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Sidarta A, Lim YC, Kuah CWK, Chua KSG, Ang WT. Relearning Upper Limb Proprioception After Stroke Through Robotic Therapy: A Feasibility Analysis. J Clin Med 2025; 14:2189. [PMID: 40217638 PMCID: PMC11989307 DOI: 10.3390/jcm14072189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2025] [Revised: 03/12/2025] [Accepted: 03/16/2025] [Indexed: 04/14/2025] Open
Abstract
Background: Motor learning can occur through active reaching with the arm hidden from view, leading to improvements in somatosensory acuity and modulation of functional connectivity in sensorimotor and reward networks. In this proof-of-principle study, we assess if the same paradigm benefits stroke survivors using a compact end-effector robot with integrated gaming elements. Methods: Nine community-dwelling chronic hemiplegic stroke survivors with persistent somatosensory deficits participated in 15 training sessions, each lasting 1 h. Every session comprised a robotic-based joint approximation block, followed by 240 repetitions of training using a forward-reaching task with the affected forearm covered from view. During movement, the robot provided haptic guidance along the movement path as enhanced sensory cues. Augmented reward feedback was given following every successful movement as positive reinforcement. Baseline, post-intervention, and 1-month follow-up assessments were conducted, with the latter two sessions occurring after the final training day. Results: Training led to reliable improvements in endpoint accuracy, faster completion times, and smoother movements. Acceptability and feasibility analyses were performed to understand the viability of the intervention. Significant improvement was observed mainly in robotic-based sensory outcomes up to a month post training, suggesting that training effects were predominantly sensory, rather than motor. Conclusions: The study outcomes provide preliminary evidence supporting the feasibility of this intervention for future adoption in neurorehabilitation.
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Affiliation(s)
- Ananda Sidarta
- Rehabilitation Research Institute of Singapore, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 308232, Singapore
| | - Yu Chin Lim
- Rehabilitation Research Institute of Singapore, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 308232, Singapore
- National Neuroscience Institute, Tan Tock Seng Hospital, Singapore 308433, Singapore
| | - Christopher Wee Keong Kuah
- Rehabilitation Research Institute of Singapore, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 308232, Singapore
- Institute of Rehabilitation Excellence, Tan Tock Seng Hospital Rehabilitation Centre, Singapore 307382, Singapore
| | - Karen Sui Geok Chua
- Rehabilitation Research Institute of Singapore, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 308232, Singapore
- Institute of Rehabilitation Excellence, Tan Tock Seng Hospital Rehabilitation Centre, Singapore 307382, Singapore
| | - Wei Tech Ang
- Rehabilitation Research Institute of Singapore, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 308232, Singapore
- School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore 639798, Singapore
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2
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Hoh JE, Semrau JA. The Role of Sensory Impairments on Recovery and Rehabilitation After Stroke. Curr Neurol Neurosci Rep 2025; 25:22. [PMID: 40047982 PMCID: PMC11885399 DOI: 10.1007/s11910-025-01407-9] [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] [Accepted: 02/11/2025] [Indexed: 03/09/2025]
Abstract
PURPOSE OF REVIEW The current review aims to address critical gaps in the field of stroke rehabilitation related to sensory impairment. Here, we examine the role and importance of sensation throughout recovery of neural injury, potential clinical and experimental approaches for improving sensory function, and mechanism-based theories that may facilitate the design of sensory-based approaches for the rehabilitation of somatosensation. RECENT FINDINGS Recently, the field of neurorehabilitation has shifted to using more quantitative and sensitive measures to more accurately capture sensory function in stroke and other neurological populations. These approaches have laid the groundwork for understanding how sensory impairments impact overall function after stroke. However, there is less consensus on which interventions are effective for remediating sensory function, with approaches that vary from clinical re-training, robotics, and sensory stimulation interventions. Current evidence has found that sensory and motor systems are interdependent, but commonly have independent recovery trajectories after stroke. Therefore, it is imperative to assess somatosensory function in order to guide rehabilitation outcomes and trajectory. Overall, considerable work in the field still remains, as there is limited evidence for purported mechanisms of sensory recovery, promising early-stage work that focuses on sensory training, and a considerable evidence-practice gap related to clinical sensory rehabilitation.
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Affiliation(s)
- Joanna E Hoh
- Department of Kinesiology and Applied Physiology, University of Delaware, Newark, DE, USA
- Interdisciplinary Graduate Program in Biomechanics and Movement Science, University of Delaware, Newark, DE, USA
| | - Jennifer A Semrau
- Department of Kinesiology and Applied Physiology, University of Delaware, Newark, DE, USA.
- Interdisciplinary Graduate Program in Biomechanics and Movement Science, University of Delaware, Newark, DE, USA.
- Department of Biomedical Engineering, University of Delaware, Newark, DE, USA.
