| | - Sameer A Sheth
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Linda Winfield
- Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Marta San Luciano
- Department of Neurology, Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA, USA
| | | | - Seth L Pullman
- Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
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Li J, Hong L, Bi HY, Yang Y. Functional brain networks underlying automatic and controlled handwriting in Chinese. BRAIN AND LANGUAGE 2021; 219:104962. [PMID: 33984629 DOI: 10.1016/j.bandl.2021.104962] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2020] [Revised: 04/14/2021] [Accepted: 04/15/2021] [Indexed: 06/12/2023]
Abstract
This study aimed to identify the functional brain networks underlying the distinctions between automatic and controlled handwriting in Chinese. Network-based analysis was applied to functional magnetic resonance imaging data collected while adult participants performed a copying task under automatic and speed-controlled conditions. We found significant differences between automatic and speed-controlled handwriting in functional connectivity within and between the frontoparietal network, default mode network, dorsal attention network, somatomotor network and visual network; these differences reflect the variations in general attentional control and task-relevant visuomotor operations. However, no differences in brain activation were detected between the two handwriting conditions, suggesting that the reorganization of functional networks, rather than the modulation of local brain activation, underlies the dissociations between automatic and controlled handwriting in Chinese. Our findings illustrate the brain basis of handwriting automaticity, shedding new light on how handwriting automaticity may be disrupted in individuals with neurological disorders.
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Affiliation(s)
- Junjun Li
- CAS Key Laboratory of Behavioral Science, Center for Brain Science and Learning Difficulties, Institute of Psychology, Chinese Academy of Sciences, Beijing 100101, China; Department of Psychology, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Lei Hong
- Department of Foreign Languages, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Hong-Yan Bi
- CAS Key Laboratory of Behavioral Science, Center for Brain Science and Learning Difficulties, Institute of Psychology, Chinese Academy of Sciences, Beijing 100101, China; Department of Psychology, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Yang Yang
- CAS Key Laboratory of Behavioral Science, Center for Brain Science and Learning Difficulties, Institute of Psychology, Chinese Academy of Sciences, Beijing 100101, China; Department of Psychology, University of Chinese Academy of Sciences, Beijing 100049, China.
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Guerra A, Colella D, Giangrosso M, Cannavacciuolo A, Paparella G, Fabbrini G, Suppa A, Berardelli A, Bologna M. Driving motor cortex oscillations modulates bradykinesia in Parkinson's disease. Brain 2021; 145:224-236. [PMID: 34245244 DOI: 10.1093/brain/awab257] [Citation(s) in RCA: 48] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Revised: 06/16/2021] [Accepted: 06/17/2021] [Indexed: 11/13/2022] Open
Abstract
In Parkinson's disease (PD) patients, beta (β) and gamma (γ) oscillations are altered in the basal ganglia, and this abnormality contributes to the pathophysiology of bradykinesia. However, it is unclear whether β and γ rhythms at the primary motor cortex (M1) level influence bradykinesia. Transcranial alternating current stimulation (tACS) can modulate cortical rhythms by entraining endogenous oscillations. We tested whether β- and γ-tACS on M1 modulate bradykinesia in PD patients by analyzing the kinematic features of repetitive finger tapping, including movement amplitude, velocity, and sequence effect, recorded during β-, γ-, and sham tACS. We also verified whether possible tACS-induced bradykinesia changes depended on modifications in specific M1 circuits, as assessed by short-interval intracortical inhibition (SICI) and short-latency afferent inhibition (SAI). Patients were studied OFF and ON dopaminergic therapy. Results were compared to those obtained in a group of healthy subjects (HS). In patients, movement velocity significantly worsened during β-tACS and movement amplitude improved during γ-tACS, while the sequence effect did not change. In addition, SAI decreased (reduced inhibition) during β-tACS and SICI decreased during both γ- and β-tACS in PD. The effects of tACS were comparable between OFF and ON sessions. In patients OFF therapy, the degree of SICI modulation during β- and γ-tACS correlated with movement velocity and amplitude changes. Moreover, there was a positive correlation between the effect of γ-tACS on movement amplitude and motor symptoms severity. Our results show that cortical β and γ oscillations are relevant in the pathophysiology of bradykinesia in PD and that changes in inhibitory GABA-A-ergic interneuronal activity may reflect compensatory M1 mechanisms to counteract bradykinesia. In conclusion, abnormal oscillations at the M1 level of the basal ganglia-thalamo-cortical network play a relevant role in the pathophysiology of bradykinesia in PD.
