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Hulzinga F, Pelicioni PHS, D'Cruz N, de Rond V, McCrum C, Ginis P, Gilat M, Nieuwboer A. Cortical Activation During Split-Belt Treadmill Walking in People With Parkinson's Disease and Healthy Controls. Neurorehabil Neural Repair 2025:15459683251329882. [PMID: 40129136 DOI: 10.1177/15459683251329882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/26/2025]
Abstract
BackgroundPeople with Parkinson's disease (PwPD) have difficulty adapting their gait to asymmetrical conditions. Objective. We investigated cortical activity between 42 PwPD (HY 2-3) and 42 healthy controls using functional near-infrared spectroscopy during tied-belt (TB) and split-belt (SB) treadmill walking.MethodsOxygenated hemoglobin (HbO2) was measured in the prefrontal cortex, supplementary motor area (SMA), premotor cortex (PMC), and posterior parietal cortex (PPC) during 3 blocks of treadmill walking: (1) with the belts moving at the same speed (TB) and (2) when the speed of 1 side was reduced by 50% (SB; 2 blocks). The ability to adjust gait to asymmetric conditions was quantified by step length asymmetry and its variability.ResultsAdaptive gait was worse during the last 5 steps of SB versus TB in PwPD compared to controls. PwPD showed higher HbO2 in the PMC (P = .005) and PPC (P = .004) relative to controls, regardless of condition. However, an increase in HbO2 in the SMA during SB was shown relative to TB in PwPD, a change not observed in controls (group × condition interaction P = .048; pairwise post hoc P = .032). Interestingly, increased PPC activity in PwPD was associated with poorer adapted gait.ConclusionsBoth regular and adaptive gait required enhanced cortical processing in PwPD, as evidenced by the increased activation in the PMC and PPC. However, this heightened cortical activity did not correlate with a reduction in gait asymmetry, suggesting that these changes might be maladaptive. Instead, the elevated cortical activity may reflect the challenges PwPD face in adapting to asymmetrical walking conditions. Careful interpretation is warranted given the relatively small sample of mildly affected PwPD, limiting generalizability to the broader population and the measurement errors inherent to functional near-infrared spectroscopy .
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Affiliation(s)
- Femke Hulzinga
- Neurorehabilitation Research Group (eNRGy), Department of Rehabilitation Sciences, KU Leuven, Leuven, Vlaams-Brabant, Belgium
| | - Paulo Henrique Silva Pelicioni
- School of Health Sciences, University of New South Wales, Randwick, Sydney, NSW, Australia
- Neuroscience Research Australia, University of New South Wales, Randwick, Sydney, NSW, Australia
| | - Nicholas D'Cruz
- Neurorehabilitation Research Group (eNRGy), Department of Rehabilitation Sciences, KU Leuven, Leuven, Vlaams-Brabant, Belgium
| | - Veerle de Rond
- Neurorehabilitation Research Group (eNRGy), Department of Rehabilitation Sciences, KU Leuven, Leuven, Vlaams-Brabant, Belgium
| | - Christopher McCrum
- Neurorehabilitation Research Group (eNRGy), Department of Rehabilitation Sciences, KU Leuven, Leuven, Vlaams-Brabant, Belgium
- Department of Nutrition and Movement Sciences, NUTRIM School of Nutrition and Translational Research in Metabolism, Maastricht University, Maastricht, The Netherlands
| | - Pieter Ginis
- Neurorehabilitation Research Group (eNRGy), Department of Rehabilitation Sciences, KU Leuven, Leuven, Vlaams-Brabant, Belgium
| | - Moran Gilat
- Neurorehabilitation Research Group (eNRGy), Department of Rehabilitation Sciences, KU Leuven, Leuven, Vlaams-Brabant, Belgium
- Leuven Brain Institute (LBI), Leuven, Belgium
| | - Alice Nieuwboer
- Neurorehabilitation Research Group (eNRGy), Department of Rehabilitation Sciences, KU Leuven, Leuven, Vlaams-Brabant, Belgium
- Leuven Brain Institute (LBI), Leuven, Belgium
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Liu N, Yang L, Yao X, Luo Y. From light to insight: Functional near-infrared spectroscopy for unravelling cognitive impairment during task performance. Biosci Trends 2025; 19:53-71. [PMID: 39864831 DOI: 10.5582/bst.2024.01362] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2025]
Abstract
Cognitive impairment refers to the impairment of higher brain functions such as perception, thinking or memory that affects the individual's ability to perform daily or social activities. Studies have found that changes in neuronal activity during tasks in patients with cognitive impairment are closely related to changes in cerebral cortical hemodynamics. Functional near-infrared spectroscopy is an indirect method to measure neural activity based on changes in blood oxygen concentration in the cerebral cortex. Due to its strong anti-motion interference, high compatibility, and almost no restriction on participants and environment, it has shown great potential in the research field of cognitive impairment. Recognizing these benefits, this comprehensive review systematically elucidates the rationale, historical development, advantages and disadvantages of functional near-infrared spectroscopy, and also discusses the applications of combining functional near-infrared spectroscopy with other detection techniques. Additionally, this review summarized how functional near-infrared spectroscopy can be applied to cognitive impairment caused by different diseases, ultimately aiding the study of neural mechanisms of cognitive activities, which is crucial for the diagnosis, differentiation and treatment of cognitive impairment.
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Affiliation(s)
- Na Liu
- Department of Rehabilitation, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Lingling Yang
- Department of Rehabilitation, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Xiuqing Yao
- Department of Rehabilitation, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
- Chongqing Municipality Clinical Research Center for Geriatric Medicine, Chongqing, China
- Department of Rehabilitation Therapy, Chongqing Medical University, Chongqing, China
| | - Yaxi Luo
- Department of Rehabilitation, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
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Warden ACM, McAllister C, Ruitenberg MFL, MacDonald HJ. Impulse control in Parkinson's disease: Distinct effects between action and choice. Neurosci Biobehav Rev 2025; 169:106026. [PMID: 39875083 DOI: 10.1016/j.neubiorev.2025.106026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2024] [Revised: 01/14/2025] [Accepted: 01/22/2025] [Indexed: 01/30/2025]
Abstract
Aside from typical motor symptoms, impulse control issues related to engaging in actions or decision-making can manifest in Parkinson's disease (PD). The lack of direct comparisons between impulsive action and impulsive choice domains hinders a comprehensive understanding of impaired impulse control in this population. Therefore, the current review integrates findings across behavioural measures of impulsive action and choice in PD samples, both on and off dopaminergic medication. The qualitative review of studies revealed a distinction between the two impulsivity domains in the context of PD. While impulsive action impairments present in early, non-medicated PD and persist throughout the disease, impulsive choice deficits may only emerge after time on medication. Research on impulsive choice, especially in non-medicated PD, is limited, and the impact of medication status and disease progression on both domains remains inconclusive. We recommend that future studies integrate impulsive action and choice task types within the same sample and employ longitudinal designs to monitor how disease progression and corresponding medication changes affect impulse control over time.
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Affiliation(s)
- Aliya C M Warden
- School of Sport, Exercise and Rehabilitation Sciences, College of Life and Environmental Sciences, University of Birmingham, Birmingham, UK; Centre for Human Brain Health, University of Birmingham, Birmingham, UK
| | - Craig McAllister
- School of Sport, Exercise and Rehabilitation Sciences, College of Life and Environmental Sciences, University of Birmingham, Birmingham, UK; Centre for Human Brain Health, University of Birmingham, Birmingham, UK
| | - Marit F L Ruitenberg
- Department of Health, Medical and Neuropsychology, Leiden University, Leiden, the Netherlands; Leiden Institute for Brain and Cognition, Leiden, the Netherlands
| | - Hayley J MacDonald
- School of Sport, Exercise and Rehabilitation Sciences, College of Life and Environmental Sciences, University of Birmingham, Birmingham, UK; Department of Biological and Medical Psychology, University of Bergen, Bergen, Norway.
