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Seo NJ, Coupland K, Finetto C, Scronce G. Wearable Sensor to Monitor Quality of Upper Limb Task Practice for Stroke Survivors at Home. SENSORS (BASEL, SWITZERLAND) 2024; 24:554. [PMID: 38257646 PMCID: PMC10821060 DOI: 10.3390/s24020554] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Revised: 01/10/2024] [Accepted: 01/12/2024] [Indexed: 01/24/2024]
Abstract
Many stroke survivors experience persistent upper extremity impairment that limits performance in activities of daily living. Upper limb recovery requires high repetitions of task-specific practice. Stroke survivors are often prescribed task practices at home to supplement rehabilitation therapy. A poor quality of task practices, such as the use of compensatory movement patterns, results in maladaptive neuroplasticity and suboptimal motor recovery. There currently lacks a tool for the remote monitoring of movement quality of stroke survivors' task practices at home. The objective of this study was to evaluate the feasibility of classifying movement quality at home using a wearable IMU. Nineteen stroke survivors wore an IMU sensor on the paretic wrist and performed four functional upper limb tasks in the lab and later at home while videorecording themselves. The lab data served as reference data to classify home movement quality using dynamic time warping. Incorrect and correct movement quality was labeled by a therapist. The home task practice movement quality was classified with an accuracy of 92% and F1 score of 0.95 for all tasks combined. Movement types contributing to misclassification were further investigated. The results support the feasibility of a home movement quality monitoring system to assist with upper limb rehabilitation post stroke.
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Affiliation(s)
- Na Jin Seo
- Department of Rehabilitation Sciences, College of Health Professions, Medical University of South Carolina, Charleston, SC 29425, USA
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC 29425, USA; (K.C.); (C.F.); (G.S.)
- Ralph H. Johnson VA Health Care System, Charleston, SC 29401, USA
| | - Kristen Coupland
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC 29425, USA; (K.C.); (C.F.); (G.S.)
- Ralph H. Johnson VA Health Care System, Charleston, SC 29401, USA
| | - Christian Finetto
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC 29425, USA; (K.C.); (C.F.); (G.S.)
- Ralph H. Johnson VA Health Care System, Charleston, SC 29401, USA
| | - Gabrielle Scronce
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC 29425, USA; (K.C.); (C.F.); (G.S.)
- Ralph H. Johnson VA Health Care System, Charleston, SC 29401, USA
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2
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Pennington A, Ramakrishnan V, Scronce G, Coupland K, Vatinno AA, Seo NJ. Effect of Using TheraBracelet on Grasping versus Reaching in Poststroke Rehabilitation. OTJR-OCCUPATION PARTICIPATION AND HEALTH 2023; 43:702-709. [PMID: 36757086 PMCID: PMC10409869 DOI: 10.1177/15394492231151887] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/10/2023]
Abstract
A peripheral sensory stimulation named TheraBracelet has recently been shown to have a potential to improve gross manual dexterity following stroke. Upper limb function requires both reach and grasp. It is unknown whether TheraBracelet affects one more than other. The objective of this study was to determine whether TheraBracelet improves reaching versus grasping. In a pilot randomized controlled trial, persons with stroke received TheraBracelet (treatment) or no stimulation (control) during task practice therapy (n = 6/group). Effects of TheraBracelet on reaching versus grasping were determined using breakdown of movement times in the Box and Block Test video recordings. Improvements in movement times for the treatment compared with control group were more pronounced for grasping than for reaching at both post and follow-up time points. TheraBracelet may be beneficial for persons with grasping deficits. This knowledge can guide clinicians for targeted use of TheraBracelet, resulting in effective implementation of the new treatment.