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3
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Pan H, Liu TW, Ng SSM, Chen PM, Chung RCK, Lam SSL, Li CSK, Chan CCC, Lai CWK, Ng WWL, Tang MWS, Hui E, Woo J. Effects of mirror therapy with electrical stimulation for upper limb recovery in people with stroke: a systematic review and meta-analysis. Disabil Rehabil 2024; 46:5660-5675. [PMID: 38334111 DOI: 10.1080/09638288.2024.2310757] [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: 06/21/2023] [Revised: 01/16/2024] [Accepted: 01/23/2024] [Indexed: 02/10/2024]
Abstract
PURPOSE To provide updated evidence about the effects of MT with ES for recovering upper extremities motor function in people with stroke. METHODS Systematic review and meta-analysis were completed. Methodological quality was assessed using the version 2 of the Cochrane risk-of-bias tool. The GRADE approach was employed to assess the certainty of evidence. RESULTS A total of 16 trials with 773 participants were included in this review. The results demonstrated that MT with ES was more effective than sham (standardized mean difference [SMD], 1.89 [1.52-2.26]) and ES alone (SMD, 0.42 [0.11-0.73]) with low quality of evidence, or MT alone (SMD, 0.47[0.04-0.89]) with low quality of evidence for improving upper extremity motor control assessed using Fugl-Meyer Assessment. MT with ES had significant improvement of (MD, 6.47 [1.92-11.01]) the upper extremity gross gripping function assessed using the Action Research Arm Test compared with MT alone with low quality of evidence. MT combined with ES was more effective than sham group (SMD, 1.17 [0.42-1.93) for improving the ability to perform activities of daily living with low quality of evidence assessed using Motor Activity Log. CONCLUSION MT with ES may be effective in improving upper limb motor recovery in people with stroke.
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Affiliation(s)
- Hong Pan
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong, China (SAR)
| | - Tai Wa Liu
- School of Nursing and Health Studies, Hong Kong Metropolitan University, Hong Kong, China (SAR)
| | - Shamay S M Ng
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong, China (SAR)
| | - Pei Ming Chen
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong, China (SAR)
| | - Raymond C K Chung
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong, China (SAR)
| | - Stefanie S L Lam
- Department of Physiotherapy, Shatin Hospital, Hong Kong, China (SAR)
| | - Carol S K Li
- Department of Physiotherapy, Shatin Hospital, Hong Kong, China (SAR)
| | - Charles C C Chan
- Department of Physiotherapy, Shatin Hospital, Hong Kong, China (SAR)
| | - Charles W K Lai
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong, China (SAR)
| | - Winnie W L Ng
- Department of Medicine, Tseung Kwan O Hospital, Hong Kong, China (SAR)
| | - Maria W S Tang
- Department of Medicine and Geriatrics, Shatin Hospital, Hong Kong, China (SAR)
| | - Elsie Hui
- Department of Medicine and Geriatrics, Shatin Hospital, Hong Kong, China (SAR)
| | - Jean Woo
- Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China (SAR)
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Steinbach T, Eck J, Timmers I, Biggs EE, Goebel R, Schweizer R, Kaas AL. Tactile stimulation designs adapted to clinical settings result in reliable fMRI-based somatosensory digit maps. BMC Neurosci 2024; 25:47. [PMID: 39354349 PMCID: PMC11443901 DOI: 10.1186/s12868-024-00892-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: 06/18/2024] [Accepted: 09/05/2024] [Indexed: 10/03/2024] Open
Abstract
Movement constraints in stroke survivors are often accompanied by additional impairments in related somatosensory perception. A complex interplay between the primary somatosensory and motor cortices is essential for adequate and precise movements. This necessitates investigating the role of the primary somatosensory cortex in movement deficits of stroke survivors. The first step towards this goal could be a fast and reliable functional Magnetic Resonance Imaging (fMRI)-based mapping of the somatosensory cortex applicable for clinical settings. Here, we compare two 3 T fMRI-based somatosensory digit mapping techniques adapted for clinical usage in seven neurotypical volunteers and two sessions, to assess their validity and retest-reliability. Both, the traveling wave and the blocked design approach resulted in complete digit maps in both sessions of all participants, showing the expected layout. Similarly, no evidence for differences in the volume of activation, nor the activation overlap between neighboring activations could be detected, indicating the general feasibility of the clinical adaptation and their validity. Retest-reliability, indicated by the Dice coefficient, exhibited reasonable values for the spatial correspondence of single digit activations across sessions, but low values for the spatial correspondence of the area of overlap between neighboring digits across sessions. Parameters describing the location of the single digit activations exhibited very high correlations across sessions, while activation volume and overlap only exhibited medium to low correlations. The feasibility and high retest-reliabilities for the parameters describing the location of the single digit activations are promising concerning the implementation into a clinical context to supplement diagnosis and treatment stratification in upper limb stroke patients.
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Affiliation(s)
- Till Steinbach
- Department of Cognitive Neuroscience, Maastricht University, Oxfordlaan 55, 6228 EV, Maastricht, The Netherlands.
| | - Judith Eck
- Department of Cognitive Neuroscience, Maastricht University, Oxfordlaan 55, 6228 EV, Maastricht, The Netherlands
- Brain Innovation B.V., Maastricht, The Netherlands
| | - Inge Timmers
- Department of Medical and Clinical Psychology, Tilburg University, Tilburg, the Netherlands
| | - Emma E Biggs
- Department of Cognitive Neuroscience, Maastricht University, Oxfordlaan 55, 6228 EV, Maastricht, The Netherlands
| | - Rainer Goebel
- Department of Cognitive Neuroscience, Maastricht University, Oxfordlaan 55, 6228 EV, Maastricht, The Netherlands
- Brain Innovation B.V., Maastricht, The Netherlands
| | - Renate Schweizer
- Department of Cognitive Neuroscience, Maastricht University, Oxfordlaan 55, 6228 EV, Maastricht, The Netherlands.
- Functional Imaging Laboratory, German Primate Center, Göttingen, Germany.
