研究者業績
基本情報
- 所属
- 藤田医科大学 保健衛生学部 リハビリテーション学科 准教授
- 学位
- 博士(人間・環境学)(京都大学)
- ORCID ID
https://orcid.org/0000-0002-6255-1815- J-GLOBAL ID
- 201801001416313380
- researchmap会員ID
- B000291281
経歴
8-
2023年10月
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2018年4月 - 2023年9月
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2016年4月 - 2018年3月
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2013年4月 - 2018年3月
学歴
2-
2008年4月 - 2013年3月
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2000年4月 - 2004年3月
委員歴
6-
2023年10月 - 現在
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2022年8月 - 現在
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2022年1月 - 現在
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2021年7月 - 現在
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2021年7月 - 現在
受賞
3-
2017年8月
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2010年5月
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2004年3月
論文
54-
Scientific reports 15(1) 41696-41696 2025年11月24日 査読有り責任著者We aimed to evaluate the applicability of a newly developed joint angle measurement system comprising six-axis inertial measurement unit sensors and tablet-based application for estimating joint angles from angular velocity and acceleration data. The application calculated orientation angles from single sensor data, with relative angles calculated using multiple sensors. In experiment 1, validity and reliability were examined using a test device. In experiment 2, static angles of five joints were calculated in four healthy participants using attached sensors and compared with universal goniometer values. In experiment 3, usability and satisfaction were evaluated using the System Usability Scale (SUS) and Quebec User Evaluation of Satisfaction with Assistive Technology (QUEST)-like scale. In experiment 1, mean difference and root mean squared error (RMSE) between the developed system and test device were < 0.2° and < 1.0°, respectively, across all axes. In experiment 2, when data from all joints were pooled, mean difference and RMSE were 0.2° and 3.8°, respectively. Mean difference and RMSE across each joint were < 5°, indicating the system is comparable to universal goniometer. In experiment 3, median SUS and QUEST-like scores were 73.8 and 4.0, respectively, indicating good usability and satisfaction. The developed system has high accuracy and sufficient validity for human joint angles, with good usability and satisfaction.
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PLOS One 2025年10月6日 査読有り責任著者
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Journal of Neurophysiology 2025年9月1日 査読有り責任著者
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Journal of rehabilitation medicine 57 jrm42390 2025年5月20日 査読有りOBJECTIVE: To determine the time course of longitudinal changes in the independence level of toileting-related subtasks in post-stroke patients. DESIGN: Single-institution, prospective cohort study. SUBJECTS/PATIENTS: A total of 101 consecutive patients with stroke admitted to subacute rehabilitation wards who urinated/defecated in bathrooms using wheelchairs upon admission. METHODS: Occupational therapists assessed the independence level of patients in each of the 24 toileting subtasks on a 3-level rating scale using the Toileting Tasks Assessment Form every 2-4 weeks from admission to the endpoint (achieving independent toileting or discharge). Patients were classified based on admission and endpoint assessment form scores using a two-step cluster analysis. RESULTS: Patients were classified into Cluster 1 (30 patients who exhibited a greater independence level in all subtasks upon admission [46.7-100% of patients performed each subtask independently] to the endpoint [73.3-100%]), Cluster 2 (41 patients who showed less independence upon admission [0-26.8%] but gained greater independence at the endpoint [34.1-73.2%]), and Cluster 3 (30 patients whose independence levels remained low in many subtasks from admission [0-26.7%] to the endpoint [3.3-26.7%]). CONCLUSION: Changes in toileting independence levels could be classified into 3 time courses. Effective intervention strategies may differ between each group.
