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Bonanno L, Cannuli A, Pignolo L, Marino S, Quartarone A, Calabrò RS, Cerasa A. Neural Plasticity Changes Induced by Motor Robotic Rehabilitation in Stroke Patients: The Contribution of Functional Neuroimaging. Bioengineering (Basel) 2023; 10:990. [PMID: 37627875 PMCID: PMC10451271 DOI: 10.3390/bioengineering10080990] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Revised: 08/07/2023] [Accepted: 08/18/2023] [Indexed: 08/27/2023] Open
Abstract
Robotic rehabilitation is one of the most advanced treatments helping people with stroke to faster recovery from motor deficits. The clinical impact of this type of treatment has been widely defined and established using clinical scales. The neurofunctional indicators of motor recovery following conventional rehabilitation treatments have already been identified by previous meta-analytic investigations. However, a clear definition of the neural correlates associated with robotic neurorehabilitation treatment has never been performed. This systematic review assesses the neurofunctional correlates (fMRI, fNIRS) of cutting-edge robotic therapies in enhancing motor recovery of stroke populations in accordance with PRISMA standards. A total of 7, of the initial yield of 150 articles, have been included in this review. Lessons from these studies suggest that neural plasticity within the ipsilateral primary motor cortex, the contralateral sensorimotor cortex, and the premotor cortices are more sensitive to compensation strategies reflecting upper and lower limbs' motor recovery despite the high heterogeneity in robotic devices, clinical status, and neuroimaging procedures. Unfortunately, the paucity of RCT studies prevents us from understanding the neurobiological differences induced by robotic devices with respect to traditional rehabilitation approaches. Despite this technology dating to the early 1990s, there is a need to translate more functional neuroimaging markers in clinical settings since they provide a unique opportunity to examine, in-depth, the brain plasticity changes induced by robotic rehabilitation.
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Affiliation(s)
- Lilla Bonanno
- IRCCS Centro Neurolesi Bonino Pulejo, 98123 Messina, Italy; (L.B.); (A.C.); (S.M.); (A.Q.)
| | - Antonio Cannuli
- IRCCS Centro Neurolesi Bonino Pulejo, 98123 Messina, Italy; (L.B.); (A.C.); (S.M.); (A.Q.)
| | | | - Silvia Marino
- IRCCS Centro Neurolesi Bonino Pulejo, 98123 Messina, Italy; (L.B.); (A.C.); (S.M.); (A.Q.)
| | - Angelo Quartarone
- IRCCS Centro Neurolesi Bonino Pulejo, 98123 Messina, Italy; (L.B.); (A.C.); (S.M.); (A.Q.)
| | | | - Antonio Cerasa
- S’Anna Institute, 88900 Crotone, Italy;
- Institute for Biomedical Research and Innovation (IRIB), National Research Council of Italy (CNR), 98164 Messina, Italy
- Translational Pharmacology, Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, 87036 Rende, Italy
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2
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Darendeli A, Ertan H, Cuğ M, Wikstrom E, Enoka RM. Comparison of EMG activity in shank muscles between individuals with and without chronic ankle instability when running on a treadmill. J Electromyogr Kinesiol 2023; 70:102773. [PMID: 37058920 DOI: 10.1016/j.jelekin.2023.102773] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 03/26/2023] [Accepted: 04/04/2023] [Indexed: 04/16/2023] Open
Abstract
Changes in movement capabilities after an injury to the ankle may impose adaptations in the peripheral and central nervous system. The purpose of our study was to compare the electromyogram (EMG) profile of ankle stabilizer muscles and stride-time variation during treadmill running in individuals with and without chronic ankle instability (CAI). Recreationally active individuals with (n = 12) and without (n = 15) CAI ran on a treadmill at two speeds. EMG activity of four shank muscles as well as tibial acceleration data were recorded during the running trials. EMG amplitude, timing of EMG peaks, and variation in stride-time were analyzed from 30 consecutive stride cycles. EMG data were time-normalized to stride duration and amplitude was normalized relative to the appropriate maximal voluntary contraction (MVC) task. Individuals with CAI had similar EMG amplitudes and peak timing, but an altered order of peak EMG activity in ankle stabilizer muscles, a significantly greater EMG amplitude for PL with an increase in speed, and a greater stride-time variability during treadmill running compared with individuals who had no history of ankle sprains. The results of our study indicate that individuals with CAI exhibit altered activation strategies for ankle stabilizer muscles when running on a treadmill.
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Affiliation(s)
- Abdulkerim Darendeli
- Faculty of Sport Sciences, Sivas Cumhuriyet University, Sivas, Turkey; Department of Integrative Physiology, University of Colorado, Boulder, CO, USA.
| | - Hayri Ertan
- Faculty of Sport Sciences, Eskisehir Technical University, Eskisehir, Turkey
| | - Mutlu Cuğ
- Faculty of Sport Sciences, Kocaeli University, Kocaeli, Turkey
| | - Erik Wikstrom
- MOTION Science Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
| | - Roger Maro Enoka
- Department of Integrative Physiology, University of Colorado, Boulder, CO, USA.