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Affiliation(s)
| | - Donato Colella
- Department of Human Neurosciences, Sapienza University of Rome, Italy
| | | | | | | | - Giovanni Fabbrini
- IRCCS Neuromed, Pozzilli (IS), Italy.,Department of Human Neurosciences, Sapienza University of Rome, Italy
| | - Antonio Suppa
- IRCCS Neuromed, Pozzilli (IS), Italy.,Department of Human Neurosciences, Sapienza University of Rome, Italy
| | - Alfredo Berardelli
- IRCCS Neuromed, Pozzilli (IS), Italy.,Department of Human Neurosciences, Sapienza University of Rome, Italy
| | - Matteo Bologna
- IRCCS Neuromed, Pozzilli (IS), Italy.,Department of Human Neurosciences, Sapienza University of Rome, Italy
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Zham P, Poosapadi SA, Kempster P, Raghav S, Nagao KJ, Wong K, Kumar D. Differences in Levodopa Response for Progressive and Non-Progressive Micrographia in Parkinson's Disease. Front Neurol 2021; 12:665112. [PMID: 34046005 PMCID: PMC8147867 DOI: 10.3389/fneur.2021.665112] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2021] [Accepted: 04/09/2021] [Indexed: 11/13/2022] Open
Abstract
Background: Micrographia, one element of the dysgraphia of Parkinson's disease (PD), may be classified according to the presence or absence of a decremental pattern. The decremental form, progressive micrographia, is an expression of the sequence effect seen generally in bradykinesia. Its responsiveness to levodopa has not been evaluated kinematically. Objectives: Aim of this study is to investigate the difference in levodopa response for progressive and non-progressive micrographia. Methods: Twenty-four PD patients and 24 age-matched repeatedly wrote the letter e on a computerized digital tablet. PD patients performed the task two times, in a defined off state and again after levodopa. Scripts were classified as progressive micrographia (PDPM) or non-progressive micrographia (PDNPM) depending on whether a 10% decrement was seen between the first and final characters of a line of lettering. Results: While levodopa produced a similar response on the MDS-UPDRS motor scale for the two groups, the effect on the two types of micrographia was different. While writing speed improved significantly in both groups after levodopa, the responses were over twofold greater for PDNPM. Moreover, the decremental features of PDPM-in size, speed, and pen-pressure-were largely unaltered by a levodopa dose. Conclusions: Progressive micrographia is less responsive to levodopa. Our findings agree with research showing that the sequence effect of bradykinesia is relatively resistant to medication. Yet we did not find a weaker overall levodopa motor benefit. Caution is needed in the interpretation of such micrographia measurements for estimating drug responses.
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Affiliation(s)
- Poonam Zham
- School of Engineering, RMIT University, Melbourne, VIC, Australia.,IBM Research Australia, Southbank, VIC, Australia
| | - Sridhar A Poosapadi
- School of Engineering, RMIT University, Melbourne, VIC, Australia.,Center for Human Movement Research and Analysis, Department of Electronics and Instrumentation, SRM Institute of Science and Technology, Chennai, India
| | - Peter Kempster
- Department of Medicine, Monash University, Clayton, VIC, Australia.,Neurosciences Department, Monash Medical Centre, Melbourne, VIC, Australia
| | - Sanjay Raghav
- School of Engineering, RMIT University, Melbourne, VIC, Australia.,Neurosciences Department, Monash Medical Centre, Melbourne, VIC, Australia
| | - Kanae J Nagao
- Neurosciences Department, Monash Medical Centre, Melbourne, VIC, Australia
| | - Kitty Wong
- Neurosciences Department, Monash Medical Centre, Melbourne, VIC, Australia
| | - Dinesh Kumar
- School of Engineering, RMIT University, Melbourne, VIC, Australia
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37
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Hanyu R, Hatakeyama M, Namekawa M, Otsu Y, Sukegawa M, Hashida H, Kawachi I, Kanazawa M, Onodera O. Progressive micrographia without parkinsonism caused by autoimmune brainstem encephalitis: A case report. Clin Neurol Neurosurg 2021; 202:106496. [PMID: 33476883 DOI: 10.1016/j.clineuro.2021.106496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2020] [Revised: 12/30/2020] [Accepted: 01/11/2021] [Indexed: 10/22/2022]
Affiliation(s)
- Ryutaro Hanyu
- Department of Neurology, Brain Research Institute, Niigata University, Japan
| | - Masahiro Hatakeyama
- Department of Neurology, Brain Research Institute, Niigata University, Japan.