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IEEE Transactions on Electromagnetic Compatibility 2025年4月 査読有り
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Proceedings of the National Academy of Sciences of the United States of America 121(44) e2417543121 2024年10月29日 査読有りMeta-learning enables us to learn how to learn the same or similar tasks more efficiently. Decision-making literature theorizes that a prefrontal network, including the orbitofrontal and anterior cingulate cortices, underlies meta-learning of decision making by reinforcement learning. Recently, computationally similar meta-learning has been theorized and empirically demonstrated in motor adaptation. However, it remains unclear whether meta-learning of motor adaptation also relies on a prefrontal network. Considering hierarchical information flow from the prefrontal to motor cortices, this study explores whether meta-learning is processed in the dorsolateral prefrontal cortex (DLPFC) or in the dorsal premotor cortex (PMd), which is situated upstream of the primary motor cortex, but downstream of the DLPFC. Transcranial magnetic stimulation (TMS) was delivered to either PMd or DLPFC during a motor meta-learning task, in which human participants were trained to regulate the rate and retention of motor adaptation to maximize rewards. While motor adaptation itself was intact, TMS to PMd, but not DLPFC, attenuated meta-learning, impairing the ability to regulate motor adaptation to maximize rewards. Further analyses revealed that TMS to PMd attenuated meta-learning of memory retention. These results suggest that meta-learning of motor adaptation relies more on the premotor area than on a prefrontal network. Thus, while PMd is traditionally viewed as crucial for planning motor actions, this study suggests that PMd is also crucial for meta-learning of motor adaptation, processing goal-directed planning of how long motor memory should be retained to fit the long-term goal of motor adaptation.
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Journal of Rehabilitation Medicine 56 jrm40055-jrm40055 2024年10月9日 査読有りObjective: To clarify the time-course of longitudinal changes in the independence level of subtasks composing bed–wheelchair transfer among patients with stroke.Design: Single-institution prospective cohort study.Patients: A total of 137 consecutive post-stroke patients using wheelchair on admission to the subacute rehabilitation wards.Methods: The independence degree in each of the 25 transfer-related subtasks was assessed using the Bed–Wheelchair Transfer Tasks Assessment Form on a three-level scale every two weeks, from admission to the endpoint (either discharge or when achieving independent transfer). Patients were classified based on admission and endpoint assessment form scores using two-step cluster analysis.Results: Patients were classified into three clusters. The first cluster included 50 patients who exhibited a greater independence level in all subtasks on admission (52.0–100% of patients performed each subtask independently) and at the endpoint (64.0–100%). The second included 30 patients who showed less independence on admission (0–27.8%) but achieved greater independence levels at the endpoint (44.4–97.2%). The third included 51 patients whose independence level remained low in many subtasks from admission (0–5.8%) until the endpoint (0–29.4%).Conclusion: The independence level and its changing process during transfer were categorized into three time-courses, each requiring different intervention strategies.
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Frontiers in behavioral neuroscience 18 1420361-1420361 2024年8月 査読有り筆頭著者責任著者INTRODUCTION: Smiling during conversation occurs interactively between people and is known to build good interpersonal relationships. However, whether and how much the amount that an individual smiles is influenced by the other person's smile has remained unclear. This study aimed to quantify the amount of two individuals' smiles during conversations and investigate the dependency of one's smile amount (i.e., intensity and frequency) on that of the other. METHOD: Forty participants (20 females) engaged in three-minute face-to-face conversations as speakers with a listener (male or female), under three conditions, where the amount of smiling response by listeners was controlled as "less," "moderate," and "greater." The amount of the smiles was quantified based on their facial movements through automated facial expression analysis. RESULTS: The results showed that the amount of smiling by the speaker changed significantly depending on the listener's smile amount; when the listeners smiled to a greater extent, the speakers tended to smile more, especially when they were of the same gender (i.e., male-male and female-female pairs). Further analysis revealed that the smiling intensities of the two individuals changed in a temporally synchronized manner. DISCUSSION: These results provide quantitative evidence for the dependence of one's smile on the other's smile, and the differential effect between gender pairs.