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Affiliation(s)
- Allison Pennington
- Division of Occupational Therapy, Department of Rehabilitation Sciences, College of Health Professions, Medical University of South Carolina, Charleston, SC
| | - Viswanathan Ramakrishnan
- Department of Public Health Sciences, College of Medicine, Medical University of South Carolina, Charleston, SC
| | - Gabrielle Scronce
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC
| | - Kristen Coupland
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC
| | - Amanda A. Vatinno
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC
| | - Na Jin Seo
- Division of Occupational Therapy, Department of Rehabilitation Sciences, College of Health Professions, Medical University of South Carolina, Charleston, SC
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, Charleston, SC
- Ralph H. Johnson VA Medical Center, Charleston, SC
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Baker A, Schranz C, Seo NJ. Associating Functional Neural Connectivity and Specific Aspects of Sensorimotor Control in Chronic Stroke. SENSORS (BASEL, SWITZERLAND) 2023; 23:5398. [PMID: 37420566 DOI: 10.3390/s23125398] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Revised: 06/01/2023] [Accepted: 06/02/2023] [Indexed: 07/09/2023]
Abstract
Hand sensorimotor deficits often result from stroke, limiting the ability to perform daily living activities. Sensorimotor deficits are heterogeneous among stroke survivors. Previous work suggests a cause of hand deficits is altered neural connectivity. However, the relationships between neural connectivity and specific aspects of sensorimotor control have seldom been explored. Understanding these relationships is important for developing personalized rehabilitation strategies to improve individual patients' specific sensorimotor deficits and, thus, rehabilitation outcomes. Here, we investigated the hypothesis that specific aspects of sensorimotor control will be associated with distinct neural connectivity in chronic stroke survivors. Twelve chronic stroke survivors performed a paretic hand grip-and-relax task while EEG was collected. Four aspects of hand sensorimotor grip control were extracted, including reaction time, relaxation time, force magnitude control, and force direction control. EEG source connectivity in the bilateral sensorimotor regions was calculated in α and β frequency bands during grip preparation and execution. Each of the four hand grip measures was significantly associated with a distinct connectivity measure. These results support further investigations into functional neural connectivity signatures that explain various aspects of sensorimotor control, to assist the development of personalized rehabilitation that targets the specific brain networks responsible for the individuals' distinct sensorimotor deficits.
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Affiliation(s)
- Adam Baker
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, 77 President St., Charleston, SC 29425, USA
| | - Christian Schranz
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, 77 President St., Charleston, SC 29425, USA
| | - Na Jin Seo
- Department of Health Sciences and Research, College of Health Professions, Medical University of South Carolina, 77 President St., Charleston, SC 29425, USA
- Division of Occupational Therapy, Department of Rehabilitation Sciences, College of Health Professions, Medical University of South Carolina, 151B Rutledge Ave., Charleston, SC 29425, USA
- Ralph H. Johnson VA Health Care System, 109 Bee St., Charleston, SC 29425, USA
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Judy LM, Morrow C, Seo NJ. Development and evaluation of an efficient training program to facilitate the adoption of a novel neurorehabilitation device. J Rehabil Assist Technol Eng 2023; 10:20556683231158552. [PMID: 36818163 PMCID: PMC9932764 DOI: 10.1177/20556683231158552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Accepted: 02/03/2023] [Indexed: 02/16/2023] Open
Abstract
Many rehabilitation devices are not adopted by therapists in practice. One major barrier is therapists' limited time and resources to get training. The objective of this study was to develop/evaluate an efficient training program for a novel rehabilitation device. The program was developed based on structured interviews with seven therapists for training preference and composed of asynchronous and in-person trainings following efficient teaching methods. The training program was evaluated for six occupational therapy doctoral students and six licensed therapists in neurorehabilitation practice. Training effectiveness was evaluated in a simulated treatment session in which 3 trainees shifted their roles among therapist applying the device, client, and peer assessor. In results, 11 of the 12 trainees passed the assessment of using the device in simulated treatment sessions. One trainee did not pass because s/he did not plug in the device to charge at the end. The in-person training fit within 1-h lunch break. All trainees perceived that they could effectively use the device in their practice and both asynchronous and in-person training easily fit into their schedule. This project serves as an example for development of an efficient and effective training program for a novel rehabilitation device to facilitate clinical adoption.
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Affiliation(s)
- Laura M Judy
- Division of Occupational Therapy,
Department of Rehabilitation Sciences, Medical University of South
Carolina, Charleston, SC, USA
| | - Corey Morrow
- Department of Health Sciences and
Research, College of Health Professions, Medical University of South
Carolina, Charleston, SC, USA
| | - Na Jin Seo
- Division of Occupational Therapy,
Department of Rehabilitation Sciences, Medical University of South
Carolina, Charleston, SC, USA,Department of Health Sciences and
Research, College of Health Professions, Medical University of South
Carolina, Charleston, SC, USA,Ralph H. Johnson VA Health Care
System, Charleston, SC, USA,Na J Seo, Division of Occupational Therapy,
Department of Rehabilitation Sciences, Medical University of South Carolina, 77
President Street, Charleston, SC 29425, USA.