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Guevara E, Rivas-Ruvalcaba FJ, Kolosovas-Machuca ES, Ramírez-Elías M, de León Zapata RD, Ramirez-GarciaLuna JL, Rodríguez-Leyva I. Parkinson's disease patients show delayed hemodynamic changes in primary motor cortex in fine motor tasks and decreased resting-state interhemispheric functional connectivity: a functional near-infrared spectroscopy study. NEUROPHOTONICS 2024; 11:025004. [PMID: 38812966 PMCID: PMC11135928 DOI: 10.1117/1.nph.11.2.025004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Revised: 05/10/2024] [Accepted: 05/10/2024] [Indexed: 05/31/2024]
Abstract
Significance People with Parkinson's disease (PD) experience changes in fine motor skills, which is viewed as one of the hallmark signs of this disease. Due to its non-invasive nature and portability, functional near-infrared spectroscopy (fNIRS) is a promising tool for assessing changes related to fine motor skills. Aim We aim to compare activation patterns in the primary motor cortex using fNIRS, comparing volunteers with PD and sex- and age-matched control participants during a fine motor task and walking. Moreover, inter and intrahemispheric functional connectivity (FC) was investigated during the resting state. Approach We used fNIRS to measure the hemodynamic changes in the primary motor cortex elicited by a finger-tapping task in 20 PD patients and 20 controls matched for age, sex, education, and body mass index. In addition, a two-minute walking task was carried out. Resting-state FC was also assessed. Results Patients with PD showed delayed hypoactivation in the motor cortex during the fine motor task with the dominant hand and delayed hyperactivation with the non-dominant hand. The findings also revealed significant correlations among various measures of hemodynamic activity in the motor cortex using fNIRS and different cognitive and clinical variables. There were no significant differences between patients with PD and controls during the walking task. However, there were significant differences in interhemispheric connectivity between PD patients and control participants, with a statistically significant decrease in PD patients compared with control participants. Conclusions Decreased interhemispheric FC and delayed activity in the primary motor cortex elicited by a fine motor task may one day serve as one of the many potential neuroimaging biomarkers for diagnosing PD.
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Affiliation(s)
- Edgar Guevara
- CONAHCYT-Universidad Autónoma de San Luis Potosí, San Luis Potosí, Mexico
- Universidad Autónoma de San Luis Potosí, Coordinación para la Innovación y Aplicación de la Ciencia y la Tecnología, San Luis Potosí, Mexico
| | - Francisco Javier Rivas-Ruvalcaba
- Hospital Central “Dr. Ignacio Morones Prieto”, Universidad Autónoma de San Luis Potosí, Faculty of Medicine, Neurology Service, San Luis Potosí, Mexico
| | - Eleazar Samuel Kolosovas-Machuca
- Universidad Autónoma de San Luis Potosí, Coordinación para la Innovación y Aplicación de la Ciencia y la Tecnología, San Luis Potosí, Mexico
- Universidad Autónoma de San Luis Potosí, Faculty of Science, San Luis Potosí, Mexico
| | - Miguel Ramírez-Elías
- Universidad Autónoma de San Luis Potosí, Faculty of Science, San Luis Potosí, Mexico
| | | | - Jose Luis Ramirez-GarciaLuna
- Universidad Autónoma de San Luis Potosí, Coordinación para la Innovación y Aplicación de la Ciencia y la Tecnología, San Luis Potosí, Mexico
- Hospital Central “Dr. Ignacio Morones Prieto”, Universidad Autónoma de San Luis Potosí, Division of Surgery, Faculty of Medicine, San Luis Potosí, Mexico
| | - Ildefonso Rodríguez-Leyva
- Hospital Central “Dr. Ignacio Morones Prieto”, Universidad Autónoma de San Luis Potosí, Faculty of Medicine, Neurology Service, San Luis Potosí, Mexico
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Liampas I, Danga F, Kyriakoulopoulou P, Siokas V, Stamati P, Messinis L, Dardiotis E, Nasios G. The Contribution of Functional Near-Infrared Spectroscopy (fNIRS) to the Study of Neurodegenerative Disorders: A Narrative Review. Diagnostics (Basel) 2024; 14:663. [PMID: 38535081 PMCID: PMC10969335 DOI: 10.3390/diagnostics14060663] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Revised: 03/14/2024] [Accepted: 03/18/2024] [Indexed: 01/03/2025] Open
Abstract
Functional near-infrared spectroscopy (fNIRS) is an innovative neuroimaging method that offers several advantages over other commonly used modalities. This narrative review investigated the potential contribution of this method to the study of neurodegenerative disorders. Thirty-four studies involving patients with Alzheimer's disease (AD), mild cognitive impairment (MCI), frontotemporal dementia (FTD), Parkinson's disease (PD), or amyotrophic lateral sclerosis (ALS) and healthy controls were reviewed. Overall, it was revealed that the prefrontal cortex of individuals with MCI may engage compensatory mechanisms to support declining brain functions. A rightward shift was suggested to compensate for the loss of the left prefrontal capacity in the course of cognitive decline. In parallel, some studies reported the failure of compensatory mechanisms in MCI and early AD; this lack of appropriate hemodynamic responses may serve as an early biomarker of neurodegeneration. One article assessing FTD demonstrated a heterogeneous cortical activation pattern compared to AD, indicating that fNIRS may contribute to the challenging distinction of these conditions. Regarding PD, there was evidence that cognitive resources (especially executive function) were recruited to compensate for locomotor impairments. As for ALS, fNIRS data support the involvement of extra-motor networks in ALS, even in the absence of measurable cognitive impairment.
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Affiliation(s)
- Ioannis Liampas
- Department of Neurology, University Hospital of Larissa, Faculty of Medicine, School of Health Sciences, University of Thessaly, 41100 Larissa, Greece; (V.S.); (P.S.); (E.D.)
| | - Freideriki Danga
- Department of Speech and Language Therapy, School of Health Sciences, University of Ioannina, 45500 Ioannina, Greece; (F.D.); (G.N.)
| | | | - Vasileios Siokas
- Department of Neurology, University Hospital of Larissa, Faculty of Medicine, School of Health Sciences, University of Thessaly, 41100 Larissa, Greece; (V.S.); (P.S.); (E.D.)
| | - Polyxeni Stamati
- Department of Neurology, University Hospital of Larissa, Faculty of Medicine, School of Health Sciences, University of Thessaly, 41100 Larissa, Greece; (V.S.); (P.S.); (E.D.)
| | - Lambros Messinis
- Laboratory of Neuropsychology and Behavioral Neuroscience, School of Psychology, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece;
| | - Efthimios Dardiotis
- Department of Neurology, University Hospital of Larissa, Faculty of Medicine, School of Health Sciences, University of Thessaly, 41100 Larissa, Greece; (V.S.); (P.S.); (E.D.)
| | - Grigorios Nasios
- Department of Speech and Language Therapy, School of Health Sciences, University of Ioannina, 45500 Ioannina, Greece; (F.D.); (G.N.)
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Romano A, Liparoti M, Minino R, Polverino A, Cipriano L, Carotenuto A, Tafuri D, Sorrentino G, Sorrentino P, Troisi Lopez E. The effect of dopaminergic treatment on whole body kinematics explored through network theory. Sci Rep 2024; 14:1913. [PMID: 38253728 PMCID: PMC10803322 DOI: 10.1038/s41598-023-50546-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Accepted: 12/21/2023] [Indexed: 01/24/2024] Open
Abstract
Three-dimensional motion analysis represents a quantitative approach to assess spatio-temporal and kinematic changes in health and disease. However, these parameters provide only segmental information, discarding minor changes of complex whole body kinematics characterizing physiological and/or pathological conditions. We aimed to assess how levodopa intake affects the whole body, analyzing the kinematic interactions during gait in Parkinson's disease (PD) through network theory which assess the relationships between elements of a system. To this end, we analysed gait data of 23 people with PD applying network theory to the acceleration kinematic data of 21 markers placed on participants' body landmarks. We obtained a matrix of kinematic interactions (i.e., the kinectome) for each participant, before and after the levodopa intake, we performed a topological analysis to evaluate the large-scale interactions among body elements, and a multilinear regression analysis to verify whether the kinectome's topology could predict the clinical variations induced by levodopa. We found that, following levodopa intake, patients with PD showed less trunk and head synchronization (p-head = 0.048; p-7th cervical vertebrae = 0.032; p-10th thoracic vertebrae = 0.006) and an improved upper-lower limbs synchronization (elbows right, p = 0.002; left, p = 0.005), (wrists right, p = 0.003; left, p = 0.002; knees right, p = 0.003; left, p = 0.039) proportional to the UPDRS-III scores. These results may be attributable to the reduction of rigidity, following pharmacological treatment.