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European journal of physical and rehabilitation medicine 2024年7月29日 査読有り筆頭著者BACKGROUND: Meta-learning is a metacognitive function for successful, efficient learning in various tasks. While it is possible that meta-learning is linked to functional recovery in stroke, it has not been investigated in previous clinical research on metacognition. AIM: Examine if individual meta-learning ability is associated with functional outcomes. DESIGN: Cohort study. SETTINGS: Rehabilitation ward in Fujita Health University Hospital. POPULATION: Twenty-nine hemiparetic people after stroke. METHODS: The study measured individual sensorimotor adaptation rate, meta-learning (acceleration of adaptation through training), and Functional Independence Measure (FIM) motor effectiveness, an index of functional outcome measuring improvement in proficiency of activity of daily living (ADL). Participants performed visuomotor adaptation training sessions with their less-affected arm. They made arm-reaching movements to hit a target with cursor feedback, which was occasionally rotated with regard to their hand positions, requiring them to change the movement direction accordingly. Initial adaptation rate and meta-learning were quantified from pre- and post-training tests. The relationship between these indices of adaptation ability and FIM motor effectiveness was examined by multiple linear regression analyses. RESULTS: One participant was excluded before data collection in the motor task. In the remaining 28 individuals, the regression analyses revealed that FIM motor effectiveness positively correlated with meta-learning (µ=0.90, P=0.008), which was attenuated by age (µ=-0.015, P=0.005), but not with initial adaptation rate (P=0.08). Control analyses suggested that this observed association between FIM motor effectiveness and meta-learning was not mediated by patients' demographics or stroke characteristics. CONCLUSIONS: This study demonstrates that those who can accelerate adaptation through training are likely to improve ADL, suggesting that meta-learning may be linked with functional outcomes in some stroke individuals. Meta-learning may enable the brain to keep (re-)learning motor skills when motor functions change abruptly due to stroke and neural recovery, thereby associated with improvement in ADL. CLINICAL REHABILITATION IMPACT: Meta-learning is part of metacognitive functions that is positively associated with functional outcomes.
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JMIR Aging 2024年4月11日 査読有り
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An evaluation of rehabilitation students’ learning goals in their first year: a text mining approachFrontiers in Medicine 11 2024年3月13日 査読有りIntroduction Qualitative information in the form of written reflection reports is vital for evaluating students’ progress in education. As a pilot study, we used text mining, which analyzes qualitative information with quantitative features, to investigate how rehabilitation students’ goals change during their first year at university. Methods We recruited 109 first-year students (66 physical therapy and 43 occupational therapy students) enrolled in a university rehabilitation course. These students completed an open-ended questionnaire about their learning goals at the time of admission and at 6 and 12 months after admission to the university. Text mining was used to objectively interpret the descriptive text data from all three-time points to extract frequently occurring nouns at once. Then, hierarchical cluster analysis was performed to generate clusters. The number of students who mentioned at least one noun in each cluster was counted and the percentages of students in each cluster were compared for the three periods using Cochran’s Q test. Results The 31 nouns that appeared 10 or more times in the 427 sentences were classified into three clusters: “Socializing,” “Practical Training,” and “Classroom Learning.” The percentage of students in all three clusters showed significant differences across the time periods (p &lt; 0.001 for “Socializing”; p &lt; 0.01 for “Practical Training” and “Classroom Learning”). Conclusion These findings suggest that the students’ learning goals changed during their first year of education. This objective analytical method will enable researchers to examine transitional trends in students’ reflections and capture their psychological changes, making it a useful tool in educational research.