| | - Masaki Namekawa
- Department of Neurology, Brain Research Institute, Niigata University, Japan
| | - Yutaka Otsu
- Department of Neurology, Brain Research Institute, Niigata University, Japan
| | - Mayura Sukegawa
- Department of Neurology, Brain Research Institute, Niigata University, Japan
| | - Hiromi Hashida
- Rehabilitation Center, Niigata University Medical & Dental Hospital, Japan
| | - Izumi Kawachi
- Department of Neurology, Brain Research Institute, Niigata University, Japan
| | - Masato Kanazawa
- Department of Neurology, Brain Research Institute, Niigata University, Japan
| | - Osamu Onodera
- Department of Neurology, Brain Research Institute, Niigata University, Japan
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Herz DM, Meder D, Camilleri JA, Eickhoff SB, Siebner HR. Brain Motor Network Changes in Parkinson's Disease: Evidence from Meta-Analytic Modeling. Mov Disord 2021; 36:1180-1190. [PMID: 33427336 PMCID: PMC8127399 DOI: 10.1002/mds.28468] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Revised: 12/09/2020] [Accepted: 12/10/2020] [Indexed: 12/30/2022] Open
Abstract
Background Motor‐related brain activity in Parkinson's disease has been investigated in a multitude of functional neuroimaging studies, which often yielded apparently conflicting results. Our previous meta‐analysis did not resolve inconsistencies regarding cortical activation differences in Parkinson's disease, which might be related to the limited number of studies that could be included. Therefore, we conducted a revised meta‐analysis including a larger number of studies. The objectives of this study were to elucidate brain areas that consistently show abnormal motor‐related activation in Parkinson's disease and to reveal their functional connectivity profiles using meta‐analytic approaches. Methods We applied a quantitative meta‐analysis of functional neuroimaging studies testing limb movements in Parkinson's disease comprising data from 39 studies, of which 15 studies (285 of 571 individual patients) were published after the previous meta‐analysis. We also conducted meta‐analytic connectivity modeling to elucidate the connectivity profiles of areas showing abnormal activation. Results We found consistent motor‐related underactivation of bilateral posterior putamen and cerebellum in Parkinson's disease. Primary motor cortex and the supplementary motor area also showed deficient activation, whereas cortical regions localized directly anterior to these areas expressed overactivation. Connectivity modeling revealed that areas showing decreased activation shared a common pathway through the posterior putamen, whereas areas showing increased activation were connected to the anterior putamen. Conclusions Despite conflicting results in individual neuroimaging studies, this revised meta‐analytic approach identified consistent patterns of abnormal motor‐related activation in Parkinson's disease. The distinct patterns of decreased and increased activity might be determined by their connectivity with different subregions of the putamen. © 2021 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Damian M Herz
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Hvidovre, Denmark
| | - David Meder
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Hvidovre, Denmark
| | - Julia A Camilleri
- Research Center Juelich, Institute of Neuroscience and Medicine, Brain & Behaviour (INM-7), Juelich, Germany.,Institute of Systems Neuroscience, Medical Faculty, Heinrich Heine University Duesseldorf, Duesseldorf, Germany
| | - Simon B Eickhoff
- Research Center Juelich, Institute of Neuroscience and Medicine, Brain & Behaviour (INM-7), Juelich, Germany.,Institute of Systems Neuroscience, Medical Faculty, Heinrich Heine University Duesseldorf, Duesseldorf, Germany
| | - Hartwig R Siebner
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Hvidovre, Denmark.,Department of Neurology, Copenhagen University Hospital Bispebjerg, Copenhagen, Denmark.,Institute of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
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39
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Berlot R, Rothwell JC, Bhatia KP, Kojović M. Variability of Movement Disorders: The Influence of Sensation, Action, Cognition, and Emotions. Mov Disord 2020; 36:581-593. [PMID: 33332680 DOI: 10.1002/mds.28415] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Revised: 11/02/2020] [Accepted: 11/16/2020] [Indexed: 12/13/2022] Open
Abstract