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3
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Togo H, Nakamura T, Wakasugi N, Takahashi Y, Hanakawa T. Interactions across emotional, cognitive and subcortical motor networks underlying freezing of gait. Neuroimage Clin 2023; 37:103342. [PMID: 36739790 PMCID: PMC9932566 DOI: 10.1016/j.nicl.2023.103342] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 01/23/2023] [Accepted: 01/29/2023] [Indexed: 02/05/2023]
Abstract
Freezing of gait (FOG) is a gait disorder affecting patients with Parkinson's disease (PD) and related disorders. The pathophysiology of FOG is unclear because of its phenomenological complexity involving motor, cognitive, and emotional aspects of behavior. Here we used resting-state functional MRI to retrieve functional connectivity (FC) correlated with the New FOG questionnaire (NFOGQ) reflecting severity of FOG in 67 patients with PD. NFOGQ scores were correlated with FCs in the extended basal ganglia network (BGN) involving the striatum and amygdala, and in the extra-cerebellum network (CBLN) involving the frontoparietal network (FPN). These FCs represented interactions across the emotional (amygdala), subcortical motor (BGN and CBLN), and cognitive networks (FPN). Using these FCs as features, we constructed statistical models that explained 40% of the inter-individual variances of FOG severity and that discriminated between PD patients with and without FOG. The amygdala, which connects to the subcortical motor (BGN and CBLN) and cognitive (FPN) networks, may have a pivotal role in interactions across the emotional, cognitive, and subcortical motor networks. Future refinement of the machine learning-based classifier using FCs may clarify the complex pathophysiology of FOG further and help diagnose and evaluate FOG in clinical settings.
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Affiliation(s)
- Hiroki Togo
- Department of Integrated Neuroanatomy and Neuroimaging, Kyoto University Graduate School of Medicine, Kyoto, Yoshida-Konoe, Sakyo-ku, Kyoto 606-8501, Japan; Department of Advanced Neuroimaging, Integrative Brain Imaging Center, National Center of Neurology and Psychiatry (NCNP), 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan
| | - Tatsuhiro Nakamura
- Department of Integrated Neuroanatomy and Neuroimaging, Kyoto University Graduate School of Medicine, Kyoto, Yoshida-Konoe, Sakyo-ku, Kyoto 606-8501, Japan; Department of Advanced Neuroimaging, Integrative Brain Imaging Center, National Center of Neurology and Psychiatry (NCNP), 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan
| | - Noritaka Wakasugi
- Department of Advanced Neuroimaging, Integrative Brain Imaging Center, National Center of Neurology and Psychiatry (NCNP), 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan
| | - Yuji Takahashi
- Department of Neurology, National Center Hospital, National Center of Neurology and Psychiatry (NCNP), Tokyo, 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan
| | - Takashi Hanakawa
- Department of Integrated Neuroanatomy and Neuroimaging, Kyoto University Graduate School of Medicine, Kyoto, Yoshida-Konoe, Sakyo-ku, Kyoto 606-8501, Japan; Department of Advanced Neuroimaging, Integrative Brain Imaging Center, National Center of Neurology and Psychiatry (NCNP), 4-1-1, Ogawa-Higashi, Kodaira, Tokyo 187-8551, Japan.
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4
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Putzolu M, Samogin J, Cosentino C, Mezzarobba S, Bonassi G, Lagravinese G, Vato A, Mantini D, Avanzino L, Pelosin E. Neural oscillations during motor imagery of complex gait: an HdEEG study. Sci Rep 2022; 12:4314. [PMID: 35279682 PMCID: PMC8918338 DOI: 10.1038/s41598-022-07511-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Accepted: 01/20/2022] [Indexed: 11/15/2022] Open
Abstract
The aim of this study was to investigate differences between usual and complex gait motor imagery (MI) task in healthy subjects using high-density electroencephalography (hdEEG) with a MI protocol. We characterized the spatial distribution of α- and β-bands oscillations extracted from hdEEG signals recorded during MI of usual walking (UW) and walking by avoiding an obstacle (Dual-Task, DT). We applied a source localization algorithm to brain regions selected from a large cortical-subcortical network, and then we analyzed α and β bands Event-Related Desynchronizations (ERDs). Nineteen healthy subjects visually imagined walking on a path with (DT) and without (UW) obstacles. Results showed in both gait MI tasks, α- and β-band ERDs in a large cortical-subcortical network encompassing mostly frontal and parietal regions. In most of the regions, we found α- and β-band ERDs in the DT compared with the UW condition. Finally, in the β band, significant correlations emerged between ERDs and scores in imagery ability tests. Overall we detected MI gait-related α- and β-band oscillations in cortical and subcortical areas and significant differences between UW and DT MI conditions. A better understanding of gait neural correlates may lead to a better knowledge of pathophysiology of gait disturbances in neurological diseases.