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Affiliation(s)
- Antonella Romano
- Department of Medical, Motor and Wellness Sciences, University of Naples "Parthenope", Naples, Italy
| | - Marianna Liparoti
- Department of Philosophical, Pedagogical and Economic-Quantitative Sciences, University of Chieti-Pescara G. D'Annunzio, Chieti, Italy
| | - Roberta Minino
- Department of Medical, Motor and Wellness Sciences, University of Naples "Parthenope", Naples, Italy
| | - Arianna Polverino
- Institute of Diagnosis and Treatment Hermitage Capodimonte, Naples, Italy
| | - Lorenzo Cipriano
- Department of Medical, Motor and Wellness Sciences, University of Naples "Parthenope", Naples, Italy
| | | | - Domenico Tafuri
- Department of Medical, Motor and Wellness Sciences, University of Naples "Parthenope", Naples, Italy
| | - Giuseppe Sorrentino
- Department of Medical, Motor and Wellness Sciences, University of Naples "Parthenope", Naples, Italy
- Institute of Diagnosis and Treatment Hermitage Capodimonte, Naples, Italy
- Institute of Applied Sciences and Intelligent Systems of National Research Council, Pozzuoli, Italy
| | - Pierpaolo Sorrentino
- Institut de Neurosciences Des Systèmes, Inserm, INS, Aix-Marseille University, Marseille, France.
- Department of Biomedical Sciences, University of Sassari, Sassari, Italy.
| | - Emahnuel Troisi Lopez
- Institute of Applied Sciences and Intelligent Systems of National Research Council, Pozzuoli, Italy
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Pelicioni PHS, Lord SR, Menant JC, Chaplin C, Canning C, Brodie MA, Sturnieks DL, Okubo Y. Combined Reactive and Volitional Step Training Improves Balance Recovery and Stepping Reaction Time in People With Parkinson's Disease: A Randomised Controlled Trial. Neurorehabil Neural Repair 2023; 37:694-704. [PMID: 37864439 PMCID: PMC10666522 DOI: 10.1177/15459683231206743] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2023]
Abstract
BACKGROUND Falls are frequent and devastating events for people with Parkinson's disease (PD). Here, we investigated whether laboratory-based reactive step training combined with home-based volitional step training was effective in improving balance recovery and stepping ability in people with PD. METHODS Forty-four people with idiopathic PD were randomized into intervention or control groups. Intervention participants performed unsupervised volitional step training using home-based exergames (80+ minutes/week) for 12 weeks and attended reactive step training sessions in which they were exposed to slip and trip perturbations at 4 and 8 weeks. Control participants continued their usual activities. Primary outcomes were balance recovery following an induced-trip/slip and choice stepping reaction time (CSRT) at the 12-week reassessment. Secondary outcomes comprised sensorimotor, balance, cognitive, psychological, complex stepping (inhibitory CSRT and Stroop Stepping Test [SST]), gait measures, and falls experienced in everyday life. RESULTS At reassessment, the intervention group had significantly fewer total laboratory-induced falls and faster CSRT compared to the control group (P < .05). The intervention group also had significantly faster inhibitory CSRT and SST movement times and made fewer mistakes in the SST (P < .05). There were no significant differences in the rate of every day falls or other secondary outcome measures between the groups. CONCLUSION Combined volitional and reactive step training improved balance recovery from an induced-perturbation, voluntary stepping time, and stepping accuracy in cognitively challenging tests in people with PD. Further research is required to determine whether such combined step training can prevent daily-life falls in this population.
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Affiliation(s)
- Paulo H. S. Pelicioni
- Neuroscience Research Australia, University of New South Wales, Randwick, NSW, Australia
- School of Population Health, University of New South Wales, Randwick, NSW, Australia
- School of Health Sciences, University of New South Wales, Randwick, NSW, Australia
| | - Stephen R. Lord
- Neuroscience Research Australia, University of New South Wales, Randwick, NSW, Australia
- School of Population Health, University of New South Wales, Randwick, NSW, Australia
| | - Jasmine C. Menant
- Neuroscience Research Australia, University of New South Wales, Randwick, NSW, Australia
- School of Population Health, University of New South Wales, Randwick, NSW, Australia
| | - Carly Chaplin
- Neuroscience Research Australia, University of New South Wales, Randwick, NSW, Australia
| | - Collen Canning
- Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
| | - Matthew A. Brodie
- Neuroscience Research Australia, University of New South Wales, Randwick, NSW, Australia
- Graduate School of Biomedical Engineering, University of New South Wales, Randwick, NSW, Australia
| | - Daina L. Sturnieks
- Neuroscience Research Australia, University of New South Wales, Randwick, NSW, Australia
- School of Biomedical Sciences, University of New South Wales, Randwick, NSW, Australia
| | - Yoshiro Okubo
- Neuroscience Research Australia, University of New South Wales, Randwick, NSW, Australia
- School of Population Health, University of New South Wales, Randwick, NSW, Australia
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Sousani M, Rojas RF, Preston E, Ghahramani M. Toward a Multi-Modal Brain-Body Assessment in Parkinson's Disease: A Systematic Review in fNIRS. IEEE J Biomed Health Inform 2023; 27:4840-4853. [PMID: 37639416 DOI: 10.1109/jbhi.2023.3308901] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/31/2023]
Abstract
Parkinson's disease (PD) causes impairments in cortical structures leading to motor and cognitive symptoms. While common disease management and treatment strategies mainly depend on the subjective assessment of clinical scales and patients' diaries, research in recent years has focused on advances in automatic and objective tools to help with diagnosing PD and determining its severity. Due to the link between brain structure deficits and physical symptoms in PD, objective brain activity and body motion assessment of patients have been studied in the literature. This study aimed to explore the relationship between brain activity and body motion measures of people with PD to look at the feasibility of diagnosis or assessment of PD using these measures. In this study, we summarised the findings of 24 selected papers from the complete literature review using the Scopus database. Selected studies used both brain activity recording using functional near-infrared spectroscopy (fNIRS) and motion assessment using sensors for people with PD in their experiments. Results include 1) the most common study protocol is a combination of single tasks. 2) Prefrontal cortex is mostly studied region of interest in the literature. 3) Oxygenated haemoglobin (HbO 2) concentration is the predominant metric utilised in fNIRS, compared to deoxygenated haemoglobin (HHb). 4) Motion assessment in people with PD is mostly done with inertial measurement units (IMUs) and electronic walkway. 5) The relationship between brain activity and body motion measures is an important factor that has been neglected in the literature.
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Li X, Huang F, Guo T, Feng M, Li S. The continuous performance test aids the diagnosis of post-stroke cognitive impairment in patients with right hemisphere damage. Front Neurol 2023; 14:1173004. [PMID: 37456654 PMCID: PMC10338841 DOI: 10.3389/fneur.2023.1173004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Accepted: 06/13/2023] [Indexed: 07/18/2023] Open
Abstract
Purpose The purpose of the study was to investigate the time course difference of relative changes in oxygenated hemoglobin (Oxy-Hb) concentration in the prefrontal cortex (PFC) between controls and patients with post-stroke cognitive impairment (PSCI) who had right hemisphere damage (RHD) using the continuous performance test (CPT) and functional near-infrared spectroscopy (fNIRS) technology. The study aimed to evaluate the feasibility of CPT in the diagnosis and evaluation of PSCI with RHD. Methods A total of 16 patients with RHD (RHD group) and 32 normal subjects (control group) were recruited. The Montreal Cognitive Assessment Scale was used to assess post-stroke cognitive impairment. The CPT and fNIRS were employed to investigate task-related changes in Oxy-Hb levels. Results The RHD group showed significantly lower accuracy and hit rates than the control group; however, the average reaction time was significantly longer in the former. Although the two groups showed no statistically significant difference in terms of left and right PFC integral values, the mean values were greater in the RHD group. The centroid value of the right PFC was significantly higher in the RHD group than in the control group. The time course of Oxy-Hb concentrations in the PFC differed between the two groups. In the RHD group, neural compensation was observed in both prefrontal lobes; however, the rate of compensation was slower on the affected side. Conclusion The CPT may be helpful in the clinical diagnosis of PSCI with RHD. It may therefore be used to evaluate the effectiveness of cognitive interventions.