Patients with movement disorders experience fluctuations unrelated to disease progression or treatment. Extrinsic factors that contribute to the variable expression of movement disorders are environment related. They influence the expression of movement disorders through sensory-motor interactions and include somatosensory, visual, and auditory stimuli. Examples of somatosensory effects are stimulus sensitivity of myoclonus on touch and sensory amelioration in dystonia but also some less-appreciated effects on parkinsonian tremor and gait. Changes in visual input may affect practically all types of movement disorders, either by loss of its compensatory role or by disease-related alterations in the pathways subserving visuomotor integration. The interaction between auditory input and motor function is reflected in simple protective reflexes and in complex behaviors such as singing or dancing. Various expressions range from the effect of music on parkinsonian bradykinesia to tics. Changes in body position affect muscle tone and may result in marked fluctuations of rigidity or may affect dystonic manifestations. Factors intrinsic to the patient are related to their voluntary activity and cognitive, motivational, and emotional states. Depending on the situation or disease, they may improve or worsen movement disorders. We discuss various factors that can influence the phenotypic variability of movement disorders, highlighting the potential mechanisms underlying these manifestations. We also describe how motor fluctuations can be provoked during the clinical assessment to help reach the diagnosis and appreciated to understand complaints that seem discrepant with objective findings. We summarize advice and interventions based on the variability of movement disorders that may improve patients' functioning in everyday life. © 2020 International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Rok Berlot
- Department of Neurology, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | - John C Rothwell
- Department of Clinical and Motor Neuroscience, UCL Institute of Neurology, Queen Square, London, United Kingdom
| | - Kailash P Bhatia
- Department of Clinical and Motor Neuroscience, UCL Institute of Neurology, Queen Square, London, United Kingdom
| | - Maja Kojović
- Department of Neurology, University Medical Centre Ljubljana, Ljubljana, Slovenia
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40
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Brugger F, Wegener R, Walch J, Galovic M, Hägele-Link S, Bohlhalter S, Kägi G. Altered activation and connectivity of the supplementary motor cortex at motor initiation in Parkinson’s disease patients with freezing. Clin Neurophysiol 2020; 131:2171-2180. [DOI: 10.1016/j.clinph.2020.05.023] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2019] [Revised: 04/08/2020] [Accepted: 05/04/2020] [Indexed: 10/24/2022]
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41
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Kanno S, Shinohara M, Kanno K, Gomi Y, Uchiyama M, Nishio Y, Baba T, Hosokai Y, Takeda A, Fukuda H, Mori E, Suzuki K. Neural substrates underlying progressive micrographia in Parkinson's disease. Brain Behav 2020; 10:e01669. [PMID: 32558361 PMCID: PMC7428504 DOI: 10.1002/brb3.1669] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2019] [Revised: 03/18/2020] [Accepted: 05/04/2020] [Indexed: 01/15/2023] Open
Abstract
INTRODUCTION The neural substrates associated with the development of micrographia remain unknown. We aimed to elucidate the neural substrates underlying micrographia in Parkinson's disease (PD) patients. METHODS Forty PD patients and 20 healthy controls underwent handwriting tests that involved free writing and copying. We measured the size of each letter and the resting cerebral glucose metabolic rate of the PD patients and another group of age- and sex-matched 14 healthy controls (HCs), who had not participated in the writing tests, using resting-state 18F-fluorodeoxyglucose positron emission tomography. RESULTS In the PD patients, the prevalence of consistent micrographia (CM) associated with free writing was 2.5% for both tasks. Alternatively, the prevalence of progressive micrographia (PM) was 15% for free writing and 17.5% for copying. In the PD patients, there was no significant difference in the letter sizes between these tasks, whereas the variability of the letter sizes for copying was significantly different from that for free writing. The means and decrements in letter sizes in either task were not significantly correlated with the severity of brady/hypokinesia in the PD patients. For free writing, the PD patients with PM showed glucose hypometabolism in the anterior part of the right middle cingulate cortex, including the rostral cingulate motor area, compared with those without PM. For copying, the PD patients with PM showed glucose hypometabolism in the right superior occipital gyrus, including V3A, compared with those without PM. CONCLUSIONS These findings suggest that PM in free writing in PD patients is caused by the difficulty of monitoring whether the actual handwriting movements are desirable for maintaining letter size during self-paced handwriting. By contrast, PM in copying in PD patients is evoked by a lack of visual information about the personal handwriting and hand motions that are used as cues for maintaining letter sizes.