- Leibniz ScienceCampus Primate Cognition, Göttingen, Germany.
| | - Amanda L Kaas
- Department of Cognitive Neuroscience, Maastricht University, Oxfordlaan 55, 6228 EV, Maastricht, The Netherlands
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5
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Paul AP, Nayak K, Sydnor LC, Kalantaryardebily N, Parcetich KM, Miner DG, Wafford QE, Sullivan JE, Gurari N. A scoping review on examination approaches for identifying tactile deficits at the upper extremity in individuals with stroke. J Neuroeng Rehabil 2024; 21:99. [PMID: 38851741 PMCID: PMC11162071 DOI: 10.1186/s12984-024-01397-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Accepted: 05/31/2024] [Indexed: 06/10/2024] Open
Abstract
PURPOSE Accurate perception of tactile stimuli is essential for performing and learning activities of daily living. Through this scoping review, we sought to summarize existing examination approaches for identifying tactile deficits at the upper extremity in individuals with stroke. The goal was to identify current limitations and future research needs for designing more comprehensive examination tools. METHODS A scoping review was conducted in accordance with the Joanna Briggs Institute methodological framework and the PRISMA for Scoping Reviews (PRISMA-ScR) guidelines. A database search for tactile examination approaches at the upper extremity of individuals with stroke was conducted using Medline (Ovid), The Cochrane Library (Wiley), CINAHL Plus with Full Text (Ebsco), Scopus (Elsevier), PsycInfo (Ebsco), and Proquest Dissertations and Theses Global. Original research and review articles that involved adults (18 years or older) with stroke, and performed tactile examinations at the upper extremity were eligible for inclusion. Data items extracted from the selected articles included: if the examination was behavioral in nature and involved neuroimaging, the extent to which the arm participated during the examination, the number of possible outcomes of the examination, the type(s) of tactile stimulation equipment used, the location(s) along the arm examined, the peripheral nerves targeted for examination, and if any comparison was made with the non-paretic arm or with the arms of individuals who are neurotypical. RESULTS Twenty-two articles met the inclusion criteria and were accepted in this review. Most examination approaches were behavioral in nature and involved self-reporting of whether a tactile stimulus was felt while the arm remained passive (i.e., no volitional muscle activity). Typically, the number of possible outcomes with these behavioral approaches were limited (2-3), whereas the neuroimaging approaches had many more possible outcomes ( > 15 ). Tactile examinations were conducted mostly at the distal locations along the arm (finger or hand) without targeting any specific peripheral nerve. Although a majority of articles compared paretic and non-paretic arms, most did not compare outcomes to a control group of individuals who are neurotypical. DISCUSSION Our findings noted that most upper extremity tactile examinations are behavioral approaches, which are subjective in nature, lack adequate resolution, and are insufficient to identify the underlying neural mechanisms of tactile deficits. Also, most examinations are administered at distal locations of the upper extremity when the examinee's arm is relaxed (passive). Further research is needed to develop better tactile examination tools that combine behavioral responses and neurophysiological outcomes, and allow volitional tactile exploration. Approaches that include testing of multiple body locations/nerves along the upper extremity, provide higher resolution of outcomes, and consider normative comparisons with individuals who are neurotypical may provide a more comprehensive understanding of the tactile deficits occurring following a stroke.
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Affiliation(s)
- Arco P Paul
- Physical Therapy, Radford University, Radford, Virginia, USA
| | - Karan Nayak
- Neuroscience, Northwestern University, Evanston, Illinois, USA
| | | | | | | | - Daniel G Miner
- Physical Therapy, Radford University, Radford, Virginia, USA
| | - Q Eileen Wafford
- Galter Health Sciences Library & Learning Center, Northwestern University, Evanston, Illinois, USA
| | - Jane E Sullivan
- Physical Therapy and Human Movement Sciences, Northwestern University, Chicago, Illinois, USA
| | - Netta Gurari
- Biomedical Engineering and Mechanics, Virginia Tech, Blacksburg, Virginia, USA.
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6
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Kwakkel G, Stinear C, Essers B, Munoz-Novoa M, Branscheidt M, Cabanas-Valdés R, Lakičević S, Lampropoulou S, Luft AR, Marque P, Moore SA, Solomon JM, Swinnen E, Turolla A, Alt Murphy M, Verheyden G. Motor rehabilitation after stroke: European Stroke Organisation (ESO) consensus-based definition and guiding framework. Eur Stroke J 2023; 8:880-894. [PMID: 37548025 PMCID: PMC10683740 DOI: 10.1177/23969873231191304] [Citation(s) in RCA: 48] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/08/2023] Open
Abstract
PURPOSE To propose a consensus-based definition and framework for motor rehabilitation after stroke. METHODS An expert European working group reviewed the literature, attaining internal consensus after external feedback. FINDINGS Motor rehabilitation is defined as a process that engages people with stroke to benefit their motor function, activity capacity and performance in daily life. It is necessary for people with residual motor disability whose goal is to enhance their functioning, independence and participation. Motor rehabilitation operates through learning- and use-dependent mechanisms. The trajectory of motor recovery varies across patients and stages of recovery. Early behavioral restitution of motor function depends on spontaneous biological mechanisms. Further improvements in activities of daily living are achieved by compensations. Motor rehabilitation is guided by regular assessment of motor function and activity using consensus-based measures, including patient-reported outcomes. Results are discussed with the patient and their carers to set personal goals. During motor rehabilitation patients learn to optimize and adapt their motor, sensory and cognitive functioning through appropriately dosed repetitive, goal-oriented, progressive, task- and context-specific training. Motor rehabilitation supports people with stroke to maximize health, well-being and quality of life. The framework describes the International Classification of Functioning, Disability and Health in the context of stroke, describes neurobiological mechanisms of behavioral restitution and compensation, and summarizes recommendations for clinical assessment, prediction tools, and motor interventions with strong recommendations from clinical practice guidelines (2016-2022). CONCLUSIONS This definition and framework may guide clinical educators, inform clinicians on current recommendations and guidelines, and identify gaps in the evidence base.