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Affiliation(s)
- XiuLi Li
- Faculty of Rehabilitation, Capital Medical University, Beijing, China
- Department of Occupational Therapy, China Rehabilitation Research Center, Beijing, China
| | - FuBiao Huang
- Faculty of Rehabilitation, Capital Medical University, Beijing, China
- Department of Occupational Therapy, China Rehabilitation Research Center, Beijing, China
| | - TieJun Guo
- Faculty of Rehabilitation, Capital Medical University, Beijing, China
- Department of Occupational Therapy, China Rehabilitation Research Center, Beijing, China
| | - MengChen Feng
- Faculty of Rehabilitation, Capital Medical University, Beijing, China
- Department of Occupational Therapy, China Rehabilitation Research Center, Beijing, China
| | - Shan Li
- Faculty of Rehabilitation, Capital Medical University, Beijing, China
- Department of Occupational Therapy, China Rehabilitation Research Center, Beijing, China
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Li Y, Xu Z, Xie H, Fu R, Lo WLA, Cheng X, Yang J, Ge L, Yu Q, Wang C. Changes in cortical activation during upright stance in individuals with chronic low back pain: An fNIRS study. Front Hum Neurosci 2023; 17:1085831. [PMID: 36816497 PMCID: PMC9936824 DOI: 10.3389/fnhum.2023.1085831] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Accepted: 01/17/2023] [Indexed: 02/05/2023] Open
Abstract
Introduction Postural control deficits are a potential cause of persistent and recurrent pain in patients with chronic low back pain (CLBP). Although some studies have confirmed that the dorsolateral prefrontal cortex (DLPFC) contributes to pain regulation in CLBP, its role in the postural control of patients with CLBP remains unclear. Therefore, this study aimed to investigate the DLPFC activation of patients with CLBP and healthy controls under different upright stance task conditions. Methods Twenty patients with CLBP (26.50 ± 2.48 years) and 20 healthy controls (25.75 ± 3.57 years) performed upright stance tasks under three conditions: Task-1 was static balance with eyes open; Task-2 was static balance with eyes closed; Task-3 involved dynamic balance on an unstable surface with eyes open. A wireless functional near-infrared spectroscopy (fNIRS) system measured cortical activity, including the bilateral DLPFC, pre-motor cortex (PMC) and supplementary motor area (SMA), the primary motor cortex (M1), the primary somatosensory cortex (S1), and a force platform measured balance parameters during upright stance. Results The two-way repeated measures ANOVA results showed significant interaction in bilateral PMC/SMA activation. Moreover, patients with CLBP had significantly increased right DLPFC activation and higher sway 32 area and velocity than healthy controls during upright stance. Discussion Our results imply that PMC/SMA and DLPFC maintain standing balance. The patients with CLBP have higher cortical activity and upright stance control deficits, which may indicate that the patients with CLBP have low neural efficiency and need more motor resources to maintain balance.
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Bonilauri A, Sangiuliano Intra F, Rossetto F, Borgnis F, Baselli G, Baglio F. Whole-Head Functional Near-Infrared Spectroscopy as an Ecological Monitoring Tool for Assessing Cortical Activity in Parkinson's Disease Patients at Different Stages. Int J Mol Sci 2022; 23:14897. [PMID: 36499223 PMCID: PMC9736501 DOI: 10.3390/ijms232314897] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2022] [Revised: 11/18/2022] [Accepted: 11/22/2022] [Indexed: 11/29/2022] Open
Abstract
Functional near-infrared spectroscopy (fNIRS) is increasingly employed as an ecological neuroimaging technique in assessing age-related chronic neurological disorders, such as Parkinson's disease (PD), mainly providing a cross-sectional characterization of clinical phenotypes in ecological settings. Current fNIRS studies in PD have investigated the effects of motor and non-motor impairment on cortical activity during gait and postural stability tasks, but no study has employed fNIRS as an ecological neuroimaging tool to assess PD at different stages. Therefore, in this work, we sought to investigate the cortical activity of PD patients during a motor grasping task and its relationship with both the staging of the pathology and its clinical variables. This study considered 39 PD patients (age 69.0 ± 7.64, 38 right-handed), subdivided into two groups at different stages by the Hoehn and Yahr (HY) scale: early PD (ePD; N = 13, HY = [1; 1.5]) and moderate PD (mPD; N = 26, HY = [2; 2.5; 3]). We employed a whole-head fNIRS system with 102 measurement channels to monitor brain activity. Group-level activation maps and region of interest (ROI) analysis were computed for ePD, mPD, and ePD vs. mPD contrasts. A ROI-based correlation analysis was also performed with respect to contrasted subject-level fNIRS data, focusing on age, a Cognitive Reserve Index questionnaire (CRIQ), disease duration, the Unified Parkinson's Disease Rating Scale (UPDRS), and performances in the Stroop Color and Word (SCW) test. We observed group differences in age, disease duration, and the UPDRS, while no significant differences were found for CRIQ or SCW scores. Group-level activation maps revealed that the ePD group presented higher activation in motor and occipital areas than the mPD group, while the inverse trend was found in frontal areas. Significant correlations with CRIQ, disease duration, the UPDRS, and the SCW were mostly found in non-motor areas. The results are in line with current fNIRS and functional and anatomical MRI scientific literature suggesting that non-motor areas-primarily the prefrontal cortex area-provide a compensation mechanism for PD motor impairment. fNIRS may serve as a viable support for the longitudinal assessment of therapeutic and rehabilitation procedures, and define new prodromal, low-cost, and ecological biomarkers of disease progression.
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Affiliation(s)
- Augusto Bonilauri
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, 20133 Milan, Italy
| | - Francesca Sangiuliano Intra
- IRCCS Fondazione Don Carlo Gnocchi ONLUS, CADITER, 20148 Milan, Italy
- Faculty of Education, Free University of Bolzano-Bozen, 39042 Brixen, Italy
| | - Federica Rossetto
- IRCCS Fondazione Don Carlo Gnocchi ONLUS, CADITER, 20148 Milan, Italy
| | - Francesca Borgnis
- IRCCS Fondazione Don Carlo Gnocchi ONLUS, CADITER, 20148 Milan, Italy
| | - Giuseppe Baselli
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, 20133 Milan, Italy
| | - Francesca Baglio
- IRCCS Fondazione Don Carlo Gnocchi ONLUS, CADITER, 20148 Milan, Italy
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12
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Zhang X, Wang Y, Lu J, Wang J, Shu Z, Cheng Y, Zhu Z, Liu P, Yu Y, Yu N, Han J, Wu J. Fronto-parietal cortex activation during walking in patients with Parkinson's disease adopting different postural strategies. Front Neurol 2022; 13:998243. [PMID: 36353125 PMCID: PMC9638124 DOI: 10.3389/fneur.2022.998243] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Accepted: 09/14/2022] [Indexed: 12/02/2022] Open
Abstract
Background Cortical activation patterns in patients with Parkinson's disease (PD) may be influenced by postural strategies, but the underlying neural mechanisms remain unclear. Our aim is to examine the role of the fronto-parietal lobes in patients with PD adopting different postural strategies and the effect of dual task (DT) on fronto-parietal activation. Methods Two groups of patients with PD adopting either the posture first strategy (PD-PF) or the posture second strategy (PD-PS) were examined respectively when in the “OFF” state while single-walking task (SW) and DT. Frontal and parietal lobe activity was assessed by functional near infrared spectroscopy (fNIRS) and measuring gait parameters. Linear mixed models were used for analyses. Results Patients with PD who adopted PS had greater cortical activation than those who adopted PF, and there was no difference between PF and PS in the behavioral parameters. For oxyhemoglobin levels, the task condition (SW vs. DT) had a main effect in fronto-parietal lobes. Postural strategy (PD-PF vs. PD-PS) a main effect in the left prefrontal cortex (LPFC), left parietal lobe (LPL), and right parietal lobe (RPL) regions. In the task of walking with and without the cognitive task, patients with PD adopting PS had higher activation in the LPL than those adopting PF. In DT, only PD patients who adopted PS had elevated oxyhemoglobin levels in the LPFC, right prefrontal cortex (RPFC), and LPL compared with the SW, whereas patients with PD who adopted PF showed no differences in any region. Conclusion Different patterns of fronto-parietal activation exist between PD-PF and PD-PS. This may be because PD-PS require greater cortical functional compensation than those adopting PF.
