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Chest-Based Wearables and Individualized Distributions for Assessing Postural Sway in Persons With Multiple Sclerosis
Typical assessments of balance impairment are subjective or require data from cumbersome and expensive force platforms. Researchers have utilized lower back (sacrum) accelerometers to enable more accessible, objective measurement of postural sway for use in balance assessment. However, new sensor pa...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10408383/ https://www.ncbi.nlm.nih.gov/pubmed/37067975 http://dx.doi.org/10.1109/TNSRE.2023.3267807 |
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author | Meyer, Brett M. Cohen, Jenna G. Donahue, Nicole Fox, Samantha R. O’Leary, Aisling Brown, Anna J. Leahy, Claire VanDyk, Tyler DePetrillo, Paolo Ceruolo, Melissa Cheney, Nick Solomon, Andrew J. McGinnis, Ryan S. |
author_facet | Meyer, Brett M. Cohen, Jenna G. Donahue, Nicole Fox, Samantha R. O’Leary, Aisling Brown, Anna J. Leahy, Claire VanDyk, Tyler DePetrillo, Paolo Ceruolo, Melissa Cheney, Nick Solomon, Andrew J. McGinnis, Ryan S. |
author_sort | Meyer, Brett M. |
collection | PubMed |
description | Typical assessments of balance impairment are subjective or require data from cumbersome and expensive force platforms. Researchers have utilized lower back (sacrum) accelerometers to enable more accessible, objective measurement of postural sway for use in balance assessment. However, new sensor patches are broadly being deployed on the chest for cardiac monitoring, opening a need to determine if measurements from these devices can similarly inform balance assessment. Our aim in this work is to validate postural sway measurements from a chest accelerometer. To establish concurrent validity, we considered data from 16 persons with multiple sclerosis (PwMS) asked to stand on a force platform while also wearing sensor patches on the sacrum and chest. We found five of 15 postural sway features derived from the chest and sacrum were significantly correlated with force platform-derived features, which is in line with prior sacrum-derived findings. Clinical significance was established using a sample of 39 PwMS who performed eyes-open, eyes-closed, and tandem standing tasks. This cohort was stratified by fall status and completed several patient-reported measures (PRM) of balance and mobility impairment. We also compared sway features derived from a single 30-second period to those derived from a one-minute period with a sliding window to create individualized distributions of each postural sway feature (ID method). We find traditional computation of sway features from the chest is sensitive to changes in PRMs and task differences. Distribution characteristics from the ID method establish additional relationships with PRMs, detect differences in more tasks, and distinguish between fall status groups. Overall, the chest was found to be a valid location to monitor postural sway and we recommend utilizing the ID method over single-observation analyses. |
format | Online Article Text |
id | pubmed-10408383 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
record_format | MEDLINE/PubMed |
spelling | pubmed-104083832023-08-08 Chest-Based Wearables and Individualized Distributions for Assessing Postural Sway in Persons With Multiple Sclerosis Meyer, Brett M. Cohen, Jenna G. Donahue, Nicole Fox, Samantha R. O’Leary, Aisling Brown, Anna J. Leahy, Claire VanDyk, Tyler DePetrillo, Paolo Ceruolo, Melissa Cheney, Nick Solomon, Andrew J. McGinnis, Ryan S. IEEE Trans Neural Syst Rehabil Eng Article Typical assessments of balance impairment are subjective or require data from cumbersome and expensive force platforms. Researchers have utilized lower back (sacrum) accelerometers to enable more accessible, objective measurement of postural sway for use in balance assessment. However, new sensor patches are broadly being deployed on the chest for cardiac monitoring, opening a need to determine if measurements from these devices can similarly inform balance assessment. Our aim in this work is to validate postural sway measurements from a chest accelerometer. To establish concurrent validity, we considered data from 16 persons with multiple sclerosis (PwMS) asked to stand on a force platform while also wearing sensor patches on the sacrum and chest. We found five of 15 postural sway features derived from the chest and sacrum were significantly correlated with force platform-derived features, which is in line with prior sacrum-derived findings. Clinical significance was established using a sample of 39 PwMS who performed eyes-open, eyes-closed, and tandem standing tasks. This cohort was stratified by fall status and completed several patient-reported measures (PRM) of balance and mobility impairment. We also compared sway features derived from a single 30-second period to those derived from a one-minute period with a sliding window to create individualized distributions of each postural sway feature (ID method). We find traditional computation of sway features from the chest is sensitive to changes in PRMs and task differences. Distribution characteristics from the ID method establish additional relationships with PRMs, detect differences in more tasks, and distinguish between fall status groups. Overall, the chest was found to be a valid location to monitor postural sway and we recommend utilizing the ID method over single-observation analyses. 2023 2023-05-02 /pmc/articles/PMC10408383/ /pubmed/37067975 http://dx.doi.org/10.1109/TNSRE.2023.3267807 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License. For more information, see https://creativecommons.org/licenses/by-nc-nd/4.0/ |
spellingShingle | Article Meyer, Brett M. Cohen, Jenna G. Donahue, Nicole Fox, Samantha R. O’Leary, Aisling Brown, Anna J. Leahy, Claire VanDyk, Tyler DePetrillo, Paolo Ceruolo, Melissa Cheney, Nick Solomon, Andrew J. McGinnis, Ryan S. Chest-Based Wearables and Individualized Distributions for Assessing Postural Sway in Persons With Multiple Sclerosis |
title | Chest-Based Wearables and Individualized Distributions for Assessing Postural Sway in Persons With Multiple Sclerosis |
title_full | Chest-Based Wearables and Individualized Distributions for Assessing Postural Sway in Persons With Multiple Sclerosis |
title_fullStr | Chest-Based Wearables and Individualized Distributions for Assessing Postural Sway in Persons With Multiple Sclerosis |
title_full_unstemmed | Chest-Based Wearables and Individualized Distributions for Assessing Postural Sway in Persons With Multiple Sclerosis |
title_short | Chest-Based Wearables and Individualized Distributions for Assessing Postural Sway in Persons With Multiple Sclerosis |
title_sort | chest-based wearables and individualized distributions for assessing postural sway in persons with multiple sclerosis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10408383/ https://www.ncbi.nlm.nih.gov/pubmed/37067975 http://dx.doi.org/10.1109/TNSRE.2023.3267807 |
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