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Affiliation(s)
- Gert Kwakkel
- Department of Rehabilitation Medicine, Amsterdam Movement Sciences, Amsterdam Neuroscience, Amsterdam University Medical Centers, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Department of Physical Therapy and Human Movement Sciences, Northwestern University, Chicago, IL, USA
- Department Acquired Brain Injuries, Amsterdam Rehabilitation Research Centre, Reade, Amsterdam, The Netherlands
| | - Cathy Stinear
- Department of Medicine, Waipapa Taumata Rau University of Auckland, Aotearoa, New Zealand
| | - Bea Essers
- Department of Rehabilitation Sciences, KU Leuven – University of Leuven, Leuven, Belgium
| | - Maria Munoz-Novoa
- Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Meret Branscheidt
- Department of Neurology, University Hospital of Zurich, and Cereneo Center for Neurology and Rehabilitation, Vitznau, Switzerland
| | - Rosa Cabanas-Valdés
- Department of Physiotherapy, Faculty of Medicine and Health Science, Universitat Internacional de Catalunya, Barcelona, Spain
| | - Sandra Lakičević
- Department of Neurology, Stroke Unit, University Hospital Mostar, Mostar, Bosnia and Herzegovina
| | - Sofia Lampropoulou
- Physiotherapy Department, School of Health Rehabilitation Sciences, University of Patras, Rio, Greece
| | - Andreas R Luft
- Department of Neurology, University Hospital of Zurich, and Cereneo Center for Neurology and Rehabilitation, Vitznau, Switzerland
| | - Philippe Marque
- Service de médecine physique et réadaptation, CHU de Toulouse, Toulouse, France
| | - Sarah A Moore
- Department of Sport, Exercise and Rehabilitation, Faculty of Health and Life Science, Northumbria University, Newcastle upon Tyne, UK
- Stroke Research Group, Population Health Sciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - John M Solomon
- Centre for Comprehensive Stroke Rehabilitation and Research, Manipal Academy of Higher Education, Manipal, Karnataka, India
- Department of Physiotherapy, Manipal College of Health Professions, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Eva Swinnen
- Rehabilitation Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Brussels, Belgium
| | - Andrea Turolla
- Department of Biomedical and Neuromotor Sciences, Alma Mater University of Bologna, Bologna, Italy
- Unit of Occupational Medicine, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| | - Margit Alt Murphy
- Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Occupational Therapy and Physiotherapy, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Geert Verheyden
- Department of Rehabilitation Sciences, KU Leuven – University of Leuven, Leuven, Belgium
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7
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Li S. Stroke Recovery Is a Journey: Prediction and Potentials of Motor Recovery after a Stroke from a Practical Perspective. Life (Basel) 2023; 13:2061. [PMID: 37895442 PMCID: PMC10608684 DOI: 10.3390/life13102061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Revised: 10/01/2023] [Accepted: 10/14/2023] [Indexed: 10/29/2023] Open
Abstract
Stroke recovery is a journey. Stroke survivors can face many consequences that may last the rest of their lives. Assessment of initial impairments allows reasonable prediction of biological spontaneous recovery at 3 to 6 months for a majority of survivors. In real-world clinical practice, stroke survivors continue to improve their motor function beyond the spontaneous recovery period, but management plans for maximal recovery are not well understood. A model within the international classification of functioning (ICF) theoretical framework is proposed to systematically identify opportunities and potential barriers to maximize and realize the potentials of functional recovery from the acute to chronic stages and to maintain their function in the chronic stages. Health conditions of individuals, medical and neurological complications can be optimized under the care of specialized physicians. This permits stroke survivors to participate in various therapeutic interventions. Sufficient doses of appropriate interventions at the right time is critical for stroke motor rehabilitation. It is important to highlight that combining interventions is likely to yield better clinical outcomes. Caregivers, including family members, can assist and facilitate targeted therapeutic exercises for these individuals and can help stroke survivors comply with medical plans (medications, visits), and provide emotional support. With health optimization, comprehensive rehabilitation, support from family and caregivers and a commitment to a healthy lifestyle, many stroke survivors can overcome barriers and achieve potentials of maximum recovery and maintain their motor function in chronic stages. This ICF recovery model is likely to provide a guidance through the journey to best achieve stroke recovery potentials.