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Affiliation(s)
- Shigenori Kanno
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
| | - Mayumi Shinohara
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
| | - Kasumi Kanno
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
| | - Yukihiro Gomi
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
- Department of Occupational TherapyInternational University of Health and WelfareNaritaJapan
| | - Makoto Uchiyama
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
- Department of Speech, Language, and Hearing SciencesNiigata University of Health and WelfareNiigataJapan
| | - Yoshiyuki Nishio
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
- Department of General PsychiatryTokyo Metropolitan Matsuzawa HospitalSetagayaJapan
| | - Toru Baba
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
- Department of NeurologySendai Nishitaga HospitalSendaiJapan
| | - Yoshiyuki Hosokai
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
- Department of Radiological ScienceInternational University of Health and WelfareOtawaraJapan
| | - Atsushi Takeda
- Department of NeurologySendai Nishitaga HospitalSendaiJapan
| | - Hiroshi Fukuda
- Department of Nuclear Medicine and RadiologyInstitute of Development, Aging and CancerTohoku UniversitySendaiJapan
- Division of RadiologyTohoku Medical and Pharmaceutical UniversitySendaiJapan
| | - Etsuro Mori
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
- Department of Behavioural Neurology and Cognitive NeuropsychiatryOsaka University United Graduate School of Child DevelopmentSuitaJapan
| | - Kyoko Suzuki
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
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Human brain connectivity: Clinical applications for clinical neurophysiology. Clin Neurophysiol 2020; 131:1621-1651. [DOI: 10.1016/j.clinph.2020.03.031] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2019] [Revised: 03/13/2020] [Accepted: 03/17/2020] [Indexed: 12/12/2022]
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Bologna M, Paparella G, Fasano A, Hallett M, Berardelli A. Evolving concepts on bradykinesia. Brain 2020; 143:727-750. [PMID: 31834375 PMCID: PMC8205506 DOI: 10.1093/brain/awz344] [Citation(s) in RCA: 127] [Impact Index Per Article: 31.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2019] [Revised: 09/02/2019] [Accepted: 09/06/2019] [Indexed: 12/20/2022] Open
Abstract
Bradykinesia is one of the cardinal motor symptoms of Parkinson's disease and other parkinsonisms. The various clinical aspects related to bradykinesia and the pathophysiological mechanisms underlying bradykinesia are, however, still unclear. In this article, we review clinical and experimental studies on bradykinesia performed in patients with Parkinson's disease and atypical parkinsonism. We also review studies on animal experiments dealing with pathophysiological aspects of the parkinsonian state. In Parkinson's disease, bradykinesia is characterized by slowness, the reduced amplitude of movement, and sequence effect. These features are also present in atypical parkinsonisms, but the sequence effect is not common. Levodopa therapy improves bradykinesia, but treatment variably affects the bradykinesia features and does not significantly modify the sequence effect. Findings from animal and patients demonstrate the role of the basal ganglia and other interconnected structures, such as the primary motor cortex and cerebellum, as well as the contribution of abnormal sensorimotor processing. Bradykinesia should be interpreted as arising from network dysfunction. A better understanding of bradykinesia pathophysiology will serve as the new starting point for clinical and experimental purposes.
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Affiliation(s)
- Matteo Bologna
- Department of Human Neurosciences, Sapienza University of Rome, Italy
- IRCCS Neuromed, Pozzilli (IS), Italy
| | | | - Alfonso Fasano
- Edmond J. Safra Program in Parkinson's Disease, Morton and Gloria Shulman Movement Disorders Clinic, Toronto Western Hospital, UHN, Toronto, Ontario, Canada
- Division of Neurology, University of Toronto, Toronto, Ontario, Canada
- Krembil Brain Institute, Toronto, Ontario, Canada
- Center for Advancing Neurotechnological Innovation to Application (CRANIA), Toronto, ON, Canada
| | - Mark Hallett
- Human Motor Control Section, National Institute of Neurological Disorders and Stroke, NIH, Bethesda, MD, USA
| | - Alfredo Berardelli
- Department of Human Neurosciences, Sapienza University of Rome, Italy
- IRCCS Neuromed, Pozzilli (IS), Italy
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Bryant MS, Workman CD, Jamal F, Meng H, Jackson GR. Feasibility study: Effect of hand resistance exercise on handwriting in Parkinson's disease and essential tremor. J Hand Ther 2019; 31:29-34. [PMID: 28389133 DOI: 10.1016/j.jht.2017.01.002] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/19/2016] [Revised: 12/23/2016] [Accepted: 01/04/2017] [Indexed: 02/03/2023]
Abstract
STUDY DESIGN A single group, repeated measures design was used. INTRODUCTION Tremor can lead to impaired hand function in patients with Parkinson's disease (PD) and essential tremor (ET). Difficulty with handwriting is a common complaint in these patients suffering from hand tremors. The effect of hand resistance exercise on handwriting is unknown. PURPOSE OF THE STUDY To explore the influence of 6 weeks of home-based hand resistance exercise on handwriting in individuals with PD and ET. METHODS Nine individuals with PD and 9 with ET participated in the study. The average age was 65.3 (6.0) years with an average disease duration of 7.8 years. Participants were instructed to perform a home-based, hand and arm resistance exercise program 3 times a week for 6 weeks. Samples of the area of handwriting and maximal grip strength were measured at baseline and after 6 weeks of exercise. The area of the handwriting sample and maximal grip strength measured before and after 6 weeks were compared. RESULTS Mean grip strength of the participants with PD improved after 6 weeks of hand resistance exercise (P = .031), but grip strength did not change in ET (P = .091). The size of the handwriting samples (words and sentences) did not change after exercise in either participants with PD or ET. DISCUSSION Micrographia in patients with PD and macrographia in patients with ET represent complex fine motor skills. More research is needed to understand what therapies could be effective in modifying the size and quality of handwriting. CONCLUSIONS The purpose of this feasibility study was to explore the influence of home-based wrist resistance exercise on handwriting in individuals with PD and ET. Despite small gains in grip strength, the size of the handwriting samples (words and sentences) did not change for patients with PD or ET following a 6-week home-based hand resistance exercise program.