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Frontiers in Neuroscience 18 2024年2月27日 査読有り筆頭著者
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Journal of Neurophysiology 2023年9月5日 査読有り筆頭著者Arm reaching is often impaired in individuals with stroke. Nonetheless, how aiming directions influence reaching performance and how such differences change with motor recovery over time remain unclear. Here, we elucidated kinematic parameters of reaching toward various directions in people with post-stroke hemiparesis in the sub-acute phase. A total of 13 and 15 participants with mild and moderate-to-severe hemiparesis, respectively, performed horizontal reaching in eight directions with their affected and unaffected sides using an exoskeleton robotic device at admission and discharge. The movement time, path length, and number of velocity peaks were computed for the mild group (participants able to reach toward all eight directions). Additionally, the total amount of displacement (i.e., movement quantity) toward two simplified directions (mediolateral or anteroposterior) was evaluated for the moderate-to-severe group (participants who showed difficulty in completing the reaching task). Motor recovery was evaluated using the Fugl-Meyer Assessment.The mild group exhibited decreases in movement parameters when reaching in the anteroposterior direction, irrespective of the side of the arm or motor recovery achieved. The moderate-to-severe group exhibited less movement toward the anteroposterior direction than toward the mediolateral direction at admission; however, this direction-dependent bias in movement quantity decreased, with the movement expanding toward the anteroposterior direction with motor recovery at discharge. These results suggest that direction-dependent differences in the quality and quantity of reaching performance exist in people after stroke, regardless of the presence or severity of hemiparesis. This highlights the need to consider the task work area when designing rehabilitative training.
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Frontiers in Neuroscience 17 2023年4月25日 査読有り筆頭著者<jats:sec><jats:title>Introduction</jats:title><jats:p>Contact electrical currents in humans stimulate peripheral nerves at frequencies of &lt;100 kHz, producing sensations such as tingling. At frequencies above 100 kHz, heating becomes dominant, resulting in a sensation of warmth. When the current amplitude exceeds the threshold, the sensation results in discomfort or pain. In international guidelines and standards for human protection from electromagnetic fields, the limit for the contact current amplitude has been prescribed. Although the types of sensations produced by contact current at low frequencies, i.e., approximately 50–60 Hz, and the corresponding perception thresholds have been investigated, there is a lack of knowledge about those in the intermediate-frequency band—particularly from 100 kHz to 10 MHz.</jats:p></jats:sec><jats:sec><jats:title>Methods</jats:title><jats:p>In this study, we investigated the current-perception threshold and types of sensations for 88 healthy adults (range: 20–79 years old) with a fingertip exposed to contact currents at 100 kHz, 300 kHz, 1 MHz, 3 MHz, and 10 MHz.</jats:p></jats:sec><jats:sec><jats:title>Results</jats:title><jats:p>The current perception thresholds at frequencies ranging from 300 kHz to 10 MHz were 20–30% higher than those at 100 kHz (<jats:italic>p</jats:italic> &lt; 0.001). In addition, a statistical analysis revealed that the perception thresholds were correlated with the age or finger circumference: older participants and those with larger finger circumferences exhibited higher thresholds. At frequencies of ≥300 kHz, the contact current mainly produced a warmth sensation, which differed from the tingling/pricking sensation produced by the current at 100 kHz.</jats:p></jats:sec><jats:sec><jats:title>Discussion</jats:title><jats:p>These results indicate that there exists a transition of the produced sensations and their perception threshold between 100 kHz and 300 kHz. The findings of this study are useful for revising the international guidelines and standards for contact currents at intermediate frequencies.</jats:p></jats:sec><jats:sec><jats:title>Clinical trial registration</jats:title><jats:p><jats:ext-link>https://center6.umin.ac.jp/cgi-open-bin/icdr_e/ctr_view.cgi?recptno=R000045660</jats:ext-link>, identifier UMIN 000045213.</jats:p></jats:sec>