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Affiliation(s)
- Xinyuan Zhang
- Clinical College of Neurology, Neurosurgery and Neurorehabilitation, Tianjin Medical University, Tianjin, China
| | - Yue Wang
- Clinical College of Neurology, Neurosurgery and Neurorehabilitation, Tianjin Medical University, Tianjin, China
| | - Jiewei Lu
- College of Artificial Intelligence, Nankai University, Tianjin, China
- Tianjin Key Laboratory of Intelligent Robotics, Nankai University, Tianjin, China
| | - Jin Wang
- Clinical College of Neurology, Neurosurgery and Neurorehabilitation, Tianjin Medical University, Tianjin, China
- Department of Neurorehabilitation and Neurology, Tianjin Huanhu Hospital, Tianjin, China
| | - Zhilin Shu
- College of Artificial Intelligence, Nankai University, Tianjin, China
- Tianjin Key Laboratory of Intelligent Robotics, Nankai University, Tianjin, China
| | - Yuanyuan Cheng
- Clinical College of Neurology, Neurosurgery and Neurorehabilitation, Tianjin Medical University, Tianjin, China
- Department of Rehabilitation Medicine, Tianjin Huanhu Hospital, Tianjin, China
| | - Zhizhong Zhu
- Department of Rehabilitation Medicine, Tianjin Huanhu Hospital, Tianjin, China
| | - PeiPei Liu
- Clinical College of Neurology, Neurosurgery and Neurorehabilitation, Tianjin Medical University, Tianjin, China
- Department of Neurorehabilitation and Neurology, Tianjin Huanhu Hospital, Tianjin, China
| | - Yang Yu
- Department of Rehabilitation Medicine, Tianjin Huanhu Hospital, Tianjin, China
| | - Ningbo Yu
- College of Artificial Intelligence, Nankai University, Tianjin, China
- Tianjin Key Laboratory of Intelligent Robotics, Nankai University, Tianjin, China
- Ningbo Yu
| | - Jianda Han
- College of Artificial Intelligence, Nankai University, Tianjin, China
- Tianjin Key Laboratory of Intelligent Robotics, Nankai University, Tianjin, China
- Jianda Han
| | - Jialing Wu
- Department of Neurorehabilitation and Neurology, Tianjin Huanhu Hospital, Tianjin, China
- Department of Rehabilitation Medicine, Tianjin Huanhu Hospital, Tianjin, China
- Tianjin Key Laboratory of Cerebral Vascular and Neurodegenerative Diseases, Tianjin Neurosurgical Institute, Tianjin, China
- *Correspondence: Jialing Wu
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13
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Xia W, Dai R, Xu X, Huai B, Bai Z, Zhang J, Jin M, Niu W. Cortical mapping of active and passive upper limb training in stroke patients and healthy people: A functional near-infrared spectroscopy study. Brain Res 2022; 1788:147935. [DOI: 10.1016/j.brainres.2022.147935] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2021] [Revised: 04/05/2022] [Accepted: 04/26/2022] [Indexed: 11/02/2022]
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14
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Hakim U, Pinti P, Noah AJ, Zhang X, Burgess P, Hamilton A, Hirsch J, Tachtsidis I. Investigation of functional near-infrared spectroscopy signal quality and development of the hemodynamic phase correlation signal. NEUROPHOTONICS 2022; 9:025001. [PMID: 35599691 PMCID: PMC9116886 DOI: 10.1117/1.nph.9.2.025001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/16/2021] [Accepted: 04/13/2022] [Indexed: 06/15/2023]
Abstract
Significance: There is a longstanding recommendation within the field of fNIRS to use oxygenated (HbO 2 ) and deoxygenated (HHb) hemoglobin when analyzing and interpreting results. Despite this, many fNIRS studies do focus onHbO 2 only. Previous work has shown thatHbO 2 on its own is susceptible to systemic interference and results may mostly reflect that rather than functional activation. Studies using bothHbO 2 and HHb to draw their conclusions do so with varying methods and can lead to discrepancies between studies. The combination ofHbO 2 and HHb has been recommended as a method to utilize both signals in analysis. Aim: We present the development of the hemodynamic phase correlation (HPC) signal to combineHbO 2 and HHb as recommended to utilize both signals in the analysis. We use synthetic and experimental data to evaluate how the HPC and current signals used for fNIRS analysis compare. Approach: About 18 synthetic datasets were formed using resting-state fNIRS data acquired from 16 channels over the frontal lobe. To simulate fNIRS data for a block-design task, we superimposed a synthetic task-related hemodynamic response to the resting state data. This data was used to develop an HPC-general linear model (GLM) framework. Experiments were conducted to investigate the performance of each signal at different SNR and to investigate the effect of false positives on the data. Performance was based on each signal's mean T -value across channels. Experimental data recorded from 128 participants across 134 channels during a finger-tapping task were used to investigate the performance of multiple signals [HbO 2 , HHb, HbT, HbD, correlation-based signal improvement (CBSI), and HPC] on real data. Signal performance was evaluated on its ability to localize activation to a specific region of interest. Results: Results from varying the SNR show that the HPC signal has the highest performance for high SNRs. The CBSI performed the best for medium-low SNR. The next analysis evaluated how false positives affect the signals. The analyses evaluating the effect of false positives showed that the HPC and CBSI signals reflect the effect of false positives onHbO 2 and HHb. The analysis of real experimental data revealed that the HPC and HHb signals provide localization to the primary motor cortex with the highest accuracy. Conclusions: We developed a new hemodynamic signal (HPC) with the potential to overcome the current limitations of usingHbO 2 and HHb separately. Our results suggest that the HPC signal provides comparable accuracy to HHb to localize functional activation while at the same time being more robust against false positives.
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Affiliation(s)
- Uzair Hakim
- University College London, Department of Medical Physics and Biomedical Engineering, London, United Kingdom
| | - Paola Pinti
- University College London, Department of Medical Physics and Biomedical Engineering, London, United Kingdom
- University of London, Birkbeck College, Centre for Brain and Cognitive Development, London, United Kingdom
| | - Adam J. Noah
- Yale University, Department of Neuroscience and Comparative Medicine, Yale School of Medicine, United States
| | - Xian Zhang
- Yale University, Department of Neuroscience and Comparative Medicine, Yale School of Medicine, United States
| | - Paul Burgess
- University College London, Institute of Cognitive Neuroscience, London, United Kingdom
| | - Antonia Hamilton
- University College London, Institute of Cognitive Neuroscience, London, United Kingdom
| | - Joy Hirsch
- University College London, Department of Medical Physics and Biomedical Engineering, London, United Kingdom
- Yale University, Department of Neuroscience and Comparative Medicine, Yale School of Medicine, United States
| | - Ilias Tachtsidis
- University College London, Department of Medical Physics and Biomedical Engineering, London, United Kingdom
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15
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Disbrow EA, Glassy ND, Dressler EM, Russo K, Franz EA, Turner RS, Ventura MI, Hinkley L, Zweig R, Nagarajan SS, Ledbetter CR, Sigvardt KA. Cortical oscillatory dysfunction in Parkinson disease during movement activation and inhibition. PLoS One 2022; 17:e0257711. [PMID: 35245294 PMCID: PMC8896690 DOI: 10.1371/journal.pone.0257711] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Accepted: 09/08/2021] [Indexed: 12/27/2022] Open
Abstract
Response activation and inhibition are functions fundamental to executive control that are disrupted in Parkinson disease (PD). We used magnetoencephalography to examine event related changes in oscillatory power amplitude, peak latency and frequency in cortical networks subserving these functions and identified abnormalities associated with PD. Participants (N = 18 PD, 18 control) performed a cue/target task that required initiation of an un-cued movement (activation) or inhibition of a cued movement. Reaction times were variable but similar across groups. Task related responses in gamma, alpha, and beta power were found across cortical networks including motor cortex, supplementary and pre- supplementary motor cortex, posterior parietal cortex, prefrontal cortex and anterior cingulate. PD-related changes in power and latency were noted most frequently in the beta band, however, abnormal power and delayed peak latency in the alpha band in the pre-supplementary motor area was suggestive of a compensatory mechanism. PD peak power was delayed in pre-supplementary motor area, motor cortex, and medial frontal gyrus only for activation, which is consistent with deficits in un-cued (as opposed to cued) movement initiation characteristic of PD.