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Affiliation(s)
- Mon S Bryant
- Research Service, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA; Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA; Department of Rehabilitation Sciences, University of Texas Medical Branch, Galveston, TX, USA.
| | - Craig D Workman
- Research Service, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA; Department of Health and Human Performance, University of Houston, Houston, TX, USA
| | - Fariha Jamal
- Parkinson's Disease Research Education and Clinical Center, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA; Department of Neurology, Baylor College of Medicine, Houston, TX, USA
| | - Hao Meng
- Research Service, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA; Department of Health and Human Performance, University of Houston, Houston, TX, USA
| | - George R Jackson
- Parkinson's Disease Research Education and Clinical Center, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA; Department of Neurology, Baylor College of Medicine, Houston, TX, USA
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Vorasoot N, Termsarasab P, Thadanipon K, Pulkes T. Effects of handwriting exercise on functional outcome in Parkinson disease: A randomized controlled trial. J Clin Neurosci 2019; 72:298-303. [PMID: 31506240 DOI: 10.1016/j.jocn.2019.08.119] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2019] [Accepted: 08/25/2019] [Indexed: 11/18/2022]
Abstract
Parkinson disease (PD) patients frequently experience micrographia and difficulty writing, which could potentially impact their quality of life. This study aimed to determine whether handwriting exercise could improve fine manual motor function in PD. The study was a randomized controlled trial assessing the efficacy of a 4-week handwriting exercise using a newly developed handwriting practice book. The primary endpoint was an improvement in the time used to complete the handwriting test. Secondary endpoints were accuracy of the writing performance, patient's subjective rating scale of their handwriting and a UPDRS part III motor examination. Of a total of 46 subjects, 23 were randomly assigned to the handwriting exercise group. After 4 weeks, the mean time used to complete the test was significantly lower in the exercise group, compared to the control group (143.43 ± 34.02 vs. 175 ± 48.88 s, p = 0.015). Mean time used to complete the handwriting test decreased from the baseline by 16.16% in the exercise group, but increased by 3.63% in the control group (p < 0.001). Significant improvements were also observed by assessing the subjective rating scale and the UPDRS part III scores. The 4-week handwriting exercise using the studied handwriting practice book appears to promote an improvement in writing speed and motor function of hands. The optimal duration and frequency of the exercise, the quantity and characteristic of the letters in the handwriting practice book, and the benefits of the exercise in other languages merit further studies.
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Affiliation(s)
- Nisa Vorasoot
- Division of Neurology, Department of Medicine, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Pichet Termsarasab
- Division of Neurology, Department of Medicine, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Kunlawat Thadanipon
- Section for Clinical Epidemiology and Biostatistics, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Teeratorn Pulkes
- Division of Neurology, Department of Medicine, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand.
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Repetitive Transcranial Magnetic Stimulation Does Not Improve the Sequence Effect in Freezing of Gait. PARKINSONS DISEASE 2019; 2019:2196195. [PMID: 31275542 PMCID: PMC6589230 DOI: 10.1155/2019/2196195] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/18/2019] [Revised: 04/17/2019] [Accepted: 04/28/2019] [Indexed: 11/18/2022]
Abstract
Introduction The sequence effect (SE) is a reason contributing to freezing of gait (FOG) in Parkinson's disease (PD) patients. There is no effective treatment for the SE. The objective of the current study is to investigate the effect of repetitive transcranial magnetic stimulation (rTMS) on the SE in PD patients with FOG. Methods 28 PD patients with FOG received either real or sham 10-Hz rTMS over the supplementary motor area (SMA). The effects of rTMS on the SE, FOG, and some gait parameters were evaluated. Results rTMS did not improve the SE. Real rTMS had beneficial effects on FOG and some gait parameters, and this effect lasted for at least four weeks. Conclusions High-frequency rTMS over the SMA cannot alleviate the SE in PD patients with FOG. rTMS has a long-lasting beneficial effect on FOG; however, this effect is not achieved by improving the SE but may be through improving some other gait parameters.