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Affiliation(s)
- Sheng Li
- Department of Physical Medicine and Rehabilitation, McGovern Medical School, University of Texas Health Science Center—Houston, Houston, TX 77025, USA;
- TIRR Memorial Hermann Hospital, Houston, TX 77030, USA
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8
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Jimenez-Marin A, De Bruyn N, Gooijers J, Llera A, Meyer S, Alaerts K, Verheyden G, Swinnen SP, Cortes JM. Multimodal and multidomain lesion network mapping enhances prediction of sensorimotor behavior in stroke patients. Sci Rep 2022; 12:22400. [PMID: 36575263 PMCID: PMC9794717 DOI: 10.1038/s41598-022-26945-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Accepted: 12/22/2022] [Indexed: 12/28/2022] Open
Abstract
Beyond the characteristics of a brain lesion, such as its etiology, size or location, lesion network mapping (LNM) has shown that similar symptoms after a lesion reflects similar dis-connectivity patterns, thereby linking symptoms to brain networks. Here, we extend LNM by using a multimodal strategy, combining functional and structural networks from 1000 healthy participants in the Human Connectome Project. We apply multimodal LNM to a cohort of 54 stroke patients with the aim of predicting sensorimotor behavior, as assessed through a combination of motor and sensory tests. Results are two-fold. First, multimodal LNM reveals that the functional modality contributes more than the structural one in the prediction of sensorimotor behavior. Second, when looking at each modality individually, the performance of the structural networks strongly depended on whether sensorimotor performance was corrected for lesion size, thereby eliminating the effect that larger lesions generally produce more severe sensorimotor impairment. In contrast, functional networks provided similar performance regardless of whether or not the effect of lesion size was removed. Overall, these results support the extension of LNM to its multimodal form, highlighting the synergistic and additive nature of different types of network modalities, and their corresponding influence on behavioral performance after brain injury.
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Affiliation(s)
- Antonio Jimenez-Marin
- Computational Neuroimaging Group, Biocruces-Bizkaia Health Research Institute, Biocruces Bizkaia, Plaza de Cruces S/N, 48903, Barakaldo, Spain
- Biomedical Research Doctorate Program, University of the Basque Country (UPV/EHU), Leioa, Spain
| | - Nele De Bruyn
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Jolien Gooijers
- Movement Control and Neuroplasticity Research Group, Department of Movement Sciences, KU Leuven, Leuven, Belgium
- LBI-KU Leuven Brain Institute, Leuven, Belgium
| | - Alberto Llera
- Donders Institute for Brain, Cognition and Behaviour, Centre for Cognitive Neuroimaging, Nijmegen, The Netherlands
- Department of Cognitive Neuroscience, Radboud University Medical Centre, Nijmegen, The Netherlands
- LIS Data Solutions, Machine Learning Group, Santander, Spain
| | - Sarah Meyer
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Kaat Alaerts
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Geert Verheyden
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Stephan P Swinnen
- Movement Control and Neuroplasticity Research Group, Department of Movement Sciences, KU Leuven, Leuven, Belgium
- LBI-KU Leuven Brain Institute, Leuven, Belgium
| | - Jesus M Cortes
- Computational Neuroimaging Group, Biocruces-Bizkaia Health Research Institute, Biocruces Bizkaia, Plaza de Cruces S/N, 48903, Barakaldo, Spain.
- Cell Biology and Histology Department, University of the Basque Country (UPV/EHU), Leioa, Spain.
- IKERBASQUE, The Basque Foundation for Science, Bilbao, Spain.
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9
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Development and Validation of a Novel Robot-Based Assessment of Upper Limb Sensory Processing in Chronic Stroke. Brain Sci 2022; 12:brainsci12081005. [PMID: 36009069 PMCID: PMC9406163 DOI: 10.3390/brainsci12081005] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2022] [Revised: 07/25/2022] [Accepted: 07/27/2022] [Indexed: 02/04/2023] Open
Abstract
Upper limb sensory processing deficits are common in the chronic phase after stroke and are associated with decreased functional performance. Yet, current clinical assessments show suboptimal psychometric properties. Our aim was to develop and validate a novel robot-based assessment of sensory processing. We assessed 60 healthy participants and 20 participants with chronic stroke using existing clinical and robot-based assessments of sensorimotor function. In addition, sensory processing was evaluated with a new evaluation protocol, using a bimanual planar robot, through passive or active exploration, reproduction and identification of 15 geometrical shapes. The discriminative validity of this novel assessment was evaluated by comparing the performance between healthy participants and participants with stroke, and the convergent validity was evaluated by calculating the correlation coefficients with existing assessments for people with stroke. The results showed that participants with stroke showed a significantly worse sensory processing ability than healthy participants (passive condition: p = 0.028, Hedges’ g = 0.58; active condition: p = 0.012, Hedges’ g = 0.73), as shown by the less accurate reproduction and identification of shapes. The novel assessment showed moderate to high correlations with the tactile discrimination test: a sensitive clinical assessment of sensory processing (r = 0.52–0.71). We conclude that the novel robot-based sensory processing assessment shows good discriminant and convergent validity for use in participants with chronic stroke.
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10
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Triccas LT, Camilleri KP, Tracey C, Mansoureh FH, Benjamin W, Francesca M, Leonardo B, Dante M, Geert V. Reliability of Upper Limb Pin-Prick Stimulation With Electroencephalography: Evoked Potentials, Spectra and Source Localization. Front Hum Neurosci 2022; 16:881291. [PMID: 35937675 PMCID: PMC9351050 DOI: 10.3389/fnhum.2022.881291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Accepted: 05/23/2022] [Indexed: 11/13/2022] Open
Abstract
In order for electroencephalography (EEG) with sensory stimuli measures to be used in research and neurological clinical practice, demonstration of reliability is needed. However, this is rarely examined. Here we studied the test-retest reliability of the EEG latency and amplitude of evoked potentials and spectra as well as identifying the sources during pin-prick stimulation. We recorded EEG in 23 healthy older adults who underwent a protocol of pin-prick stimulation on the dominant and non-dominant hand. EEG was recorded in a second session with rest intervals of 1 week. For EEG electrodes Fz, Cz, and Pz peak amplitude, latency and frequency spectra for pin-prick evoked potentials was determined and test-retest reliability was assessed. Substantial reliability ICC scores (0.76-0.79) were identified for evoked potential negative-positive amplitude from the left hand at C4 channel and positive peak latency when stimulating the right hand at Cz channel. Frequency spectra showed consistent increase of low-frequency band activity (< 5 Hz) and also in theta and alpha bands in first 0.25 s. Almost perfect reliability scores were found for activity at both low-frequency and theta bands (ICC scores: 0.81-0.98). Sources were identified in the primary somatosensory and motor cortices in relation to the positive peak using s-LORETA analysis. Measuring the frequency response from the pin-prick evoked potentials may allow the reliable assessment of central somatosensory impairment in the clinical setting.