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5
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Fino PC, Mancini M, Curtze C, Nutt JG, Horak FB. Gait Stability Has Phase-Dependent Dual-Task Costs in Parkinson's Disease. Front Neurol 2018; 9:373. [PMID: 29899724 PMCID: PMC5988879 DOI: 10.3389/fneur.2018.00373] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2018] [Accepted: 05/07/2018] [Indexed: 11/13/2022] Open
Abstract
Dual-task (DT) paradigms have been used in gait research to assess the automaticity of locomotion, particularly in people with Parkinson’s disease (PD). In people with PD, reliance on cortical control during walking leads to greater interference between cognitive and locomotor tasks. Yet, recent studies have suggested that even healthy gait requires cognitive control, and that these cognitive contributions occur at specific phases of the gait cycle. Here, we examined whether changes in gait stability, elicited by simultaneous cognitive DTs, were specific to certain phases of the gait cycle in people with PD. Phase-dependent local dynamic stability (LDS) was calculated for 95 subjects with PD and 50 healthy control subjects during both single task and DT gait at phases corresponding to (1) heel contact—weight transfer, (2) toe-off—early swing, and (3) single-support—mid swing. PD-related DT interference was evident only for the duration of late swing and LDS during the heel contact—weight transfer phase of gait. No PD-related DT costs were found in other traditional spatiotemporal gait parameters. These results suggest that PD-related DT interference occurs only during times where cortical activity is needed for planning and postural adjustments. These results challenge our understanding of DT costs while walking, particularly in people with PD, and encourage researchers to re-evaluate traditional concepts of DT interference.
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Affiliation(s)
- Peter C Fino
- Department of Neurology, Oregon Health & Science University, Portland, OR, United States.,Veterans Affairs Portland Health Care System, Portland, OR, United States
| | - Martina Mancini
- Department of Neurology, Oregon Health & Science University, Portland, OR, United States.,Veterans Affairs Portland Health Care System, Portland, OR, United States
| | - Carolin Curtze
- Department of Neurology, Oregon Health & Science University, Portland, OR, United States
| | - John G Nutt
- Department of Neurology, Oregon Health & Science University, Portland, OR, United States
| | - Fay B Horak
- Department of Neurology, Oregon Health & Science University, Portland, OR, United States.,Veterans Affairs Portland Health Care System, Portland, OR, United States
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6
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Stuart S, Vitorio R, Morris R, Martini DN, Fino PC, Mancini M. Cortical activity during walking and balance tasks in older adults and in people with Parkinson's disease: A structured review. Maturitas 2018; 113:53-72. [PMID: 29903649 DOI: 10.1016/j.maturitas.2018.04.011] [Citation(s) in RCA: 93] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2018] [Revised: 04/19/2018] [Accepted: 04/24/2018] [Indexed: 10/17/2022]
Abstract
An emerging body of literature has examined cortical activity during walking and balance tasks in older adults and in people with Parkinson's disease, specifically using functional near infrared spectroscopy (fNIRS) or electroencephalography (EEG). This review provides an overview of this developing area, and examines the disease-specific mechanisms underlying walking or balance deficits. Medline, PubMed, PsychInfo and Scopus databases were searched. Articles that described cortical activity during walking and balance tasks in older adults and in those with PD were screened by the reviewers. Thirty-seven full-text articles were included for review, following an initial yield of 566 studies. This review summarizes study findings, where increased cortical activity appears to be required for older adults and further for participants with PD to perform walking and balance tasks, but specific activation patterns vary with the demands of the particular task. Studies attributed cortical activation to compensatory mechanisms for underlying age- or PD-related deficits in automatic movement control. However, a lack of standardization within the reviewed studies was evident from the wide range of study protocols, instruments, regions of interest, outcomes and interpretation of outcomes that were reported. Unstandardized data collection, processing and reporting limited the clinical relevance and interpretation of study findings. Future work to standardize approaches to the measurement of cortical activity during walking and balance tasks in older adults and people with PD with fNIRS and EEG systems is needed, which will allow direct comparison of results and ensure robust data collection/reporting. Based on the reviewed articles we provide clinical and future research recommendations.
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Affiliation(s)
- Samuel Stuart
- Oregon Health & Science University, Department of Neurology, Portland, OR, USA
| | - Rodrigo Vitorio
- Universidade Estadual Paulista (UNESP), Instituto de Biociências, Campus Rio Claro, Brazil
| | - Rosie Morris
- Oregon Health & Science University, Department of Neurology, Portland, OR, USA
| | - Douglas N Martini
- Oregon Health & Science University, Department of Neurology, Portland, OR, USA
| | - Peter C Fino
- Oregon Health & Science University, Department of Neurology, Portland, OR, USA
| | - Martina Mancini
- Oregon Health & Science University, Department of Neurology, Portland, OR, USA.