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Nackaerts E, D'Cruz N, Dijkstra BW, Gilat M, Kramer T, Nieuwboer A. Towards understanding neural network signatures of motor skill learning in Parkinson's disease and healthy aging. Br J Radiol 2019; 92:20190071. [PMID: 30982328 DOI: 10.1259/bjr.20190071] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
In the past decade, neurorehabilitation has been shown to be an effective therapeutic supplement for patients with Parkinson's disease (PD). However, patients still experience severe problems with the consolidation of learned motor skills. Knowledge on the neural correlates underlying this process is thus essential to optimize rehabilitation for PD. This review investigates the existing studies on neural network connectivity changes in relation to motor learning in healthy aging and PD and critically evaluates the imaging methods used from a methodological point of view. The results indicate that despite neurodegeneration there is still potential to modify connectivity within and between motor and cognitive networks in response to motor training, although these alterations largely bypass the most affected regions in PD. However, so far training-related changes are inferred and possible relationships are not substantiated by brain-behavior correlations. Furthermore, the studies included suffer from many methodological drawbacks. This review also highlights the potential for using neural network measures as predictors for the response to rehabilitation, mainly based on work in young healthy adults. We speculate that future approaches, including graph theory and multimodal neuroimaging, may be more sensitive than brain activation patterns and model-based connectivity maps to capture the effects of motor learning. Overall, this review suggests that methodological developments in neuroimaging will eventually provide more detailed knowledge on how neural networks are modified by training, thereby paving the way for optimized neurorehabilitation for patients.
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Affiliation(s)
| | - Nicholas D'Cruz
- 1Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Bauke W Dijkstra
- 1Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Moran Gilat
- 1Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Thomas Kramer
- 1Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Alice Nieuwboer
- 1Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
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Zham P, Raghav S, Kempster P, Poosapadi Arjunan S, Wong K, Nagao KJ, Kumar DK. A Kinematic Study of Progressive Micrographia in Parkinson's Disease. Front Neurol 2019; 10:403. [PMID: 31068893 PMCID: PMC6491504 DOI: 10.3389/fneur.2019.00403] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2018] [Accepted: 04/04/2019] [Indexed: 12/31/2022] Open
Abstract
Progressive micrographia is decrement in character size during writing and is commonly associated with Parkinson's disease (PD). This study has investigated the kinematic features of progressive micrographia during a repetitive writing task. Twenty-four PD patients with duration since diagnosis of <10 years and 24 age-matched controls wrote the letter “e” repeatedly. PD patients were studied in defined off states, with scoring of motor function on the Unified Parkinson's Disease Rating Scale Part III. A digital tablet captured x-y coordinates and ink-pen pressure. Customized software recorded the data and offline analysis derived the kinematic features of pen-tip movement. The average size of the first and the last five letters were compared, with progressive micrographia defined as >10% decrement in letter stroke length. The relationships between dimensional and kinematic features for the control subjects and for PD patients with and without progressive micrographia were studied. Differences between the initial and last letter repetitions within each group were assessed by Wilcoxon signed-rank test, and the Kruskal-Wallis test was applied to compare the three groups. There are five main conclusions from our findings: (i) 66% of PD patients who participated in this study exhibited progressive micrographia; (ii) handwriting kinematic features for all PD patients was significantly lower than controls (p < 0.05); (iii) patients with progressive micrographia lose the normal augmentation of writing speed and acceleration in the x axis with left-to-right writing and show decrement of pen-tip pressure (p = 0.034); (iv) kinematic and pen-tip pressure profiles suggest that progressive micrographia in PD reflects poorly sustained net force; and (v) although progressive micrographia resembles the sequence effect of general bradykinesia, we did not find a significant correlation with overall motor disability, nor with the aggregate UPDRS-III bradykinesia scores for the dominant arm.