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Affiliation(s)
- Lisa Tedesco Triccas
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
- Department of Systems and Control Engineering, University of Malta, Msida, Malta
- REVAL Rehabilitation Research Center, Faculty of Rehabilitation Sciences, Hasselt University, Hasselt, Belgium
- Centre for Biomedical Cybernetics, University of Malta, Msida, Malta
| | - Kenneth P. Camilleri
- Department of Systems and Control Engineering, University of Malta, Msida, Malta
- Centre for Biomedical Cybernetics, University of Malta, Msida, Malta
| | - Camilleri Tracey
- Department of Systems and Control Engineering, University of Malta, Msida, Malta
- Centre for Biomedical Cybernetics, University of Malta, Msida, Malta
| | - Fahimi Hnazaee Mansoureh
- Laboratory for Neuro- and Psychophysiology, KU Leuven, Leuven, Belgium
- The Wellcome Trust Centre for Neuroimaging, University College London Institute of Neurology, London, United Kingdom
| | | | - Muscat Francesca
- Department of Systems and Control Engineering, University of Malta, Msida, Malta
- Centre for Biomedical Cybernetics, University of Malta, Msida, Malta
| | - Boccuni Leonardo
- Institut Guttmann, Institut Universitari de Neurorehabilitació Adscrit a la Universitat Autónoma de Barcelona, Barcelona, Spain
- Universitat Autònoma de Barcelona, Cerdanyola del Vallès, Spain
- Fundació Institut d’Investigació en Ciències de la Salut Germans Trias i Pujol, Barcelona, Spain
| | - Mantini Dante
- Department of Movement Sciences, KU Leuven, Leuven, Belgium
| | - Verheyden Geert
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
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11
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De Bruyn N, Saenen L, Thijs L, Van Gils A, Ceulemans E, Essers B, Lafosse C, Michielsen M, Beyens H, Schillebeeckx F, Alaerts K, Verheyden G. Sensorimotor vs. Motor Upper Limb Therapy for Patients With Motor and Somatosensory Deficits: A Randomized Controlled Trial in the Early Rehabilitation Phase After Stroke. Front Neurol 2020; 11:597666. [PMID: 33343498 PMCID: PMC7746814 DOI: 10.3389/fneur.2020.597666] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2020] [Accepted: 11/06/2020] [Indexed: 11/13/2022] Open
Abstract
Background: Somatosensory function plays an important role in motor learning. More than half of the stroke patients have somatosensory impairments in the upper limb, which could hamper recovery. Question: Is sensorimotor upper limb (UL) therapy of more benefit for motor and somatosensory outcome than motor therapy? Design: Randomized assessor- blinded multicenter controlled trial with block randomization stratified for neglect, severity of motor impairment, and type of stroke. Participants: 40 first-ever stroke patients with UL sensorimotor impairments admitted to the rehabilitation center. Intervention: Both groups received 16 h of additional therapy over 4 weeks consisting of sensorimotor (N = 22) or motor (N = 18) UL therapy. Outcome measures: Action Research Arm test (ARAT) as primary outcome, and other motor and somatosensory measures were assessed at baseline, post-intervention and after 4 weeks follow-up. Results: No significant between-group differences were found for change scores in ARAT or any somatosensory measure between the three time points. For UL impairment (Fugl-Meyer assessment), a significant greater improvement was found for the motor group compared to the sensorimotor group from baseline to post-intervention [mean (SD) improvement 14.65 (2.19) vs. 5.99 (2.06); p = 0.01] and from baseline to follow-up [17.38 (2.37) vs. 6.75 (2.29); p = 0.003]. Conclusion: UL motor therapy may improve motor impairment more than UL sensorimotor therapy in patients with sensorimotor impairments in the early rehabilitation phase post stroke. For these patients, integrated sensorimotor therapy may not improve somatosensory function and may be less effective for motor recovery. Clinical Trial Registration: www.ClinicalTrials.gov, identifier NCT03236376.