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7
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Gramigna V, Pellegrino G, Cerasa A, Cutini S, Vasta R, Olivadese G, Martino I, Quattrone A. Near-Infrared Spectroscopy in Gait Disorders: Is It Time to Begin? Neurorehabil Neural Repair 2017; 31:402-412. [PMID: 28196453 DOI: 10.1177/1545968317693304] [Citation(s) in RCA: 56] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Walking is a complex motor behavior with a special relevance in clinical neurology. Many neurological diseases, such as Parkinson's disease and stroke, are characterized by gait disorders whose neurofunctional correlates are poorly investigated. Indeed, the analysis of real walking with the standard neuroimaging techniques poses strong challenges, and only a few studies on motor imagery or walking observation have been performed so far. Functional near-infrared spectroscopy (fNIRS) is becoming an important research tool to assess functional activity in neurological populations or for special tasks, such as walking, because it allows investigating brain hemodynamic activity in an ecological setting, without strong immobility constraints. A systematic review following PRISMA guidelines was conducted on the fNIRS-based examination of gait disorders. Twelve of the initial yield of 489 articles have been included in this review. The lesson learnt from these studies suggest that oxy-hemoglobin levels within the prefrontal and premotor cortices are more sensitive to compensation strategies reflecting postural control and restoration of gait disorders. Although this field of study is in its relative infancy, the evidence provided encourages the translation of fNIRS in clinical practice, as it offers a unique opportunity to explore in depth the activity of the cortical motor system during real walking in neurological patients. We also discuss to what extent fNIRS may be applied for assessing the effectiveness of rehabilitation programs.
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Affiliation(s)
| | | | - Antonio Cerasa
- 1 University Magna Graecia, Catanzaro, Italy.,3 Istituto di Bioimmagini e Fisiologia Molecolare, National Research Council, Catanzaro, Italy
| | - Simone Cutini
- 4 Department of Developmental Psychology, University of Padova, Padova, Italy
| | | | - Giuseppe Olivadese
- 3 Istituto di Bioimmagini e Fisiologia Molecolare, National Research Council, Catanzaro, Italy
| | | | - Aldo Quattrone
- 1 University Magna Graecia, Catanzaro, Italy.,3 Istituto di Bioimmagini e Fisiologia Molecolare, National Research Council, Catanzaro, Italy
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8
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Abstract
People with Parkinson's disease exhibit debilitating gait impairments, including gait slowness, increased step variability, and poor postural control. A widespread supraspinal locomotor network including the cortex, cerebellum, basal ganglia, and brain stem contributes to the control of human locomotion, and altered activity of these structures underlies gait dysfunction due to Parkinson's disease.
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Affiliation(s)
- D S Peterson
- Veterans Affairs Portland Health Care System (VAPORHCS), Portland, Oregon; and Oregon Health & Science University, Department of Neurology, Portland, Oregon
| | - F B Horak
- Veterans Affairs Portland Health Care System (VAPORHCS), Portland, Oregon; and Oregon Health & Science University, Department of Neurology, Portland, Oregon
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9
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Martínez M, Valencia M, Vidorreta M, Luis EO, Castellanos G, Villagra F, Fernández-Seara MA, Pastor MA. Trade-off between frequency and precision during stepping movements: Kinematic and BOLD brain activation patterns. Hum Brain Mapp 2016; 37:1722-37. [PMID: 26857613 DOI: 10.1002/hbm.23131] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2015] [Revised: 11/17/2015] [Accepted: 01/21/2016] [Indexed: 11/11/2022] Open
Abstract
The central nervous system has the ability to adapt our locomotor pattern to produce a wide range of gait modalities and velocities. In reacting to external pacing stimuli, deviations from an individual preferred cadence provoke a concurrent decrease in accuracy that suggests the existence of a trade-off between frequency and precision; a compromise that could result from the specialization within the control centers of locomotion to ensure a stable transition and optimal adaptation to changing environment. Here, we explore the neural correlates of such adaptive mechanisms by visually guiding a group of healthy subjects to follow three comfortable stepping frequencies while simultaneously recording their BOLD responses and lower limb kinematics with the use of a custom-built treadmill device. In following the visual stimuli, subjects adopt a common pattern of symmetric and anti-phase movements across pace conditions. However, when increasing the stimulus frequency, an improvement in motor performance (precision and stability) was found, which suggests a change in the control mode from reactive to predictive schemes. Brain activity patterns showed similar BOLD responses across pace conditions though significant differences were observed in parietal and cerebellar regions. Neural correlates of stepping precision were found in the insula, cerebellum, dorsolateral pons and inferior olivary nucleus, whereas neural correlates of stepping stability were found in a distributed network, suggesting a transition in the control strategy across the stimulated range of frequencies: from unstable/reactive at lower paces (i.e., stepping stability managed by subcortical regions) to stable/predictive at higher paces (i.e., stability managed by cortical regions). Hum Brain Mapp 37:1722-1737, 2016. © 2016 Wiley Periodicals, Inc.