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Affiliation(s)
- Poonam Zham
- School of Engineering, RMIT University, Melbourne, VIC, Australia
| | - Sanjay Raghav
- School of Engineering, RMIT University, Melbourne, VIC, Australia.,Department of Neurosciences, Monash Medical Centre, Clayton, VIC, Australia
| | - Peter Kempster
- Department of Neurosciences, Monash Medical Centre, Clayton, VIC, Australia.,Department of Medicine, Monash University, Clayton, VIC, Australia
| | | | - Kit Wong
- Department of Neurosciences, Monash Medical Centre, Clayton, VIC, Australia
| | - Kanae J Nagao
- Department of Neurosciences, Monash Medical Centre, Clayton, VIC, Australia
| | - Dinesh K Kumar
- School of Engineering, RMIT University, Melbourne, VIC, Australia
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Functional coherence of striatal resting-state networks is modulated by striatal iron content. Neuroimage 2018; 183:495-503. [DOI: 10.1016/j.neuroimage.2018.08.036] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2018] [Revised: 08/14/2018] [Accepted: 08/16/2018] [Indexed: 01/03/2023] Open
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Wang J, Zhang JR, Zang YF, Wu T. Consistent decreased activity in the putamen in Parkinson's disease: a meta-analysis and an independent validation of resting-state fMRI. Gigascience 2018; 7:5039703. [PMID: 29917066 PMCID: PMC6025187 DOI: 10.1093/gigascience/giy071] [Citation(s) in RCA: 53] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2018] [Accepted: 06/04/2018] [Indexed: 12/31/2022] Open
Abstract
Background Resting-state functional magnetic resonance imaging (RS-fMRI) has frequently been used to investigate local spontaneous brain activity in Parkinson's disease (PD) in a whole-brain, voxel-wise manner. To quantitatively integrate these studies, we conducted a coordinate-based (CB) meta-analysis using the signed differential mapping method on 15 studies that used amplitude of low-frequency fluctuation (ALFF) and 11 studies that used regional homogeneity (ReHo). All ALFF and ReHo studies compared PD patients with healthy controls. We also performed a validation RS-fMRI study of ALFF and ReHo in a frequency-dependent manner for a novel dataset consisting of 49 PD and 49 healthy controls. Findings Decreased ALFF was found in the left putamen in PD by meta-analysis. This finding was replicated in our independent validation dataset in the 0.027-0.073 Hz band but not in the conventional frequency band of 0.01-0.08 Hz. Conclusions Findings from the current study suggested that decreased ALFF in the putamen of PD patients is the most consistent finding. RS-fMRI is a promising technique for the precise localization of abnormal spontaneous activity in PD. However, more frequency-dependent studies using the same analytical methods are needed to replicate these results. Trial registration: NCT NCT03439163. Registered 20 February 2018, retrospectively registered.
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Affiliation(s)
- Jue Wang
- Department of Neurobiology, Neurology and Geriatrics, Xuanwu Hospital of Capital Medical University, Institute of Geriatrics, No. 45, Changchun Rd, Xicheng District, 100053, Beijing, P. R. China.,Institutes of Psychological Sciences, Hangzhou Normal University, No. 2318, Yuhangtang Rd, Yuhang District, 311121, Hangzhou, P. R. China.,Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairments, No. 2318, Yuhangtang Rd, Yuhang District, 311121, Hangzhou, P. R. China.,Center for Cognition and Brain Disorders and the Affiliated Hospital, Hangzhou Normal University, No. 2318, Yuhangtang Rd, Yuhang District, 311121, Hangzhou, P. R. China
| | - Jia-Rong Zhang
- Department of Neurobiology, Neurology and Geriatrics, Xuanwu Hospital of Capital Medical University, Institute of Geriatrics, No. 45, Changchun Rd, Xicheng District, 100053, Beijing, P. R. China.,Clinical Center for Parkinson's Disease, Capital Medical University, No. 10, Youanmenwaixi Rd, Fengtai District, 100069, Beijing, P. R. China
| | - Yu-Feng Zang
- Institutes of Psychological Sciences, Hangzhou Normal University, No. 2318, Yuhangtang Rd, Yuhang District, 311121, Hangzhou, P. R. China.,Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairments, No. 2318, Yuhangtang Rd, Yuhang District, 311121, Hangzhou, P. R. China.,Center for Cognition and Brain Disorders and the Affiliated Hospital, Hangzhou Normal University, No. 2318, Yuhangtang Rd, Yuhang District, 311121, Hangzhou, P. R. China
| | - Tao Wu
- Department of Neurobiology, Neurology and Geriatrics, Xuanwu Hospital of Capital Medical University, Institute of Geriatrics, No. 45, Changchun Rd, Xicheng District, 100053, Beijing, P. R. China.,Clinical Center for Parkinson's Disease, Capital Medical University, No. 10, Youanmenwaixi Rd, Fengtai District, 100069, Beijing, P. R. China.,Key Laboratory for Neurodegenerative Disease of the Ministry of Education, Beijing Key Laboratory for Parkinson's Disease, Parkinson's Disease Center of Beijing Institute for Brain Disorders, No. 45, Changchun Rd, Xicheng District, 100053, Beijing, P. R. China.,National Clinical Research Center for Geriatric Disorders, No. 45, Changchun Rd, Xicheng District, 100053, Beijing, P. R. China.,Parkinson Disease Imaging Consortium of China (PDICC), No. 45, Changchun Rd, Xicheng District, 100053, Beijing, P. R. China
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