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Multisensory research 36(4) 367-386 2023年4月7日 査読有り<p>The mechanisms underlying gravicentric (orientations of object or body relative to ‘gravity’) and egocentric estimates (object orientation relative to the ‘body’) have each been examined, but little is known about the association between their estimates, especially when the head and body is near upright. To tackle this question, we conducted two psychophysical experiments. In Experiment 1, participants were asked to estimate the directions of a visual line (subjective visual vertical; SVV) and of their own body relative to gravity (subjective body tilt; SBT), and the direction of a visual line relative to the body longitudinal axis (subjective visual body axis; SVBA) during a small-range whole-body roll tilt. We evaluated correlations between performances on these tasks as covariates of actual body tilt angles. Our results showed a significant correlation of performance (estimation errors) on the SVBA task with performance on the SBT task but not on the SVV task at a group level, after adjusting for the actual body tilt angles. These results suggest an association between estimates for the SVBA and SBT tasks. To confirm this relationship, in Experiment 2, we assessed whether manipulating the subjective direction of the body axis by providing visual feedback in the SVBA task subsequently affected performance in the SBT task. We found that feedback in the SVBA task significantly shifted the SBT angles, even when the actual body tilt angles were identical. The observed association between the SVBA and SBT performances supports at least a partially shared mechanism underlying body-tilt and egocentric estimates.</p>
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Clinical Neurophysiology 2023年3月 査読有り
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Neuroscience 513 54-63 2023年1月26日 査読有り筆頭著者責任著者The lateral prefrontal cortex (PFC) plays a variety of crucial roles in higher-order cognitive functions. Previous works have attempted to modulate lateral PFC function by applying non-invasive transcranial direct current stimulation (tDCS) and demonstrated positive effects on performance of tasks involving cognitive processes. The neurophysiological underpinning of the stimulation effects, however, remain poorly understood. Here, we explored the neurophysiological after-effects of tDCS over the lateral PFC by assessing changes in the magnitude of interhemispheric inhibition from the lateral PFC to the contralateral primary motor cortex (PFC-M1 IHI). Using a dual-site transcranial magnetic stimulation paradigm, we assessed PFC-M1 IHI before and after the application of tDCS over the right lateral PFC. We conducted a double-blinded, crossover, and counterbalanced design where 15 healthy volunteers participated in three sessions during which they received either anodal, cathodal, and sham tDCS. In order to determine whether PFC-M1 IHI could be modulated at all, we completed the same assessment on a separate group of 15 participants as they performed visuo-motor reaction tasks that likely engage the lateral PFC. The results showed that tDCS over the right lateral PFC did not modulate the magnitude of PFC-M1 IHI, whereas connectivity changed when Go/NoGo decisions were implemented in reactions during the motor tasks. Although PFC-M1 IHI is sensitive enough to be modulated by behavioral manipulations, tDCS over the lateral PFC does not have substantial modulatory effects on PFC to M1 functional connectivity, or at least not to the degree that can be detected with this measure.
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Journal of vision 23(1) 16-16 2023年1月3日 査読有り<p>Accurate memory regarding the location of an object with respect to one’s own body, termed egocentric visuospatial memory, is essential for action directed towards the object. Although researchers have suggested that the brain stores information related to egocentric visuospatial memory not only in the eye-centered reference frame but also in the head-centered reference frame, experimental evidence is scarce. Here, we tested this possibility by exploiting perceptual distortion of head-centered coordinates via whole-body tilt relative to gravity. We hypothesized that if the head-centered reference frame is involved in storing the egocentric representation of a target in memory, then reproduction would be affected by this perceptual distortion. In two experiments, we asked participants to reproduce the remembered location of a visual target relative to their body. Using intervening whole-body roll rotations, we manipulated the initial (target presentation) and final (reproduction of the remembered location) body orientation in space and evaluated the effect on the reproduced location. Our results showed significant biases of the reproduced target location and perceived head/body longitudinal axis in the direction of the intervening body rotation. Importantly, their amounts of errors were correlated across participants. These results provide experimental evidence for the neural encoding and storage of information related to egocentric visuospatial memory in the head-centered reference frame.</p>