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Affiliation(s)
- Elizabeth A. Disbrow
- LSU Health Shreveport Center for Brain Health, Shreveport, Louisiana, United States of America
- Department of Neurology, LSU Health Shreveport, Shreveport, Louisiana, United States of America
- * E-mail:
| | - Nathaniel D. Glassy
- LSU Health Shreveport Center for Brain Health, Shreveport, Louisiana, United States of America
| | - Elizabeth M. Dressler
- LSU Health Shreveport Center for Brain Health, Shreveport, Louisiana, United States of America
| | - Kimberley Russo
- Department of Psychology, UC Berkeley, Berkeley, California, United States of America
| | - Elizabeth A. Franz
- Action Brain and Cognition Laboratory, Department of Psychology, and fMRIotago, University of Otago, Dunedin, New Zealand
| | - Robert S. Turner
- Department of Neurobiology and Center for the Neural Basis of Cognition University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America
| | - Maria I. Ventura
- Department of Psychiatry, UC Davis, Sacramento, California, United States of America
| | - Leighton Hinkley
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, United States of America
| | - Richard Zweig
- LSU Health Shreveport Center for Brain Health, Shreveport, Louisiana, United States of America
- Department of Neurology, LSU Health Shreveport, Shreveport, Louisiana, United States of America
| | - Srikantan S. Nagarajan
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, United States of America
| | - Christina R. Ledbetter
- LSU Health Shreveport Center for Brain Health, Shreveport, Louisiana, United States of America
- Department of Neurosurgery, LSU Health Shreveport, Shreveport, Louisiana, United States of America
| | - Karen A. Sigvardt
- Department of Neurology, UC Davis, Sacramento, California, United States of America
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16
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Kwag E, Zijlstra W. Balance tasks requiring inhibitory control; a scoping review of studies in older adults. Gait Posture 2022; 93:126-134. [PMID: 35139472 DOI: 10.1016/j.gaitpost.2022.01.025] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/02/2021] [Revised: 01/13/2022] [Accepted: 01/29/2022] [Indexed: 02/02/2023]
Abstract
BACKGROUND Age-related changes in inhibitory control (IC) affect cognitive as well as physical functioning, but how it affects performance of tasks that integrate IC and balance control is unclear. This review study aims to identify specific tasks that have been used to determine effects of IC on balance performance in older adults, and analyse task-specific features as well as reported effects. METHODS Based on a comprehensive literature search, a scoping review considered all studies that involved IC as part of static or dynamic balance tasks in healthy adults over 65. Studies which only involved IC as part of an -additional- cognitive task during a balance task were excluded. RESULTS Eleven studies met the inclusion criteria for this review. Eight out of the 11 studies focused on voluntary stepping; two studies used gait or gait initiation, and one study used foot lift as a balance task. Ten studies included conditions that required some form of perceptual inhibition, and 6 out of the 11 studies included conditions involving some form of motor inhibition. With few exceptions, all inhibitory control conditions showed a decreased task performance in older adults. DISCUSSION Although most studies addressed IC during some form of stepping, the approaches were heterogeneous in terms of tasks, outcome measures and standardisation. Despite the heterogeneity, the available studies unequivocally demonstrate the importance of IC for task performance. The discussion addresses aspects which are important in furthering our understanding of age-related changes in IC and its impact on performance.
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Affiliation(s)
- Eunyoung Kwag
- Institute of Movement and Sport Gerontology, German Sport University Cologne, Cologne, Germany
| | - Wiebren Zijlstra
- Institute of Movement and Sport Gerontology, German Sport University Cologne, Cologne, Germany.
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17
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Fathipour-Azar Z, Azad A, Akbarfahimi M, Behzadipour S, Taghizadeh G. Symmetric and asymmetric bimanual coordination and freezing of gait in Parkinsonian patients in drug phases. Ann N Y Acad Sci 2022; 1511:244-261. [PMID: 35194819 DOI: 10.1111/nyas.14759] [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: 07/17/2021] [Indexed: 11/29/2022]
Abstract
Freezing of gait (FOG) is a debilitating symptom in patients with Parkinson's disease (PD), which may be associated with motor control impairments in tasks other than gait. This study aimed to examine whether symmetric and asymmetric bimanual coordination is impaired in PD with FOG (PD +FOG) patients and whether dual-task and drug phases may affect bimanual coordination in these patients. Twenty PD +FOG patients, 20 PD patients without FOG (PD -FOG) performed symmetric and asymmetric functional bimanual tasks (reach to and pick up a box and open a drawer to press a pushbutton inside it, respectively) under single-task and dual-task conditions. PD patients were evaluated during on- and off-drug phases. Kinematic and coordination measures were calculated for each task. PD +FOG patients demonstrated exacerbated impairments of bimanual coordination while performing goal-directed bimanual tasks, which was more evident in the asymmetric bimanual task and under dual-task conditions, highlighting the need for rehabilitation interventions for bimanual tasks that include different cognitive loads in these patients. Interestingly, 25% and 5% of participants in the PD +FOG and -FOG groups developed upper limb freezing 2 years later, respectively. This study aimed to examine whether symmetric and asymmetric bimanual coordination is impaired in Parkinson's disease with freezing of gait (PD +FOG) patients and whether dual-task and drug phases may affect bimanual coordination in these patients. PD +FOG patients demonstrated exacerbated impairment of bimanual coordination while performing goal-directed bimanual tasks, highlighting the need for rehabilitation interventions for bimanual tasks that include different cognitive loads in these patients.
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Affiliation(s)
- Zeinab Fathipour-Azar
- Department of Occupational Therapy, School of Rehabilitation Sciences, Iran University of Medical Sciences, Tehran, Iran
| | - Akram Azad
- Rehabilitation Research Center, Department of Occupational Therapy, School of Rehabilitation Sciences, Iran University of Medical Sciences, Tehran, Iran
| | - Malahat Akbarfahimi
- Rehabilitation Research Center, Department of Occupational Therapy, School of Rehabilitation Sciences, Iran University of Medical Sciences, Tehran, Iran
| | - Saeed Behzadipour
- Department of Mechanical Engineering, Sharif University of Technology, Tehran, Iran.,Djavad Mowafaghian Research Center for Intelligent Neuro-rehabilitation Technologies, Tehran, Iran
| | - Ghorban Taghizadeh
- Rehabilitation Research Center, Department of Occupational Therapy, School of Rehabilitation Sciences, Iran University of Medical Sciences, Tehran, Iran
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18
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Pelosin E, Ponte C, Putzolu M, Lagravinese G, Hausdorff JM, Nieuwboer A, Ginis P, Rochester L, Alcock L, Bloem BR, Nieuwhof F, Cereatti A, Della Croce U, Mirelman A, Avanzino L. Motor–Cognitive Treadmill Training With Virtual Reality in Parkinson’s Disease: The Effect of Training Duration. Front Aging Neurosci 2022; 13:753381. [PMID: 35069171 PMCID: PMC8767105 DOI: 10.3389/fnagi.2021.753381] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2021] [Accepted: 11/17/2021] [Indexed: 01/11/2023] Open
Abstract
Treadmill training with virtual reality (TT + VR) has been shown to improve gait performance and to reduce fall risk in Parkinson’s disease (PD). However, there is no consensus on the optimal training duration. This study is a sub-study of the V-TIME randomized clinical trial (NCT01732653). In this study, we explored the effect of the duration of training based on the motor–cognitive interaction on motor and cognitive performance and on fall risk in subjects with PD. Patients in Hoehn and Yahr stages II–III, aged between 40 and 70 years, were included. In total, 96 patients with PD were assigned to 6 or 12 weeks of TT + VR intervention, and 77 patients completed the full protocol. Outcome measures for gait and cognitive performance were assessed at baseline, immediately after training, and at 1- and 6-month follow-up. The incident rate of falls in the 6-month pre-intervention was compared with that in the 6-month post-intervention. Dual-task gait performance (gait speed, gait speed variability and stride length under cognitive dual task and obstacle negotiation, and the leading foot clearance in obstacle negotiation) improved similarly in both groups with gains sustained at 6-month follow-up. A higher decrease in fall rate and fear of falling were observed in participants assigned to the 12-week intervention than the 6-week intervention. Improvements in cognitive functions (i.e., executive functions, visuospatial ability, and attention) were seen only in participants enrolled in 12-week training up to 1-month follow-up but vanished at the 6-month evaluation. Our results suggest that a longer TT + VR training leads to greater improvements in cognitive functions especially those directly addressed by the virtual environment.