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Affiliation(s)
- Martin Martínez
- Division of Neuroscience, Neuroimaging Laboratory, Centre for Applied Medical Research (CIMA), University of Navarra, Pamplona, 31008, Spain
| | - Miguel Valencia
- Division of Neuroscience, Neurophysiology Laboratory, Centre for Applied Medical Research (CIMA), University of Navarra, Pamplona, 31008, Spain
| | - Marta Vidorreta
- Division of Neuroscience, Neuroimaging Laboratory, Centre for Applied Medical Research (CIMA), University of Navarra, Pamplona, 31008, Spain
| | - Elkin O Luis
- Division of Neuroscience, Neuroimaging Laboratory, Centre for Applied Medical Research (CIMA), University of Navarra, Pamplona, 31008, Spain
| | - Gabriel Castellanos
- Division of Neuroscience, Neuroimaging Laboratory, Centre for Applied Medical Research (CIMA), University of Navarra, Pamplona, 31008, Spain.,Division of Research, Fundación Universitaria de Ciencias de la Salud - Hospital de San José, Bogotá D.C., Colombia
| | - Federico Villagra
- Division of Neuroscience, Neuroimaging Laboratory, Centre for Applied Medical Research (CIMA), University of Navarra, Pamplona, 31008, Spain
| | - Maria A Fernández-Seara
- Division of Neuroscience, Neuroimaging Laboratory, Centre for Applied Medical Research (CIMA), University of Navarra, Pamplona, 31008, Spain
| | - Maria A Pastor
- Division of Neuroscience, Neuroimaging Laboratory, Centre for Applied Medical Research (CIMA), University of Navarra, Pamplona, 31008, Spain.,Centro Investigación Biomédica en Red en Enfermedades Neurodegenerativas (CIBERNED), Instituto De Salud Carlos III, Madrid, 28030, Spain
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10
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Vervoort G, Heremans E, Bengevoord A, Strouwen C, Nackaerts E, Vandenberghe W, Nieuwboer A. Dual-task-related neural connectivity changes in patients with Parkinson' disease. Neuroscience 2016; 317:36-46. [PMID: 26762801 DOI: 10.1016/j.neuroscience.2015.12.056] [Citation(s) in RCA: 53] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2015] [Revised: 12/19/2015] [Accepted: 12/30/2015] [Indexed: 11/28/2022]
Abstract
BACKGROUND AND OBJECTIVES Dual-task (DT) gait impairment in people with Parkinson's disease (PD) and specifically in those with freezing of gait (FOG), reflects attentional dependency of movement. This study aimed to elucidate resting-state brain connectivity alterations related to DT gait abnormalities in PD with and without FOG. METHODS PD patients (n=73) and healthy age-matched controls (n=20) underwent DT gait analysis and resting-state functional Magnetic Resonance Imaging (rs-MRI) while 'off' medication. Patients were classified as freezer (n=13) or non-freezer (n=60). Functional connectivity (FC) alterations between PD and controls and between patient subgroups were assessed in regions of interest (ROIs) within the fronto-parietal and motor network. RESULTS PD had longer stance times, shorter swing times and more step length asymmetry during DT gait and needed more time and steps during DT turning compared to controls. Additionally, freezers showed similar impairments and longer double support times compared to non-freezers during DT gait. PD demonstrated hyper-connectivity between the inferior parietal lobule and premotor cortex (PMC) and between the cerebellum and the PMC and M1. FOG-specific hypo-connectivity within the striatum and between the caudate and superior temporal lobe and hyper-connectivity between the dorsal putamen and precuneus was correlated with worse DT performance. CONCLUSION PD showed FC alterations in DT-related networks, which were not correlated to DT performance. However, FOG-specific FC alterations in DT-related regions involving the precuneus and striatum were correlated to worse DT performance, suggesting that the balance between cognitive and motor networks is altered.
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Affiliation(s)
- G Vervoort
- KU Leuven, Department of Rehabilitation Sciences, Leuven, Belgium.
| | - E Heremans
- KU Leuven, Department of Rehabilitation Sciences, Leuven, Belgium.
| | - A Bengevoord
- KU Leuven, Department of Rehabilitation Sciences, Leuven, Belgium.
| | - C Strouwen
- KU Leuven, Department of Rehabilitation Sciences, Leuven, Belgium.
| | - E Nackaerts
- KU Leuven, Department of Rehabilitation Sciences, Leuven, Belgium.
| | - W Vandenberghe
- University Hospitals Leuven, Department of Neurology, Leuven, Belgium.
| | - A Nieuwboer
- KU Leuven, Department of Rehabilitation Sciences, Leuven, Belgium.