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Affiliation(s)
- Nele De Bruyn
- Department of Rehabilitation Sciences, KU Leuven-University of Leuven, Leuven, Belgium
| | - Leen Saenen
- Department of Rehabilitation Sciences, KU Leuven-University of Leuven, Leuven, Belgium
| | - Liselot Thijs
- Department of Rehabilitation Sciences, KU Leuven-University of Leuven, Leuven, Belgium
| | - Annick Van Gils
- Department of Rehabilitation Sciences, KU Leuven-University of Leuven, Leuven, Belgium
| | - Eva Ceulemans
- Department of Rehabilitation Sciences, KU Leuven-University of Leuven, Leuven, Belgium
| | - Bea Essers
- Department of Rehabilitation Sciences, KU Leuven-University of Leuven, Leuven, Belgium
| | | | | | - Hilde Beyens
- Department Acquired Brain Injury, University Hospitals Leuven, Pellenberg, Belgium
| | | | - Kaat Alaerts
- Department of Rehabilitation Sciences, KU Leuven-University of Leuven, Leuven, Belgium
| | - Geert Verheyden
- Department of Rehabilitation Sciences, KU Leuven-University of Leuven, Leuven, Belgium
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12
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Zandvliet SB, Kwakkel G, Nijland RHM, van Wegen EEH, Meskers CGM. Is Recovery of Somatosensory Impairment Conditional for Upper-Limb Motor Recovery Early After Stroke? Neurorehabil Neural Repair 2020; 34:403-416. [PMID: 32391744 PMCID: PMC7222963 DOI: 10.1177/1545968320907075] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
Abstract
Background. Spontaneous recovery early after stroke is most evident during a time-sensitive window of heightened neuroplasticity, known as spontaneous neurobiological recovery. It is unknown whether poststroke upper-limb motor and somatosensory impairment both reflect spontaneous neurobiological recovery or if somatosensory impairment and/or recovery influences motor recovery. Methods. Motor (Fugl-Meyer upper-extremity [FM-UE]) and somatosensory impairments (Erasmus modification of the Nottingham Sensory Assessment [EmNSA-UE]) were measured in 215 patients within 3 weeks and at 5, 12, and 26 weeks after a first-ever ischemic stroke. The longitudinal association between FM-UE and EmNSA-UE was examined in patients with motor and somatosensory impairments (FM-UE ≤ 60 and EmNSA-UE ≤ 37) at baseline. Results. A total of 94 patients were included in the longitudinal analysis. EmNSA-UE increased significantly up to 12 weeks poststroke. The longitudinal association between motor and somatosensory impairment disappeared when correcting for progress of time and was not significantly different for patients with severe baseline somatosensory impairment. Patients with a FM-UE score ≥18 at 26 weeks (n = 55) showed a significant positive association between motor and somatosensory impairments, irrespective of progress of time. Conclusions. Progress of time, as a reflection of spontaneous neurobiological recovery, is an important factor that drives recovery of upper-limb motor as well as somatosensory impairments in the first 12 weeks poststroke. Severe somatosensory impairment at baseline does not directly compromise motor recovery. The study rather suggests that spontaneous recovery of somatosensory impairment is a prerequisite for full motor recovery of the upper paretic limb.
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Affiliation(s)
- Sarah B. Zandvliet
- Department of Rehabilitation Medicine, Amsterdam Neuroscience and Amsterdam Movement Sciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Gert Kwakkel
- Department of Rehabilitation Medicine, Amsterdam Neuroscience and Amsterdam Movement Sciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Department of Physical Therapy and Human Movement Sciences, Northwestern University, Chicago, IL, USA
- Department of Neurorehabilitation, Amsterdam Rehabilitation Research Centre, Reade, Amsterdam, Netherlands
| | - Rinske H. M. Nijland
- Department of Neurorehabilitation, Amsterdam Rehabilitation Research Centre, Reade, Amsterdam, Netherlands
| | - Erwin E. H. van Wegen
- Department of Rehabilitation Medicine, Amsterdam Neuroscience and Amsterdam Movement Sciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Carel G. M. Meskers
- Department of Rehabilitation Medicine, Amsterdam Neuroscience and Amsterdam Movement Sciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Department of Physical Therapy and Human Movement Sciences, Northwestern University, Chicago, IL, USA
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13
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Kessner SS, Schlemm E, Cheng B, Bingel U, Fiehler J, Gerloff C, Thomalla G. Somatosensory Deficits After Ischemic Stroke. Stroke 2020; 50:1116-1123. [PMID: 30943883 DOI: 10.1161/strokeaha.118.023750] [Citation(s) in RCA: 72] [Impact Index Per Article: 14.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Background and Purpose- About 50% to 80% of stroke survivors present with somatosensory deficits. Somatosensory deficits because of an ischemic stroke are determined by the infarct location. However, a detailed understanding of the long-term effect of lesions on somatosensory performance is lacking. Methods- This prospective observational study enrolled 101 ischemic stroke patients. For voxel-based lesion-symptom mapping, magnetic resonance imaging fluid-attenuated inversion recovery imaging infarct lesions were segmented within 5 days after stroke. Standardized tests such as the National Institutes of Health Stroke Scale and the Rivermead Assessment of Somatosensory Performance were performed during acute stage, after 3 and 12 months. This included bilateral testing for multiple tactile and proprioceptive somatosensory modalities (pressure, light touch, sharp-dull discrimination, temperature discrimination, sensory extinction, 2-point discrimination, and joint position and movement sense). We further study the association of acute somatosensory deficit with functional outcome 12 months after stroke assessed by the modified Rankin Scale using univariate and multiple linear regression analysis also including acute motor deficit assessed by the arm research action test. Results- Sixty patients (59.4%) showed impairment in at least one somatosensory modality. Light touch was most frequently affected (38.7%), whereas temperature was least frequently affected (21.8%). After 3 months, significant recovery was observed in all somatosensory modalities, with only minor additional improvements after 12 months. Voxel-based lesion-symptom mapping revealed significant associations of lesions in the primary and secondary somatosensory and insular cortex with somatosensory deficits. Acute somatosensory deficit was associated with functional outcome at 12 months. However, including the acute motor deficit, somatosensory deficit was no longer an independent predictor of functional outcome. Conclusions- Our study confirms that somatosensory deficits are frequent in acute ischemic stroke but largely recover over time. Infarct lesions in the primary and secondary somatosensory cortex and insula show a robust association with somatosensory impairment. Long-term disability is influenced by somatosensory deficits but driven by motor symptoms.