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Osumi M, Sumitani M, Otake Y, Nishi Y, Nobusako S, Morioka S. Influence of vibrotactile random noise on the smoothness of the grasp movement in patients with chemotherapy-induced peripheral neuropathy. Exp Brain Res 2023; 241:407-415. [PMID: 36565342 DOI: 10.1007/s00221-022-06532-2] [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: 09/06/2022] [Accepted: 12/12/2022] [Indexed: 12/25/2022]
Abstract
Patients with chemotherapy-induced peripheral neuropathy (CIPN) often suffer from sensorimotor dysfunction of the distal portion of the extremities (e.g., loss of somatosensory sensation, numbness/tingling, difficulty typing on a keyboard, or difficulty buttoning/unbuttoning a shirt). The present study aimed to reveal the effects of subthreshold vibrotactile random noise stimulation on sensorimotor dysfunction in CIPN patients without exacerbating symptoms. Twenty-five patients with CIPN and 28 age-matched healthy adults participated in this study. To reveal the effects of subthreshold vibrotactile random noise stimulation on sensorimotor function, participants were asked to perform a tactile detection task and a grasp movement task during random noise stimulation delivered to the volar and dorsal wrist. We set three intensity conditions of the vibrotactile random noise: 0, 60, and 120% of the sensory threshold (Noise 0%, Noise 60%, and Noise 120% conditions). In the tactile detection task, a Semmes-Weinstein monofilament was applied to the volar surface of the tip of the index finger using standard testing measures. In the grasp movement task, the distance between the thumb and index finger was recorded while the participant attempted to grasp a target object, and the smoothness of the grasp movement was quantified by calculating normalized jerk in each experimental condition. The experimental data were compared using two-way repeated-measures analyses of variance with two factors: experimental condition (Noise 0, 60, 120%) × group (Healthy controls, CIPN patients). The tactile detection threshold and the smoothness of the grasp movement were only improved in the Noise 60% condition without exacerbating numbness/tingling in CIPN patients and healthy controls. The current study suggested that the development of treatment devices using stochastic resonance can improve sensorimotor function for CIPN patients.
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Affiliation(s)
- Michihiro Osumi
- Graduate School of Health Science, Kio University, 4-2-2 Umaminaka, Koryo-Cho, Kitakatsuragi-Gun, Nara, 635-0832, Japan. .,Neurorehabilitation Research Center, Kio University, 4-2-2 Umaminaka, Kitakatsuragi-Gun, Nara, 635-0832, Japan.
| | - Masahiko Sumitani
- Department of Pain and Palliative Medicine, The University of Tokyo Hospital, 7-3-1 Hongo, Bunkyo-Ku, Tokyo, 113-8655, Japan
| | - Yuko Otake
- Department of Physical Therapy, Faculty of Human Care at Makuhari, Tohto University, 1-3 Nakase, Mihamaku, Chiba, 261-850, Japan
| | - Yuki Nishi
- Neurorehabilitation Research Center, Kio University, 4-2-2 Umaminaka, Kitakatsuragi-Gun, Nara, 635-0832, Japan
| | - Satoshi Nobusako
- Graduate School of Health Science, Kio University, 4-2-2 Umaminaka, Koryo-Cho, Kitakatsuragi-Gun, Nara, 635-0832, Japan.,Neurorehabilitation Research Center, Kio University, 4-2-2 Umaminaka, Kitakatsuragi-Gun, Nara, 635-0832, Japan
| | - Shu Morioka
- Graduate School of Health Science, Kio University, 4-2-2 Umaminaka, Koryo-Cho, Kitakatsuragi-Gun, Nara, 635-0832, Japan.,Neurorehabilitation Research Center, Kio University, 4-2-2 Umaminaka, Kitakatsuragi-Gun, Nara, 635-0832, Japan
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Schranz C, Vatinno A, Ramakrishnan V, Seo NJ. Neuroplasticity after upper-extremity rehabilitation therapy with sensory stimulation in chronic stroke survivors. Brain Commun 2022; 4:fcac191. [PMID: 35938072 PMCID: PMC9351980 DOI: 10.1093/braincomms/fcac191] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Revised: 04/19/2022] [Accepted: 07/21/2022] [Indexed: 01/16/2023] Open
Abstract