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11
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Bruijn SM, Van Dieën JH, Daffertshofer A. Beta activity in the premotor cortex is increased during stabilized as compared to normal walking. Front Hum Neurosci 2015; 9:593. [PMID: 26578937 PMCID: PMC4621867 DOI: 10.3389/fnhum.2015.00593] [Citation(s) in RCA: 52] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2015] [Accepted: 10/12/2015] [Indexed: 11/29/2022] Open
Abstract
Walking on two legs is inherently unstable. Still, we humans perform remarkable well at it, mostly without falling. To gain more understanding of the role of the brain in controlling gait stability we measured brain activity using electro-encephalography (EEG) during stabilized and normal walking. Subjects walked on a treadmill in two conditions, each lasting 10 min; normal, and while being laterally stabilized by elastic cords. Kinematics of trunk and feet, electro-myography (EMG) of neck muscles, as well as 64-channel EEG were recorded. To assess gait stability the local divergence exponent, step width, and trunk range of motion were calculated from the kinematic data. We used independent component (IC) analysis to remove movement, EMG, and eyeblink artifacts from the EEG, after which dynamic imaging of coherent sources beamformers were determined to identify cortical sources that showed a significant difference between conditions. Stabilized walking led to a significant increase in gait stability, i.e., lower local divergence exponents. Beamforming analysis of the beta band activity revealed significant sources in bilateral pre-motor cortices. Projection of sensor data on these sources showed a significant difference only in the left premotor area, with higher beta power during stabilized walking, specifically around push-off, although only significant around contralateral push-off. It appears that even during steady gait the cortex is involved in the control of stability.
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Affiliation(s)
- Sjoerd M Bruijn
- Department of Human Movement Sciences, MOVE Research Institute Amsterdam, VU University Amsterdam Amsterdam, Netherlands ; Department of Orthopaedic Surgery, First Affiliated Hospital, Fujian Medical University Fuzhou, China
| | - Jaap H Van Dieën
- Department of Human Movement Sciences, MOVE Research Institute Amsterdam, VU University Amsterdam Amsterdam, Netherlands
| | - Andreas Daffertshofer
- Department of Human Movement Sciences, MOVE Research Institute Amsterdam, VU University Amsterdam Amsterdam, Netherlands
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12
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Li W, Xu J, Chen X, He J, Huang Y. Phase Synchronization Between Motor Cortices During Gait Movement in Patients With Spinal Cord Injury. IEEE Trans Neural Syst Rehabil Eng 2015. [PMID: 26208358 DOI: 10.1109/tnsre.2015.2453311] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Spinal cord injury (SCI) frequently leads to generalized locomotor disability and gait disturbances which cause serious discomfort among patients. Human gait is a complex process in the central nervous system that results from the integration of various mechanisms which remain unclear. Therefore, it is of great theoretical and practical significance to investigate the cortical activity patterns during gait movement in SCI. In this study, brain activity was recorded by electroencephalogram (EEG) during two kinds of gait-like movements. Phase synchronization between motor cortices was investigated through source analysis and phase locking. Results revealed that diverse neural networks with different resonance-like frequencies exist in the brain. Further, we found that the premotor cortex played an important role in the control of passive gait-like movement. In attempted/active movement, spatial function and multimodal integration with somatosensory information are crucial aspects of posterior parietal cortex function which need to be considered separately in different EEG bands. Our results further confirmed that neural system control patterns in passive gait-like movement differ from those in attempted or active gait-like movement. Novel insights into human gait will provide a basis for improvements in future neurorehabilitation applications.
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13
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Bruijn SM, Van Impe A, Duysens J, Swinnen SP. White matter microstructural organization and gait stability in older adults. Front Aging Neurosci 2014; 6:104. [PMID: 24959139 PMCID: PMC4051125 DOI: 10.3389/fnagi.2014.00104] [Citation(s) in RCA: 52] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2013] [Accepted: 05/14/2014] [Indexed: 11/17/2022] Open
Abstract
Understanding age-related decline in gait stability and the role of alterations in brain structure is crucial. Here, we studied the relationship between white matter microstructural organization using Diffusion Tensor Imaging (DTI) and advanced gait stability measures in 15 healthy young adults (range 18–30 years) and 25 healthy older adults (range 62–82 years). Among the different gait stability measures, only stride time and the maximum Lyapunov exponent (which quantifies how well participants are able to attenuate small perturbations) were found to decline with age. White matter microstructural organization (FA) was lower throughout the brain in older adults. We found a strong correlation between FA in the left anterior thalamic radiation and left corticospinal tract on the one hand, and step width and safety margin (indicative of how close participants are to falling over) on the other. These findings suggest that white matter FA in tracts connecting subcortical and prefrontal areas is associated with the implementation of an effective stabilization strategy during gait.