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Affiliation(s)
- Elisa Pelosin
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics and Maternal Child Health, University of Genoa, Genova, Italy
- IRCCS Ospedale Policlinico San Martino, Genova, Italy
- *Correspondence: Elisa Pelosin,
| | - Chiara Ponte
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics and Maternal Child Health, University of Genoa, Genova, Italy
| | - Martina Putzolu
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics and Maternal Child Health, University of Genoa, Genova, Italy
| | - Giovanna Lagravinese
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics and Maternal Child Health, University of Genoa, Genova, Italy
- IRCCS Ospedale Policlinico San Martino, Genova, Italy
| | - Jeffrey M. Hausdorff
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Sackler School of Medicine and Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
- Department of Physical Therapy, Tel Aviv University, Tel Aviv, Israel
- Department of Orthopedic Surgery, Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, IL, United States
| | - Alice Nieuwboer
- Department of Rehabilitation Sciences, Neurorehabilitation Research Group (eNRGy), KU Leuven, Leuven, Belgium
| | - Pieter Ginis
- Department of Rehabilitation Sciences, Neurorehabilitation Research Group (eNRGy), KU Leuven, Leuven, Belgium
| | - Lynn Rochester
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
- Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, United Kingdom
| | - Lisa Alcock
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
- Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, United Kingdom
| | - Bastiaan R. Bloem
- Department of Neurology, Radboud University Medical Centre, Centre of Expertise for Parkinson and Movement Disorders, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, Netherlands
| | - Freek Nieuwhof
- Department of Neurology, Radboud University Medical Centre, Centre of Expertise for Parkinson and Movement Disorders, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, Netherlands
| | - Andrea Cereatti
- Department of Biomedical Sciences, University of Sassari, Sassari, Italy
- Department of Electronics and Telecommunications, Politecnico di Torino, Turin, Italy
| | - Ugo Della Croce
- Department of Biomedical Sciences, University of Sassari, Sassari, Italy
| | - Anat Mirelman
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Sackler School of Medicine and Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
| | - Laura Avanzino
- IRCCS Ospedale Policlinico San Martino, Genova, Italy
- Department of Experimental Medicine, Section of Human Physiology, University of Genoa, Genoa, Italy
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19
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Pelicioni PHS, Lord SR, Okubo Y, Menant JC. Cortical activation during gait adaptability in people with Parkinson's disease. Gait Posture 2022; 91:247-253. [PMID: 34775227 DOI: 10.1016/j.gaitpost.2021.10.038] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 09/24/2021] [Accepted: 10/26/2021] [Indexed: 02/02/2023]
Abstract
BACKGROUND People with Parkinson's disease (PD) have difficulties adapting their gait. While underlying neural mechanisms involving the prefrontal cortex (PFC) have been studied across various complex walking tasks, less is known about the premotor cortex (PMC) and supplementary motor area (SMA), key cortical regions for motor planning. This study compared frontal cortical regions activation patterns using functional near-infrared spectroscopy (fNIRS), between people with PD and healthy controls (HC) during gait adaptability tasks. METHODS Forty-nine people with PD (mean (SD) age: 69.5 (7.9) years) and 21 HC (69.0 (5.9) years) completed a simple walk and three randomly presented gait adaptability tasks: (i) stepping on targets, (ii) avoiding obstacles and (iii) negotiating both targets and obstacles. Cortical activity in the dorsolateral PFC (DLPFC), SMA and PMC were recorded using fNIRS. Step length, velocity and accuracy and cortical activity were contrasted between the groups and walking conditions. RESULTS Compared with the HC, the PD group exhibited greater PMC activation and walked significantly slower and took shorter steps in all conditions. A statistically significant group by condition interaction indicated an increase in DLPFC cortical activation in the HC participants when undertaking the obstacle avoidance task compared with the simple walk but no increase in cortical activation in the PD group when undergoing this more challenging gait task. CONCLUSIONS Our findings suggest people with PD have little or no DLPFC, SMA and PMC capacity beyond what they need for simple walking and in consequence need to slow their gait velocity to meet the demands of target stepping and obstacle avoidance tasks. Such behavioral and neural patterns appear consistent with concepts of compensatory over-activation and capacity limitation.
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Affiliation(s)
- P H S Pelicioni
- Neuroscience Research Australia, New South Wales, Australia; School of Population Health, Faculty of Medicine, University of New South Wales, New South Wales, Australia; School of Physiotherapy, Division of Health Sciences, University of Otago, Dunedin, New Zealand
| | - S R Lord
- Neuroscience Research Australia, New South Wales, Australia; School of Population Health, Faculty of Medicine, University of New South Wales, New South Wales, Australia
| | - Y Okubo
- Neuroscience Research Australia, New South Wales, Australia; School of Population Health, Faculty of Medicine, University of New South Wales, New South Wales, Australia
| | - J C Menant
- Neuroscience Research Australia, New South Wales, Australia; School of Population Health, Faculty of Medicine, University of New South Wales, New South Wales, Australia.
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20
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Menant JC, Goldstein D, Au K, Trinh T, van Schooten KS, McCrary JM, Harris CA, Forster BC, Park SB. Evidence of slow and variable choice-stepping reaction time in cancer survivors with chemotherapy-induced peripheral neuropathy. Gait Posture 2021; 89:178-185. [PMID: 34320441 DOI: 10.1016/j.gaitpost.2021.07.010] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 06/21/2021] [Accepted: 07/17/2021] [Indexed: 02/02/2023]
Abstract
BACKGROUND Chemotherapy-induced peripheral neuropathy (CIPN) is reported to affect up to 70 % of cancer survivors. Despite evidence that CIPN-related impairments often translate into balance and mobility deficits, the effects on stepping and quality of gait, well-documented risk factors for falls, are unclear. AIMS (i) Establish choice-stepping reaction time (CSRT) performance in survivors with CIPN compared to young and older healthy controls and people with Parkinson's disease; (ii) document walking stability; (iii) investigate relationships between stepping and gait data to objective and patient-reported outcomes. METHODS 41 cancer survivors with CIPN (mean (SD) age: 60.8 (9.7) years) who were ≥3months post chemotherapy, performed tests of simple and inhibitory CSRT. Walking stability measures were derived from 3-D accelerometry data during the 6-minute walk test. CIPN was assessed using neurological grading and patient-reported outcome measures (European Organization for Research and Treatment of Cancer Quality of Life Questionnaire in CIPN Questionnaire scale EORTC CIPN20). RESULTS In both stepping tests, CIPN participants performed at the level of adults aged 10 years older and people with mild to moderate Parkinson's disease. Mean (SD) total stepping response times in both CSRT (1160 (190) milliseconds) and inhibitory CSRT (1191 (164) milliseconds) tests were not associated with objective neurological grading but were correlated with increased difficulty feeling the ground. Participants with lower-limb vibration sensation deficit had slower and more variable CSRT times. There were no associations between walking stability and objective measures of CIPN, and limited correlations with the EORTC-CIPN20. CONCLUSIONS Cancer survivors with CIPN showed deficits in voluntary stepping responses and seemed to compensate for their sensory and motor deficits by walking slower to maintain stability. Objective and patient-reported outcomes of CIPN were correlated with slower and more variable stepping response times. Future studies should aim to identify the causes of the apparent premature decline in cognitive-motor function and develop remediating interventions.
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Affiliation(s)
- J C Menant
- Neuroscience Research Australia, University of New South Wales, New South Wales, Australia; School of Population Health, University of New South Wales, New South Wales, Australia.
| | - D Goldstein
- Prince of Wales Clinical School, University of New South Wales, Kensington, Australia; Dept. of Medical Oncology, Prince of Wales Hospital, Randwick, Australia
| | - K Au
- Prince of Wales Clinical School, University of New South Wales, Kensington, Australia
| | - T Trinh
- Prince of Wales Clinical School, University of New South Wales, Kensington, Australia
| | - K S van Schooten
- Neuroscience Research Australia, University of New South Wales, New South Wales, Australia; School of Population Health, University of New South Wales, New South Wales, Australia
| | - J M McCrary
- Prince of Wales Clinical School, University of New South Wales, Kensington, Australia; Institute of Music Physiology and Musicians' Medicine, Hannover University of Music Drama, and Media, Hannover, Germany
| | - C A Harris
- Dept. of Medical Oncology, St George Hospital, Kogarah, Australia; St George and Sutherland Clinical School, University of New South Wales, Australia
| | - B C Forster
- Dept. of Medical Oncology, The Mater Hospital, North Sydney, Australia; Northern Clinical School, The University of Sydney, St Leonards, New South Wales, Australia
| | - S B Park
- Prince of Wales Clinical School, University of New South Wales, Kensington, Australia; Brain and Mind Centre, Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
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21
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Pelicioni PHS, Lord SR, Sturnieks DL, Halmy B, Menant JC. Cognitive and Motor Cortical Activity During Cognitively Demanding Stepping Tasks in Older People at Low and High Risk of Falling. Front Med (Lausanne) 2021; 8:554231. [PMID: 34322496 PMCID: PMC8310929 DOI: 10.3389/fmed.2021.554231] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2020] [Accepted: 06/08/2021] [Indexed: 11/13/2022] Open
Abstract
Background: Choice stepping reaction time tasks are underpinned by neuropsychological, sensorimotor, and balance systems and therefore offer good indices of fall risk and physical and cognitive frailty. However, little is known of the neural mechanisms for impaired stepping and associated fall risk in older people. We investigated cognitive and motor cortical activity during cognitively demanding stepping reaction time tasks using functional near-infrared spectroscopy (fNIRS) in older people at low and high fall risk. Methods: Ninety-five older adults [mean (SD) 71.4 (4.9) years, 23 men] were categorized as low or high fall risk [based on 12-month fall history (≥2 falls) and/or Physiological Profile Assessment fall risk score ≥1]. Participants performed a choice stepping reaction time test and a more cognitively demanding Stroop stepping task on a computerized step mat. Cortical activity in cognitive [dorsolateral prefrontal cortex (DLPFC)] and motor (supplementary motor area and premotor cortex) regions was recorded using fNIRS. Stepping performance and cortical activity were contrasted between the groups and between the choice and Stroop stepping conditions. Results: Compared with the low fall risk group (n = 71), the high fall risk group (n = 24) exhibited significantly greater DLPFC activity and increased intra-individual variability in stepping response time during the Stroop stepping task. The high fall risk group DLPFC activity was greater during the performance of Stroop stepping task in comparison with choice stepping reaction time. Regardless of group, the Stroop stepping task elicited increased cortical activity in the supplementary motor area and premotor cortex together with increased mean and intra-individual variability of stepping response times. Conclusions: Older people at high fall risk exhibited increased DLPFC activity and stepping response time variability when completing a cognitively demanding stepping test compared with those at low fall risk and to a simpler choice-stepping reaction time test. This increased hemodynamic response might comprise a compensatory process for postural control deficits and/or reflect a degree of DLPFC neural inefficiency in people with increased fall risk.