This study investigated the effect of using subthreshold vibration as a peripheral sensory stimulation during therapy on cortical activity. Secondary analysis of a pilot triple-blinded randomized controlled trial. Twelve chronic stroke survivors underwent 2-week upper-extremity task-practice therapy. Half received subthreshold vibratory stimulation on their paretic wrist (treatment group) and the other half did not (control). EEG connectivity and event-related de-/resynchronization for the sensorimotor network during hand grip were examined at pre-intervention, post-intervention and follow-up. Statistically significant group by time interactions were observed for both connectivity and event-related spectral perturbation. For the treatment group, connectivity increased at post-intervention and decreased at follow-up. Event-related desynchronization decreased and event-related resynchronization increased at post-intervention, which was maintained at follow-up. The control group had the opposite trend for connectivity and no change in event-related spectral perturbation. The stimulation altered cortical sensorimotor activity. The findings complement the clinical results of the trial in which the treatment group significantly improved gross manual dexterity while the control group did not. Increased connectivity in the treatment group may indicate neuroplasticity for motor learning, while reduced event-related desynchronization and increased event-related resynchronization may indicate lessened effort for grip and improved inhibitory control. EEG may improve understanding of neural processes underlying motor recovery.
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Affiliation(s)
- Christian Schranz
- Correspondence to: Christian Schranz, PhD 77 President Street, Charleston SC 29425, USA E-mail:
| | - Amanda Vatinno
- Department of Health Sciences and Research, Medical University of South Carolina, Charleston, SC 29425, USA
| | - Viswanathan Ramakrishnan
- Department of Public Health Sciences, Medical University of South Carolina, Charleston, SC 29425, USA
| | - Na Jin Seo
- Department of Health Sciences and Research, Medical University of South Carolina, Charleston, SC 29425, USA,Department of Rehabilitation Sciences, Medical University of South Carolina, Charleston, SC 29425, USA,Ralph H. Johnson VA Medical Center, Charleston, SC 29401, USA
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Blaschke J, Vatinno A, Scronce G, Ramakrishnan V, Seo NJ. Effect of Sensory Impairment on Hand Functional Improvement with Therapy and Sensory Stimulation. NEUROLOGY AND NEUROREHABILITATION 2022; 4:1-4. [PMID: 36780248 PMCID: PMC9918228] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 02/14/2023]
Abstract
Sensory impairment may impact individual stroke survivors' motor recovery as well as their response to peripheral sensory stimulation treatment. The objective of this study was to determine the effect of sensory impairment level of individual stroke survivors on motor improvement with therapy and peripheral sensory stimulation. A secondary analysis of a pilot triple-blind randomized controlled trial was used. Twelve chronic stroke survivors were randomly assigned to the treatment group receiving peripheral sensory stimulation or the control group receiving no stimulation during 2-week hand task practice therapy. Sensory impairment level was quantified as the pre-intervention sensory threshold. Motor improvement was assessed as change in the Box and Block Test score from pre- to post-intervention. The association between sensory impairment level and motor improvement was examined using a regression analysis, accounting for groups. This study found that participants with better sensation (i.e., with lower sensory threshold) had better motor improvement than patients with worse sensation (i.e., with higher sensory threshold). Sensory impairment level did not alter the effect of peripheral sensory stimulation. These findings suggest that the level of sensory impairment may predict recovery potentials and direct rehabilitation treatment for stroke survivors.
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Affiliation(s)
- Jenna Blaschke
- Department of Rehabilitation Sciences, Medical University of South Carolina, Charleston, SC, USA
| | - Amanda Vatinno
- Department of Health Science and Research, Medical University of South Carolina, Charleston, SC, USA
| | - Gabrielle Scronce
- Department of Health Science and Research, Medical University of South Carolina, Charleston, SC, USA
| | | | - Na Jin Seo
- Department of Rehabilitation Sciences, Medical University of South Carolina, Charleston, SC, USA,Department of Health Science and Research, Medical University of South Carolina, Charleston, SC, USA,Ralph H. Johnson VA Medical Center, Charleston, SC, USA
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