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Affiliation(s)
- Sjoerd M Bruijn
- Motor Control Laboratory, Movement Control and Neuroplasticity Research Group, Department of Kinesiology, KU Leuven Leuven, Belgium ; Faculty of Human Movement Sciences, Research Institute MOVE, VU University Amsterdam, Netherlands ; Department of Orthopedics, First Affiliated Hospital of Fujian Medical University Fuzhou, China
| | - Annouchka Van Impe
- Motor Control Laboratory, Movement Control and Neuroplasticity Research Group, Department of Kinesiology, KU Leuven Leuven, Belgium
| | - Jacques Duysens
- Motor Control Laboratory, Movement Control and Neuroplasticity Research Group, Department of Kinesiology, KU Leuven Leuven, Belgium ; Department of Research, Development and Education, Sint Maartenskliniek Nijmegen, Netherlands
| | - Stephan P Swinnen
- Motor Control Laboratory, Movement Control and Neuroplasticity Research Group, Department of Kinesiology, KU Leuven Leuven, Belgium ; Leuven Research Institute for Neuroscience & Disease Leuven, Belgium
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Shimada H, Ishii K, Ishiwata K, Oda K, Suzukawa M, Makizako H, Doi T, Suzuki T. Gait adaptability and brain activity during unaccustomed treadmill walking in healthy elderly females. Gait Posture 2013; 38:203-8. [PMID: 23266043 DOI: 10.1016/j.gaitpost.2012.11.008] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2012] [Revised: 07/19/2012] [Accepted: 11/10/2012] [Indexed: 02/02/2023]
Abstract
This study evaluated brain activity during unaccustomed treadmill walking using positron emission tomography (PET) and [(18)F]fluorodeoxyglucose. Twenty-four healthy elderly females (75-82 years) participated in this study. Two PET scans were performed after 25 min of rest and after walking for 25 min at 2.0 km/h on a treadmill. Participants were divided into low and high step-length variability groups according to the median coefficient of variation in step length during treadmill walking. We compared the regional changes in brain glucose metabolism between the two groups. The most prominent relative activations during treadmill walking compared to rest in both groups were found in the primary sensorimotor areas, occipital lobe, and anterior and posterior lobe of the cerebellum. The high step-length variability group showed significant relative deactivations in the frontal lobe and the inferior temporal gyrus during treadmill walking. There was a significant relative activation of the primary sensorimotor area in the low step-length variability group compared to the high step-length variability group (P = 0.022). Compared to the low step-length variability group, the high step-length variability group exhibited a greater relative deactivation in the white matter of the middle and superior temporal gyrus (P = 0.032) and hippocampus (P = 0.034) during treadmill walking compared to resting. These results suggest that activation of the primary sensorimotor area, prefrontal area, and temporal lobe, especially the hippocampus, is associated with gait adaptability during unaccustomed treadmill walking.
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Affiliation(s)
- Hiroyuki Shimada
- Section for Health Promotion, Department for Research and Development to Support Independent Life of Elderly, Center for Gerontology and Social Science, National Center for Geriatrics and Gerontology, Japan.
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15
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Shine JM, Ward PB, Naismith SL, Pearson M, Lewis SJ. Utilising functional MRI (fMRI) to explore the freezing phenomenon in Parkinson’s disease. J Clin Neurosci 2011; 18:807-10. [DOI: 10.1016/j.jocn.2011.02.003] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2010] [Accepted: 02/08/2011] [Indexed: 10/18/2022]
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16
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Temporal and spatial patterns of cortical activation during assisted lower limb movement. Exp Brain Res 2010; 203:181-91. [PMID: 20364340 DOI: 10.1007/s00221-010-2223-5] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2009] [Accepted: 03/08/2010] [Indexed: 10/19/2022]
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17
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Gait disturbance associated with white matter changes: a gait analysis and blood flow study. Neuroimage 2009; 49:1659-66. [PMID: 19770057 DOI: 10.1016/j.neuroimage.2009.09.023] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2009] [Revised: 09/01/2009] [Accepted: 09/14/2009] [Indexed: 12/12/2022] Open
Abstract
To clarify the mechanisms underlying gait disturbance secondary to age-related white matter changes (ARWMC), cerebral perfusion was investigated during treadmill walking. Twenty subjects with extensive hyperintensities in the periventricular and deep white matter on T(2)-weighted magnetic resonance images (MRI) were recruited. The ARWMC subjects were classified into gait-disturbed (GD) and non-GD groups according to clinical criteria. All the subjects underwent gait analyses and cerebral perfusion measurements during both gait and rest by using single photon emission computed tomography. The GD group showed greater double support time/phase and stride width, and slower walking velocity, than the non-GD group. In an analysis of pooled data from all the subjects, gait-induced increases in cerebral perfusion were observed in the supplementary motor areas (SMA), lateral premotor cortex (PMC), primary motor and somatosensory areas, visual areas, basal ganglia and cerebellum. A between-group comparison of gait-induced perfusion changes showed relative underactivation of the SMA, thalamus and basal ganglia, together with relative overactivation of the PMC, in the GD group compared with the non-GD group. In a separate correlation analysis including all the subjects, as the double support phase was longer (that was, gait disturbance was more severe), the gait-induced perfusion changes were proportionally reduced in the SMA, visual cortex, and thalamus. The present study suggests that abnormalities in the basal ganglia-thalamo-cortical loops partly explain gait disturbance observed in a subset of subjects with ARWMC.