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Affiliation(s)
- Paulo H S Pelicioni
- Neuroscience Research Australia, University of New South Wales, Sydney, NSW, Australia.,School of Population Health, University of New South Wales, Sydney, NSW, Australia.,School of Physiotherapy, Division of Health Sciences, University of Otago, Dunedin, New Zealand
| | - Stephen R Lord
- Neuroscience Research Australia, University of New South Wales, Sydney, NSW, Australia.,School of Population Health, University of New South Wales, Sydney, NSW, Australia
| | - Daina L Sturnieks
- Neuroscience Research Australia, University of New South Wales, Sydney, NSW, Australia.,School of Medical Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Bethany Halmy
- Neuroscience Research Australia, University of New South Wales, Sydney, NSW, Australia
| | - Jasmine C Menant
- Neuroscience Research Australia, University of New South Wales, Sydney, NSW, Australia.,School of Population Health, University of New South Wales, Sydney, NSW, Australia
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22
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de Rond V, Orcioli-Silva D, Dijkstra BW, Orban de Xivry JJ, Pantall A, Nieuwboer A. Compromised Brain Activity With Age During a Game-Like Dynamic Balance Task: Single- vs. Dual-Task Performance. Front Aging Neurosci 2021; 13:657308. [PMID: 34290599 PMCID: PMC8287632 DOI: 10.3389/fnagi.2021.657308] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Accepted: 05/31/2021] [Indexed: 11/26/2022] Open
Abstract
Background: Postural control and cognition are affected by aging. We investigated whether cognitive distraction influenced neural activity differently in young and older adults during a game-like mediolateral weight-shifting task with a personalized task load. Methods: Seventeen healthy young and 17 older adults performed a balance game, involving hitting virtual wasps, serial subtractions and a combination of both (dual-task). A motion analysis system estimated each subject's center of mass position. Cortical activity in five regions was assessed by measuring oxygenated hemoglobin (HbO2) with a functional Near-Infrared Spectroscopy system. Results: When adding cognitive load to the game, weight-shifting speed decreased irrespective of age, but older adults reduced the wasp-hits more than young adults. Accompanying these changes, older adults decreased HbO2 in the left pre-frontal cortex (PFC) and frontal eye fields (FEF) compared to single-tasking, a finding not seen in young adults. Additionally, lower HbO2 levels were found during dual-tasking compared to the summed activation of the two single tasks in all regions except for the right PFC. These relative reductions were specific for the older age group in the left premotor cortex (PMC), the right supplementary motor area (SMA), and the left FEF. Conclusion: Older adults showed more compromised neural activity than young adults when adding a distraction to a challenging balance game. We interpret these changes as competitive downgrading of neural activity underpinning the age-related deterioration of game performance during dual-tasking. Future work needs to ascertain if older adults can train their neural flexibility to withstand balance challenges during daily life activities.
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Affiliation(s)
- Veerle de Rond
- Neuromotor Rehabilitation Research Group, Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Diego Orcioli-Silva
- Posture and Gait Studies Laboratory (LEPLO), Institute of Biosciences, São Paulo State University (UNESP), Rio Claro, Brazil
| | - Bauke Wybren Dijkstra
- Neuromotor Rehabilitation Research Group, Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Jean-Jacques Orban de Xivry
- Motor Control and Neuroplasticity Research Group, Department of Movement Sciences, KU Leuven, Leuven, Belgium.,Leuven Brain Institute, Leuven, Belgium
| | - Annette Pantall
- Clinical Ageing Research Unit, Institute of Neuroscience, Newcastle University Institute of Ageing, Newcastle upon Tyne, United Kingdom
| | - Alice Nieuwboer
- Neuromotor Rehabilitation Research Group, Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium.,Leuven Brain Institute, Leuven, Belgium
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23
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Conceição NR, Gobbi LTB, Nóbrega-Sousa P, Orcioli-Silva D, Beretta VS, Lirani-Silva E, Okano AH, Vitório R. Aerobic Exercise Combined With Transcranial Direct Current Stimulation Over the Prefrontal Cortex in Parkinson Disease: Effects on Cortical Activity, Gait, and Cognition. Neurorehabil Neural Repair 2021; 35:717-728. [PMID: 34047235 DOI: 10.1177/15459683211019344] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
BACKGROUND Since people with Parkinson disease (PD) rely on limited prefrontal executive resources for the control of gait, interventions targeting the prefrontal cortex (PFC) may help in managing PD-related gait impairments. Transcranial direct current stimulation (tDCS) can be used to modulate PFC excitability and improve prefrontal cognitive functions and gait. OBJECTIVE We investigated the effects of adding anodal tDCS applied over the PFC to a session of aerobic exercise on gait, cognition, and PFC activity while walking in people with PD. METHODS A total of 20 people with PD participated in this randomized, double-blinded, sham-controlled crossover study. Participants attended two 30-minute sessions of aerobic exercise (cycling at moderate intensity) combined with different tDCS conditions (active- or sham-tDCS), 1 week apart. The order of sessions was counterbalanced across the sample. Anodal tDCS (2 mA for 20 minutes [active-tDCS] or 10 s [sham-tDCS]) targeted the PFC in the most affected hemisphere. Spatiotemporal gait parameters, cognitive functions, and PFC activity while walking were assessed before and immediately after each session. RESULTS Compared with the pre-assessment, participants decreased step time variability (effect size: -0.4), shortened simple and choice reaction times (effect sizes: -0.73 and -0.57, respectively), and increased PFC activity in the stimulated hemisphere while walking (effect size: 0.54) only after aerobic exercise + active-tDCS. CONCLUSION The addition of anodal tDCS over the PFC to a session of aerobic exercise led to immediate positive effects on gait variability, processing speed, and executive control of walking in people with PD.
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Affiliation(s)
- Núbia Ribeiro Conceição
- São Paulo State University (UNESP), Institute of Biosciences, Graduate Program in Movement Sciences, Rio Claro, SP, Brazil
| | - Lilian Teresa Bucken Gobbi
- São Paulo State University (UNESP), Institute of Biosciences, Graduate Program in Movement Sciences, Rio Claro, SP, Brazil
| | - Priscila Nóbrega-Sousa
- São Paulo State University (UNESP), Institute of Biosciences, Graduate Program in Movement Sciences, Rio Claro, SP, Brazil
| | - Diego Orcioli-Silva
- São Paulo State University (UNESP), Institute of Biosciences, Graduate Program in Movement Sciences, Rio Claro, SP, Brazil
| | - Victor Spiandor Beretta
- São Paulo State University (UNESP), Institute of Biosciences, Graduate Program in Movement Sciences, Rio Claro, SP, Brazil
| | - Ellen Lirani-Silva
- Oregon Health and Science University, Department of Neurology, Portland, OR, USA
| | - Alexandre Hideki Okano
- Federal University of ABC (UFABC), Center for Mathematics, Computation and Cognition, São Bernardo do Campo, SP, Brazil
| | - Rodrigo Vitório
- São Paulo State University (UNESP), Institute of Biosciences, Graduate Program in Movement Sciences, Rio Claro, SP, Brazil.,Oregon Health and Science University, Department of Neurology, Portland, OR, USA
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