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Pilot and feasibility studies 8(1) 259-259 2022年12月14日 査読有りBACKGROUND: Transcranial direct current stimulation (tDCS) is a technique that can noninvasively modulate neural states in a targeted brain region. As cerebellar activity levels are associated with upper limb motor improvement after stroke, the cerebellum is a plausible target of tDCS. However, the effect of tDCS remains unclear. Here, we designed a pilot study to assess: (1) the feasibility of a study that aims to examine the effects of cerebellar tDCS combined with an intensive rehabilitation approach based on the concept of constraint-induced movement therapy (CIMT) and (2) the preliminary outcome of the combined approach on upper limb motor function in patients with stroke in the chronic stage. METHODS: This pilot study has a double-blind randomized controlled design. Twenty-four chronic stroke patients with mild to moderate levels of upper limb motor impairment will be randomly assigned to an active or sham tDCS group. The participants will receive 20 min of active or sham tDCS to the contralesional cerebellum at the commencement of 4 h of daily intensive training, repeatedly for 5 days per week for 2 weeks. The primary outcomes are recruitment, enrollment, protocol adherence, and retention rates and measures to evaluate the feasibility of the study. The secondary outcome is upper limb motor function which will be evaluated using the Action Research Arm Test, Fugl-Meyer Assessment, for the upper extremity and the Motor Activity Log. Additionally, neurophysiological and neuroanatomical assessments of the cerebellum will be performed using transcranial magnetic stimulation and magnetic resonance imaging. These assessments will be conducted before, at the middle, and after the 2-week intervention, and finally, 1 month after the intervention. Any adverse events that occur during the study will be recorded. DISCUSSION: Cerebellar tDCS combined with intensive upper limb training may increase the gains of motor improvement when compared to the sham condition. The present study should provide valuable evidence regarding the feasibility of the design and the efficacy of cerebellar tDCS for upper limb motor function in patients with stroke before a future large trial is conducted. TRIAL REGISTRATION: This study has been registered at the Japan Registry of Clinical Trials ( jRCTs042200078 ). Registered 17 December 2020.
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Physiological reports 10(23) e15527 2022年12月 査読有り筆頭著者責任著者Transcranial magnetic stimulation has been used to assess plastic changes in the cortical motor representations of targeted muscles. The present study explored the optimal settings and stimulation intensity for simultaneous motor mapping of multiple upper-limb muscles across segments. In 15 healthy volunteers, we evaluated cortical representations simultaneously from one muscle in the shoulder, two in the upper arm, two in the forearm, and two intrinsic hand muscles, using five stimulation intensities, ranging from 40% to 100% of the maximum stimulator output. We represented the motor map area acquired at each intensity as a percentage of the maximum for each muscle. We defined a motor map area between 25% and 75% of the maximum as the optimal area size with sufficient scope for both up- and down-regulation, and stimulation intensities producing the map area size within this range as the optimal intensities. We found that motor maps with optimal area sizes could be produced simultaneously for the four distal muscles of the forearm and hand in most participants when the stimulation intensity was set at 120-140% of the resting motor threshold (RMT) of the first dorsal interosseous. For the remaining three proximal muscles, motor maps with optimal area sizes were produced only in a few participants, even when using a higher intensity (180-220% RMT). These findings suggest that cortical representations can be assessed simultaneously in a group of distal muscles using a relatively low stimulation intensity, while a separate operation is required to assess that of the proximal muscles.
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Journal of Rehabilitation Medicine jrm00336-jrm00336 2022年9月29日 査読有りObjective: To examine whether alternating training with both the non-paretic and paretic sides (alternating bilateral training), expecting trial-to-trial inter-limb transfer of training effects from the nonparetic to the paretic side, improves upper-limb motor performance in post-stroke patients, compared with unilateral training involving only the paretic side.Design: An assessor-blinded pilot randomized controlled trial.Subjects: Twenty-four right-handed post-stroke patients with hemiparesis.Methods: Participants were randomly allocated to either an alternating bilateral training group or a unilateral training group (n = 12/group). Participants underwent dexterity training of the paretic arm using the Nine-Hole Peg Test, completing 10 trials/day for 7 consecutive days. The alternating bilateral training group additionally performed alternating trials with the non-paretic limb. Performance change, assessed 1 day and 1 week after the 7-day training period, was compared between groups.Results: Although the improvement was comparable in both groups at both post-training time-points, a sub-analysis in which those with left hemiparesis and those with right hemiparesis were analysed separately revealed potential benefits of the alternating bilateral training, specifically for those with left hemiparesis.Conclusion: Alternating bilateral training may augment training effects and improve upper-limb motor function in patients with left hemiparesis.