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18
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The cortical modulation from the external cues during gait observation and imagination. Neurosci Lett 2008; 443:232-5. [DOI: 10.1016/j.neulet.2008.07.084] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2008] [Revised: 06/27/2008] [Accepted: 07/20/2008] [Indexed: 11/23/2022]
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19
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Huxham F, Baker R, Morris ME, Iansek R. Footstep adjustments used to turn during walking in Parkinson's disease. Mov Disord 2008; 23:817-23. [PMID: 18200603 DOI: 10.1002/mds.21932] [Citation(s) in RCA: 56] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
Turning during walking is frequently problematic in Parkinson's disease (PD). The spatiotemporal characteristics of footstep adjustments used to turn 60 and 120 degrees were examined in 10 people with PD and 10 age, gender- and height-matched control subjects, using three-dimensional motion analysis. Control subjects used a recognizable pattern of spatial and temporal footstep modulations to turn. Participants with PD demonstrated significant differences in almost all variables. They (1) failed to turn as far as their peers; (2) showed a similar but scaled-down pattern of spatial adjustments to turn; (3) used shorter strides when walking, with exaggerated reductions when turning; and (4) demonstrated small but significant temporal differences in step time adjustments. Group differences were more marked for the larger turn. Spatial results, interpreted in light of hypothesized basal ganglia dysfunction, are consistent with a normal motor command but impaired ability to maintain movement amplitude. Differences in adjustment of step time to turn may reflect impaired locomotor timing control in subjects with PD during challenging gait tasks.
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Affiliation(s)
- Frances Huxham
- Centre for Clinical Research Excellence in Gait Analysis and Gait Rehabilitation, Victoria, Australia.
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Neural mechanisms involved in mental imagery and observation of gait. Neuroimage 2008; 41:1021-31. [DOI: 10.1016/j.neuroimage.2008.03.010] [Citation(s) in RCA: 133] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2007] [Revised: 02/16/2008] [Accepted: 03/03/2008] [Indexed: 11/23/2022] Open
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Cortical control of gait in healthy humans: an fMRI study. J Neural Transm (Vienna) 2008; 115:1149-58. [PMID: 18506392 DOI: 10.1007/s00702-008-0058-z] [Citation(s) in RCA: 54] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2007] [Accepted: 04/26/2008] [Indexed: 10/22/2022]
Abstract
This study examined the cortical control of gait in healthy humans using functional magnetic resonance imaging (fMRI). Two block-designed fMRI sessions were conducted during motor imagery of a locomotor-related task. Subjects watched a video clip that showed an actor standing and walking in an egocentric perspective. In a control session, additional fMRI images were collected when participants observed a video clip of the clutch movement of a right hand. In keeping with previous studies using SPECT and NIRS, we detected activation in many motor-related areas including supplementary motor area, bilateral precentral gyrus, left dorsal premotor cortex, and cingulate motor area. Smaller additional activations were observed in the bilateral precuneus, left thalamus, and part of right putamen. Based on these findings, we propose a novel paradigm to study the cortical control of gait in healthy humans using fMRI. Specifically, the task used in this study--involving both mirror neurons and mental imagery--provides a new feasible model to be used in functional neuroimaging studies in this area of research.
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Bakker M, Verstappen CCP, Bloem BR, Toni I. Recent advances in functional neuroimaging of gait. J Neural Transm (Vienna) 2007; 114:1323-31. [PMID: 17622483 PMCID: PMC2797840 DOI: 10.1007/s00702-007-0783-8] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2007] [Accepted: 06/28/2007] [Indexed: 10/28/2022]
Abstract
In this review, we discuss the contribution of functional neuroimaging to the understanding of the cerebral control of gait in humans, both in healthy subjects and in patients with Parkinson's disease. We illustrate different approaches that have been used to address this issue, ranging from the imaging of actual gait performance to the study of initiation and imagery of gait. We also consider related approaches focused on specific aspects of gait, like those addressed by repetitive foot movements. We provide a critical discussion of advantages and disadvantages of each approach, emphasizing crucial issues to be addressed for a better understanding of the neural control of human gait.
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Affiliation(s)
- M Bakker
- F.C. Donders Centre for Cognitive Neuroimaging, Radboud University, Nijmegen, The Netherlands.
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