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Affiliation(s)
- Simon S Kessner
- From the Department of Neurology (S.S.K., E.S., B.C., C.G., G.T.), University Medical Center Hamburg-Eppendorf, Germany
| | - Eckhard Schlemm
- From the Department of Neurology (S.S.K., E.S., B.C., C.G., G.T.), University Medical Center Hamburg-Eppendorf, Germany
| | - Bastian Cheng
- From the Department of Neurology (S.S.K., E.S., B.C., C.G., G.T.), University Medical Center Hamburg-Eppendorf, Germany
| | - Ulrike Bingel
- Department of Neurology, University Hospital Essen, University of Duisburg-Essen, Germany (U.B.)
| | - Jens Fiehler
- Department of Diagnostic and Interventional Neuroradiology (J.F.), University Medical Center Hamburg-Eppendorf, Germany
| | - Christian Gerloff
- From the Department of Neurology (S.S.K., E.S., B.C., C.G., G.T.), University Medical Center Hamburg-Eppendorf, Germany
| | - Götz Thomalla
- From the Department of Neurology (S.S.K., E.S., B.C., C.G., G.T.), University Medical Center Hamburg-Eppendorf, Germany
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14
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Abstract
Novel therapeutic intervention that aims to enhance the endogenous recovery potential of the brain during the subacute phase of stroke has produced promising results. The paradigm shift in treatment approaches presents new challenges to preclinical and clinical researchers alike, especially in the functional endpoints domain. Shortcomings of the "neuroprotection" era of stroke research are yet to be fully addressed. Proportional recovery observed in clinics, and potentially in animal models, requires a thorough reevaluation of the methods used to assess recovery. To this end, this review aims to give a detailed evaluation of functional outcome measures used in clinics and preclinical studies. Impairments observed in clinics and animal models will be discussed from a functional testing perspective. Approaches needed to bridge the gap between clinical and preclinical research, along with potential means to measure the moving target recovery, will be discussed. Concepts such as true recovery of function and compensation and methods that are suitable for distinguishing the two are examined. Often-neglected outcomes of stroke, such as emotional disturbances, are discussed to draw attention to the need for further research in this area.
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Affiliation(s)
- Mustafa Balkaya
- Burke Neurological Research Institute, White Plains, NY, USA
| | - Sunghee Cho
- Burke Neurological Research Institute, White Plains, NY, USA.,Feil Family Brain and Mind Research Institute, Weill Cornell Medicine at Burke Neurological Research Institute, White Plains, NY, USA
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15
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Facchin A, Sartori E, Luisetti C, De Galeazzi A, Beschin N. Effect of prism adaptation on neglect hemianesthesia. Cortex 2019; 113:298-311. [PMID: 30716611 DOI: 10.1016/j.cortex.2018.12.021] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2018] [Revised: 09/07/2018] [Accepted: 12/21/2018] [Indexed: 11/20/2022]
Abstract
Prism adaptation (PA) has proven to be effective in alleviating many signs of unilateral spatial neglect (USN). Generally, the principal improvement after PA treatment was found to be in the high-level cognitive function. Nevertheless, some evidence has also been found for it in somatosensory function. We have aimed to test the influence of PA on neglect hemianesthesia, a condition in which the high-level neglect-related deficit mimics hemianesthesia. Twenty-one USN patients were enrolled in the study. Each patient performed two sessions of PA, one with neutral glasses and one with prism glasses using a cross-over design. Sensitivity on the upper limb was tested using two methods. The first task was the sensibility subtest which was derived from the standard clinical examination. The second was the perceptual and motor electro-cutaneous threshold on the forearms using an electro-cutaneous stimulator. Four neuropsychological tests were used to diagnose USN and to check improvement: Star cancellation, Line bisection, Sentence reading and the Comb & Razor test. Comparing prism with sham conditions, our results show significant improvements in double extinction and in the electro-cutaneous perceptual threshold only for the contralesional hand. No improvement was found for the ipsilesional hand, for the motor threshold, and for neutral glasses. Significant improvement was found in personal neglect. Replication of the task in a subgroup of patients confirmed the primary results. The improvements in somatosensory perception together with the amelioration of personal neglect suggest that PA also has a specific effect on the neglect hemianesthesia.
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Affiliation(s)
- Alessio Facchin
- Department of Psychology, University of Milano-Bicocca, Milano, Italy; Milan Centre for Neuroscience, Milano, Italy; Centre for Research in Optics and Optometry, University of Milano-Bicocca (COMIB), Milano, Italy; Institute of Research and Studies in Optics and Optometry, Vinci, Italy.
| | - Elena Sartori
- Rehabilitation Department, A.S.S.T. Valle Olona, Varese, Italy
| | - Chiara Luisetti
- Rehabilitation Department, A.S.S.T. Valle Olona, Varese, Italy
| | | | - Nicoletta Beschin
- Neuropsychological Service, Rehabilitation Department, A.S.S.T. Valle Olona, Varese, Italy
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