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Disability and Rehabilitation: Assistive Technology 18(6) 1-6 2021年6月8日 査読有り筆頭著者
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Journal of Head Trauma Rehabilitation Publish Ahead of Print 2021年3月5日 査読有り筆頭著者OBJECTIVE: To investigate whether automatic facial expression analysis can quantify differences in the intensity of facial responses depending on the affective stimuli in a patient with minimally conscious state (MCS). METHODS: We filmed the facial responses of a patient with MCS during the delivery of three 1-minute auditory stimuli: audio clips of comedy movies, a nurse hilariously talking, and recitation of a novel (comedy, nurse, and recitation conditions, respectively). These measures were repeated at least 13 times for each condition on different days for approximately 10 months. The intensity of being "happy" was estimated from the smiling face using a software called FaceReader. The intensity among 5 conditions including those at 2 resting conditions (pre- and poststimuli) was compared using the Kruskal-Wallis test and the Dunn-Bonferroni test for multiple comparisons. RESULTS: Significantly higher values were found in the intensity of being "happy" in the comedy and nurse conditions versus other conditions, with no significant differences between the recitation and pre- or poststimulus conditions. These findings indicate that the automated facial expression analysis can quantify differences in context-dependent facial responses in the patient recruited in this study. CONCLUSIONS: This case study demonstrates the feasibility of using automated facial expression analysis to quantitatively evaluate the differences in facial expressions and their corresponding emotions in a single patient with MCS.
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Journal of Rehabilitation Medicine-Clinical Communications 4 1000047-1000047 2021年1月 査読有り筆頭著者
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Neurorehabilitation and Neural Repair 34(8) 733-745 2020年8月 査読有り
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Sports 8(4) 46-46 2020年4月7日 査読有り
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Evaluation of SAR and Temperature Rise in Human Hand Due to Contact Current From 100 kHz to 100 MHz.IEEE Access 8 200995-201004 2020年 査読有り
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Brain research 1722 146365-146365 2019年8月 査読有り筆頭著者
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Journal of Neurophysiology 122(2) 797-808 2019年8月1日 査読有り筆頭著者<jats:p> Motor exploration, a trial-and-error process in search for better motor outcomes, is known to serve a critical role in motor learning. This is particularly relevant during reinforcement learning where actions leading to a successful outcome are reinforced while unsuccessful actions are avoided. Although early on motor exploration is beneficial to find the correct solution, maintaining high levels of exploration later in the learning process might be deleterious. Whether and how the level of exploration changes over the course of reinforcement learning, however, remains poorly understood. Here, we evaluated temporal changes in motor exploration while healthy participants learned a reinforcement-based motor task. We defined exploration as the magnitude of trial-to-trial change in movements as a function of whether the preceding trial resulted in success or failure. Participants were required to find the optimal finger-pointing direction using binary feedback of success or failure. We found that the magnitude of exploration gradually increased over time when learning the task. Conversely, exploration remained low in participants who were unable to correctly adjust their pointing direction. Interestingly, exploration remained elevated when participants underwent a second training session, which was associated with faster relearning. These results indicate that the motor system may flexibly upregulate the extent of exploration during reinforcement learning as if acquiring a specific strategy to facilitate subsequent learning. Also, our findings showed that exploration affects reinforcement learning and vice versa, indicating an interactive relationship between them. Reinforcement-based tasks could be used as primers to increase exploratory behavior leading to more efficient subsequent learning. </jats:p>
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Journal of neural engineering 16(3) 036001-036001 2019年6月 査読有りOBJECTIVE: Cerebellar transcranial direct current stimulation (ctDCS) is a neuromodulation scheme that delivers a small current to the cerebellum. In this work, we computationally investigate the distributions and strength of the stimulation dosage during ctDCS with the aim of determining the targeted cerebellar regions of a group of subjects with different electrode montages. APPROACH: We used a new inter-individual registration method that permitted the projection of computed electric fields (EFs) from individual realistic head models (n = 18) to standard cerebellar template for the first time. MAIN RESULTS: Variations of the EF on the cerebellar surface were found to have standard deviations of up to 55% of the mean. The dominant factor that accounted for 62% of the variability of the maximum EFs was the skin-cerebellum distance, whereas the cerebrospinal fluid volume explained 53% of the average EF distribution. Despite the inter-individual variations, a systematic tendency of the EF hotspot emerges beneath the active electrode in group-level analysis. The hotspot can be adjusted by the electrode position so that the most effective stimulation is delivered to a group of subjects. SIGNIFICANCE: Targeting specific cerebellar structures with ctDCS is not straightforward, as neuromodulation depends not only on the placement/design of the electrodes configuration but also on inter-individual variability due to anatomical differences. The proposed method permitted generalizing the EFs to a cerebellum atlas. The atlas is useful for studying the mechanisms of ctDCS, planning ctDCS and explaining findings of experimental studies.
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Cerebral Cortex 28(10) 3478-3490 2018年10月1日 査読有り筆頭著者
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JOURNAL OF NEUROSCIENCE 37(10) 2673-2685 2017年3月 査読有り
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INTERNATIONAL JOURNAL OF NEUROSCIENCE 127(1) 73-79 2017年 査読有り
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Journal of Physical Therapy Science 28(10) 2979-2983 2016年10月1日 査読有り
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SOMATOSENSORY AND MOTOR RESEARCH 33(2) 130-136 2016年6月 査読有り
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2016 38TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC) 5-8 2016年 査読有り
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International Journal of Neuroscience 20 1-29 2016年1月 査読有り
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SIG4: Fluency and Fluency Disorders 1(1) 5-15 2016年 査読有り
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Neuronal Substrates Underlying Performance Variability in Well-Trained Skillful Motor Task in HumansNEURAL PLASTICITY 2016 1 2016年 査読有り
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BRAIN AND COGNITION 100 1-6 2015年11月 査読有り最終著者責任著者
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NEUROREPORT 26(3) 139-143 2015年2月 査読有り
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NEUROSCIENCE LETTERS 584 119-122 2015年1月 査読有り最終著者責任著者
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NEUROREPORT 25(17) 1375-1380 2014年12月 査読有り
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理学療法学 41(6) 378-383 2014年 査読有り【目的】人工膝関節置換術(以下,TKA)後の膝関節周囲の皮膚可動性の特徴をあきらかにするとともに,術後に獲得される膝関節屈曲可動域との関係性を検証した。【方法】対象はTKA術後患者20名(平均78.1±7.4歳),健常高齢者10名(平均71.8±8.7歳)とした。皮膚可動性を評価するため,膝関節前面の皮膚上にマークし,膝関節を他動的に60度,90度,最終屈曲位にしたときのマーク間距離(縦方向,横方向)を測定した。膝関節屈曲角度120度を基準にTKA術後患者を2群に分類し,健常高齢者を含めた3群間の皮膚可動性を比較した。【結果】TKA術後患者は,膝蓋骨上部付近の縦方向の皮膚可動性が健常高齢者に比べて有意に低下していた。一方で,屈曲120度未満群と以上群との間に有意差を認めなかった。【結論】TKA術後の術創部周囲の皮膚は,健常高齢者に比べて可動性が顕著に低下していた。しかし,皮膚可動性はTKA術後に獲得できる屈曲可動域に対する強い制限因子ではないことが示唆された。
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PLOS ONE 6(10) e25670 2011年10月 査読有り筆頭著者
MISC
10講演・口頭発表等
13所属学協会
6共同研究・競争的資金等の研究課題
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